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Update app.py
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app.py
CHANGED
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@@ -6,8 +6,9 @@ from sentence_transformers import SentenceTransformer
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import faiss
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from groq import Groq
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from reportlab.lib.pagesizes import A4
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from reportlab.lib
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from reportlab.
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import io
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# -----------------------------
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@@ -15,6 +16,7 @@ import io
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# -----------------------------
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REMOTEOK_URL = "https://remoteok.com/api"
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EMBED_MODEL = "BAAI/bge-small-en-v1.5"
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# Load embedding model
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@st.cache_resource
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@@ -80,10 +82,6 @@ def generate_resume(resume_text, job):
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and this job description:\n{job['description']}\n
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Generate a structured resume in this format:
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Name & Contact
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-----------------
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[Fill with placeholder if not in resume]
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Summary
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-----------------
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[2-3 line summary tailored for the job]
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@@ -106,23 +104,87 @@ def generate_resume(resume_text, job):
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"""
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chat_completion = groq_client.chat.completions.create(
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model=
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messages=[{"role": "user", "content": prompt}],
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temperature=0.7,
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)
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return chat_completion.choices[0].message.content
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def
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buffer = io.BytesIO()
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doc = SimpleDocTemplate(buffer, pagesize=A4)
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styles = getSampleStyleSheet()
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story = []
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doc.build(story)
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buffer.seek(0)
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@@ -133,11 +195,17 @@ def build_pdf(resume_text):
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# -----------------------------
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st.title("MATCHHIVE - AI Job Matcher")
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resume_file = st.file_uploader("Upload your resume (PDF or DOCX)", type=["pdf", "docx"])
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if resume_file:
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resume_text = extract_text_from_resume(resume_file)
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if resume_text.strip():
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st.subheader("Fetching jobs...")
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jobs = fetch_jobs()
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@@ -149,17 +217,28 @@ if resume_file:
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f"[View Job Posting]({job['url']}) \n"
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f"**Match Score:** {score:.2f}")
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import faiss
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from groq import Groq
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from reportlab.lib.pagesizes import A4
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from reportlab.lib import colors
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from reportlab.lib.styles import getSampleStyleSheet, ParagraphStyle
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from reportlab.platypus import SimpleDocTemplate, Paragraph, Spacer, ListFlowable, ListItem
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import io
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# -----------------------------
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# -----------------------------
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REMOTEOK_URL = "https://remoteok.com/api"
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EMBED_MODEL = "BAAI/bge-small-en-v1.5"
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AI_MODEL = "openai/gpt-oss-120b" # Groq model
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# Load embedding model
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@st.cache_resource
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and this job description:\n{job['description']}\n
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Generate a structured resume in this format:
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Summary
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-----------------
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[2-3 line summary tailored for the job]
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"""
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chat_completion = groq_client.chat.completions.create(
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model=AI_MODEL,
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messages=[{"role": "user", "content": prompt}],
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temperature=0.7,
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)
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return chat_completion.choices[0].message.content
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def generate_cover_letter(resume_text, job, name, email, phone):
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prompt = f"""
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You are an AI career assistant.
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Given this resume:\n{resume_text}\n
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and this job description:\n{job['description']}\n
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Generate a professional, one-page cover letter tailored to this role.
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Format it like this:
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Dear Hiring Manager,
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[Intro paragraph: Show enthusiasm and alignment with company/role]
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[Body paragraph: Highlight 2-3 most relevant skills/experiences from resume]
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[Closing paragraph: Express eagerness and thank them]
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Sincerely,
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{name}
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{email} | {phone}
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"""
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chat_completion = groq_client.chat.completions.create(
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model=AI_MODEL,
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messages=[{"role": "user", "content": prompt}],
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temperature=0.7,
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)
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return chat_completion.choices[0].message.content
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def build_pdf(content, title="Resume", name="John Doe", email="john.doe@email.com", phone="+1 234 567 890"):
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buffer = io.BytesIO()
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doc = SimpleDocTemplate(buffer, pagesize=A4, leftMargin=40, rightMargin=40, topMargin=40, bottomMargin=40)
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styles = getSampleStyleSheet()
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# Custom styles
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header_style = ParagraphStyle("Header", parent=styles["Heading1"], fontSize=18, spaceAfter=6, textColor=colors.HexColor("#2C3E50"), alignment=1)
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contact_style = ParagraphStyle("Contact", parent=styles["Normal"], fontSize=11, textColor=colors.HexColor("#566573"), alignment=1)
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section_style = ParagraphStyle("Section", parent=styles["Heading2"], fontSize=13, spaceBefore=15, spaceAfter=8, textColor=colors.HexColor("#1B2631"))
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normal_style = ParagraphStyle("Normal", parent=styles["Normal"], fontSize=11, leading=15)
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bullet_style = ParagraphStyle("Bullet", parent=styles["Normal"], fontSize=11, leading=15, leftIndent=20)
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story = []
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# ---- HEADER ----
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story.append(Paragraph(name, header_style))
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story.append(Paragraph(f"{email} | {phone}", contact_style))
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story.append(Spacer(1, 12))
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# ---- BODY ----
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if title == "Resume":
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sections = content.split("**")
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for sec in sections:
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sec = sec.strip()
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if not sec:
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continue
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if sec.lower().startswith("summary"):
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story.append(Paragraph("Summary", section_style))
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elif sec.lower().startswith("skills"):
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story.append(Paragraph("Skills", section_style))
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elif sec.lower().startswith("experience"):
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story.append(Paragraph("Experience", section_style))
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elif sec.lower().startswith("education"):
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story.append(Paragraph("Education", section_style))
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else:
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if sec.startswith("- "):
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bullets = [s.strip("- ").strip() for s in sec.split("\n") if s.strip()]
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bullet_list = ListFlowable([ListItem(Paragraph(b, bullet_style)) for b in bullets], bulletType="bullet")
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story.append(bullet_list)
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else:
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story.append(Paragraph(sec, normal_style))
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story.append(Spacer(1, 8))
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else:
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# Treat as cover letter: keep paragraphs
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for line in content.split("\n"):
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if line.strip():
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story.append(Paragraph(line.strip(), normal_style))
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story.append(Spacer(1, 10))
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doc.build(story)
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buffer.seek(0)
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# -----------------------------
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st.title("MATCHHIVE - AI Job Matcher")
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# Upload resume
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resume_file = st.file_uploader("Upload your resume (PDF or DOCX)", type=["pdf", "docx"])
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if resume_file:
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resume_text = extract_text_from_resume(resume_file)
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if resume_text.strip():
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st.subheader("Contact Information")
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name = st.text_input("Full Name", "John Doe")
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email = st.text_input("Email", "john.doe@email.com")
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phone = st.text_input("Phone", "+1 234 567 890")
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st.subheader("Fetching jobs...")
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jobs = fetch_jobs()
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f"[View Job Posting]({job['url']}) \n"
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f"**Match Score:** {score:.2f}")
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col1, col2 = st.columns(2)
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with col1:
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if st.button(f"Generate Resume for {job['position']}", key=f"resume_{job['id']}"):
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tailored_resume = generate_resume(resume_text, job)
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edited_resume = st.text_area("Tailored Resume", tailored_resume, height=300)
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pdf_buffer = build_pdf(edited_resume, title="Resume", name=name, email=email, phone=phone)
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st.download_button(
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label="📥 Download Resume (PDF)",
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data=pdf_buffer,
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file_name="tailored_resume.pdf",
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mime="application/pdf",
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)
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with col2:
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if st.button(f"Generate Cover Letter for {job['position']}", key=f"cl_{job['id']}"):
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tailored_cl = generate_cover_letter(resume_text, job, name, email, phone)
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edited_cl = st.text_area("Cover Letter", tailored_cl, height=300)
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pdf_buffer = build_pdf(edited_cl, title="Cover Letter", name=name, email=email, phone=phone)
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st.download_button(
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label="📥 Download Cover Letter (PDF)",
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data=pdf_buffer,
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file_name="cover_letter.pdf",
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mime="application/pdf",
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)
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