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import os
from shiny import reactive, render, ui
from context import (
get_candidate_context,
get_job_context,
get_team_summary,
save_candidate_context,
get_all_jobs,
get_all_candidates
)
from llm_connect import get_response
from fpdf import FPDF
import markdown
import io
def draft_offer_letter(candidate_name, job_title, compensation, start_date, team_summary, job_description, hiring_manager_notes):
prompt = (
f"Candidate Name: {candidate_name}\n"
f"Job Title: {job_title}\n"
f"Compensation: {compensation}\n"
f"Start Date: {start_date}\n\n"
f"Job Description:\n{job_description}\n\n"
f"Team Summary:\n{team_summary}\n\n"
f"Hiring Manager Notes:\n{hiring_manager_notes}\n\n"
"Write a professional, clear, and positive offer letter for this candidate. "
"Include a summary of the role, compensation details, start date, and a warm welcome. "
"Avoid excessive legal language but maintain formality."
)
return get_response(
input=prompt,
template=lambda x: x,
llm="llama",
md=False,
temperature=0.5,
max_tokens=600
).strip()
def generate_full_contract(candidate_name, job_title, compensation, start_date, clauses, company_policies, legal_notes):
prompt = (
f"Candidate Name: {candidate_name}\n"
f"Job Title: {job_title}\n"
f"Compensation: {compensation}\n"
f"Start Date: {start_date}\n\n"
f"Clauses:\n{clauses}\n\n"
f"Company Policies:\n{company_policies}\n\n"
f"Legal Notes:\n{legal_notes}\n\n"
"Draft a complete employment contract using the information above. "
"Structure it with proper headings, include all clauses, and align with common HR compliance standards. "
"Use formal legal language where appropriate."
)
return get_response(
input=prompt,
template=lambda x: x,
llm="llama",
md=False,
temperature=0.4,
max_tokens=1200
).strip()
def server(input, output, session):
print("✅ Entered document generation server()")
# === Update job dropdown from context ===
@reactive.effect
def _populate_job_dropdown():
jobs = get_all_jobs()
# value = job_id (UUID), label = title
job_choices = {
k: f"{v.get('title', 'Untitled')} ({k[:8]})"
for k, v in jobs.items()
}
ui.update_select("job_dropdown_doc", choices=job_choices)
# === Update candidate dropdown based on selected job ===
@reactive.effect
def _populate_candidate_dropdown():
job_id = input.job_dropdown_doc()
print("📎 selected job_id:", job_id)
if not job_id:
ui.update_select("candidate_dropdown_doc", choices={"⬅️ Select a job first": ""})
return
candidates = get_all_candidates()
filtered = {
cid: f"{v.get('Name', cid)} ({v.get('Resume File', 'N/A')})"
for cid, v in candidates.items()
if v.get("job_id") == job_id and v.get("Resume File")
}
print(f"✅ Found {len(filtered)} candidates for job {job_id}")
if filtered:
ui.update_select("candidate_dropdown_doc", choices=filtered)
else:
ui.update_select("candidate_dropdown_doc", choices={"❌ No matching resumes": ""})
# === Offer letter generation ===
@output
@render.text
@reactive.event(input.generate_offer)
def offer_letter_text():
candidate_id = input.candidate_dropdown_doc()
job_id = input.job_dropdown_doc()
print("📦 candidate_id:", candidate_id)
print("📦 job_id:", job_id)
if not candidate_id or not job_id:
return "❌ Select a resume and a job."
ctx = get_candidate_context(candidate_id)
job = get_job_context(job_id)
print("📁 ctx loaded:", bool(ctx))
print("📁 job loaded:", bool(job))
if not ctx or not job:
return "❌ Missing candidate or job context."
comp_override = input.override_compensation().strip()
start_override = input.override_start_date().strip()
notes_override = input.override_notes().strip()
offer = draft_offer_letter(
candidate_name=ctx.get("Name", "Candidate"),
job_title=job.get("title", "Unknown Role"),
compensation=comp_override or job.get("compensation", "TBD"),
start_date=start_override or job.get("start_date", "TBD"),
team_summary=get_team_summary(),
job_description=job.get("job_description", ""),
hiring_manager_notes=notes_override or job.get("notes", "")
)
pdf = FPDF()
pdf.add_page()
pdf.set_auto_page_break(auto=True, margin=15)
pdf.set_font("Arial", size=12)
for line in offer.split("\n"):
pdf.multi_cell(0, 10, line)
os.makedirs(f'/tmp/data/{job_id}/offers', exist_ok=True)
pdf_path = f'/tmp/data/{job_id}/offers/Offer_Letter_{candidate_id}.pdf'
pdf.output(pdf_path)
return ui.HTML(f"<pre style='font-family: Georgia; font-size: 1rem'>{offer}</pre>")
# === Contract generation ===
@output
@render.text
@reactive.event(input.generate_contract)
def contract_text():
candidate_id = input.candidate_dropdown_doc()
job_id = input.job_dropdown_doc()
if not candidate_id or not job_id:
return "❌ Select a resume and a job."
ctx = get_candidate_context(candidate_id)
job = get_job_context(job_id)
if not ctx or not job:
return "❌ Missing candidate or job context."
comp_override = input.override_compensation().strip()
start_override = input.override_start_date().strip()
contract = generate_full_contract(
candidate_name=ctx.get("Name", "Candidate"),
job_title=job.get("title", "Unknown Role"),
compensation=comp_override or job.get("compensation", "TBD"),
start_date=start_override or job.get("start_date", "TBD"),
clauses=job.get("clauses", "Standard IP, termination, arbitration clauses."),
company_policies=job.get("policies", "All standard company HR policies apply."),
legal_notes=job.get("legal_notes", "Subject to U.S. labor law.")
)
pdf = FPDF()
pdf.add_page()
pdf.set_auto_page_break(auto=True, margin=15)
pdf.set_font("Arial", size=12)
for line in contract.split("\n"):
pdf.multi_cell(0, 10, line)
os.makedirs(f'/tmp/data/{job_id}/contracts', exist_ok=True)
pdf_path = f'/tmp/data/{job_id}/contracts/Contract_{candidate_id}.pdf'
pdf.output(pdf_path)
return ui.HTML(f"<pre style='font-family: Georgia; font-size: 1rem'>{contract}</pre>")
@output
@render.download(filename="Offer_Letter.pdf")
def download_offer():
candidate_id = input.candidate_dropdown_doc()
job_id = input.job_dropdown_doc()
pdf = f'/tmp/data/{job_id}/offers/Offer_Letter_{candidate_id}.pdf'
return pdf
@output
@render.download(filename="Contract.pdf")
def download_contract():
candidate_id = input.candidate_dropdown_doc()
job_id = input.job_dropdown_doc()
pdf = f"/tmp/data/{job_id}/contracts/Contract_{candidate_id}.pdf"
return pdf
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