split cover letter and resume extract into two steps

This commit is contained in:
Kyle Belanger 2025-02-17 16:02:39 -05:00
parent ab20fdf0aa
commit 61c66dd3bc
3 changed files with 31 additions and 31 deletions

View file

@ -26,7 +26,7 @@
<!-- Hidden To Start With --> <!-- Hidden To Start With -->
<div id="coverLetterSection" style="display: none;"> <div id="coverLetterSection" style="display: none;">
<h3>Generated Cover Letter:</h3> <h3>Generated Cover Letter:</h3>
<p id="coverLetterOutput"></p> <textarea id="coverLetterOutput"></textarea>
<button id="downloadBtn">Download as DOCX</button> <button id="downloadBtn">Download as DOCX</button>
</div> </div>
<!-- End Hidden Section --> <!-- End Hidden Section -->

View file

@ -2,13 +2,14 @@ document.getElementById('uploadForm').addEventListener('submit', async function
event.preventDefault(); event.preventDefault();
const resumePreviewSection = document.getElementById('resumePreviewSection'); const resumePreviewSection = document.getElementById('resumePreviewSection');
const resumeTextPreview = document.getElementById("resumeTextOutput")
const generateBtn = document.getElementById('generateCoverLetterBtn'); const generateBtn = document.getElementById('generateCoverLetterBtn');
generateBtn.disabled = true; generateBtn.disabled = true;
generateBtn.textContent = "Reading Resume...";
resumePreviewSection.value = ""; //This clear any previous generated output resumePreviewSection.value = ""; //This clear any previous generated output
resumePreviewSection.style.display = "flex"; resumePreviewSection.style.display = "block";
const fileInput = document.getElementById('resume'); const fileInput = document.getElementById('resume');
const file = fileInput.files[0]; const file = fileInput.files[0];
@ -31,21 +32,22 @@ document.getElementById('uploadForm').addEventListener('submit', async function
if (data.error) { if (data.error) {
alert("Error: " + data.error) alert("Error: " + data.error)
} else { } else {
resumePreviewSection.value = data.extractedText; resumeTextPreview.value = data.extractedText;
generateBtn.disabled = false; generateBtn.disabled = false;
generateBtn.textContent = "Generate Cover Letter"
} }
} catch (error) { } catch (error) {
console.error('Error:', error); console.error('Error:', error);
alert('Something went wrong. Please try again.'); alert('Something went wrong. Please try again.');
outputSection.style.display = "none"; resumePreviewSection.style.display = "none";
} }
}); });
// Send Resume and Job Description to Generate Cover Letter
document.getElementById("generateCoverLetterBtn").addEventListener("click", async function () { document.getElementById("generateCoverLetterBtn").addEventListener("click", async function () {
const extractedResumeText = document.getElementById("resumeTextOutput").value; const extractedResumeText = document.getElementById("resumeTextOutput").value;
const jobDescription = document.getElementById("jobDescription").value; const jobDescription = document.getElementById("jobDescription").value;
const generateBtn = document.getElementById("generateCoverLetterBtn")
if (!extractedResumeText.trim()) { if (!extractedResumeText.trim()) {
alert("Please confirm the extracted resume text."); alert("Please confirm the extracted resume text.");
@ -62,6 +64,8 @@ document.getElementById("generateCoverLetterBtn").addEventListener("click", asyn
jobDescription, jobDescription,
}; };
generateBtn.textContent = "Generating Cover Letter...."
try { try {
const response = await fetch("/generate", { const response = await fetch("/generate", {
method: "POST", method: "POST",
@ -75,6 +79,7 @@ document.getElementById("generateCoverLetterBtn").addEventListener("click", asyn
} else { } else {
document.getElementById("coverLetterOutput").innerText = data.coverLetter; document.getElementById("coverLetterOutput").innerText = data.coverLetter;
document.getElementById("coverLetterSection").style.display = "block"; // Show cover letter section document.getElementById("coverLetterSection").style.display = "block"; // Show cover letter section
generateBtn.textContent = "Generate New Cover Letter"
} }
} catch (error) { } catch (error) {
console.error("Error generating cover letter:", error); console.error("Error generating cover letter:", error);

View file

@ -17,43 +17,38 @@ const anthropic = new Anthropic({
apiKey: process.env.ANTHROPIC_API_KEY, apiKey: process.env.ANTHROPIC_API_KEY,
}); });
// Extract resume text and return it for preview
router.post('/extract-resume', upload.single('resume'), async (req, res) => {
try {
const resumeBuffer = req.file.buffer;
const extractedResumeText = await pdf(resumeBuffer);
res.json({ extractedText: extractedResumeText.text });
} catch (error) {
console.error(error);
res.status(500).json({ error: 'Error extracting resume text' });
}
});
// Handle Resume upload and user input for Job Description // Handle Resume upload and user input for Job Description
router.post('/', upload.single('resume'), async (req, res) =>{ router.post('/', async (req, res) => {
try{ try {
const { extractedResumeText, jobDescription } = req.body;
if (!req.file || !req.body.jobDescription) {
return res.status(400).json({ error: 'Resume and Job Description are required' });
}
let resumeText = req.file.buffer.toString('utf-8');
const jobDescription = req.body.jobDescription;
if (req.file.mimetype === 'application/pdf') {
const pdfData = await pdf(req.file.buffer);
resumeText = pdfData.text;
}
// Load the LLM APi Messages
// These include placeholders to be replaced later in function
const resume_parser_api = require('../data/resume_parser_api.json'); const resume_parser_api = require('../data/resume_parser_api.json');
const cover_letter_api = require('../data/cover_letter_api.json'); const cover_letter_api = require('../data/cover_letter_api.json');
// Replace placeholder in API call
resume_parser_api.messages[0].content[0].text = resume_parser_api.messages[0].content[0].text.replace("{{resume}}", extractedResumeText);
// Replace placeholder in resume api with extracted text
resume_parser_api.messages[0].content[0].text = resume_parser_api.messages[0].content[0].text.replace("{{resume}}", resumeText);
// Send resume to LLM
const resumeResponse = await anthropic.messages.create(resume_parser_api); const resumeResponse = await anthropic.messages.create(resume_parser_api);
const candidateProfile = resumeResponse.content[0].text.split('```json')[1].split('```')[0].trim(); const candidateProfile = resumeResponse.content[0].text.split('```json')[1].split('```')[0].trim();
// Replace variables in cover letter API prompt
cover_letter_api.messages[0].content[0].text = cover_letter_api.messages[0].content[0].text cover_letter_api.messages[0].content[0].text = cover_letter_api.messages[0].content[0].text
.replace('{{resume_json}}', candidateProfile) .replace('{{resume_json}}', candidateProfile)
.replace('{{job_description}}', jobDescription) .replace('{{job_description}}', jobDescription)
.replace('{{date}}', new Date().toDateString()); .replace('{{date}}', new Date().toDateString());
//Send data to LLM to generate Cover Letter
const coverLetterResponse = await anthropic.messages.create(cover_letter_api); const coverLetterResponse = await anthropic.messages.create(cover_letter_api);
const coverLetterRawText = coverLetterResponse.content[0].text.split('<cover_letter>')[1].split('</cover_letter>')[0].trim(); const coverLetterRawText = coverLetterResponse.content[0].text.split('<cover_letter>')[1].split('</cover_letter>')[0].trim();