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import sys
import os, sys, json, io, zipfile
import json
import requests
from dotenv import load_dotenv
from shiny import reactive, render, ui
# Access code/context.py
from context import get_all_candidates
from llm_connect import get_response
from datetime import datetime
from fpdf import FPDF
from PyPDF2 import PdfReader
import markdown
# Load Calendly token
load_dotenv()
CALENDLY_API_KEY = os.getenv('CALENDLY_API_KEY')
if not CALENDLY_API_KEY:
raise RuntimeError("β CALENDLY_API_KEY not set.")
HEADERS = {
'Authorization': f"Bearer {CALENDLY_API_KEY}",
'Content-Type': 'application/json'
}
_event_url_cache = None
def get_user_uri():
response = requests.get("https://api.calendly.com/users/me", headers=HEADERS, timeout=5)
response.raise_for_status()
return response.json()['resource']['uri']
def get_event_type_link(user_uri):
response = requests.get(f"https://api.calendly.com/event_types?user={user_uri}", headers=HEADERS, timeout=5)
response.raise_for_status()
return response.json()['collection'][0]['scheduling_url']
def schedule_interview(name, email):
global _event_url_cache
if _event_url_cache is None:
user_uri = get_user_uri()
_event_url_cache = get_event_type_link(user_uri)
return f"{_event_url_cache}?name={name.replace(' ', '+')}&email={email}"
def draft_invite_email_with_llm(name, email, link, job_data):
prompt = (
f"You are a recruiter inviting a candidate to schedule an interview.\n\n"
f"Candidate Name: {name}\n"
f"Candidate Email: {email}\n\n"
f"Job Title: {job_data.get('title', 'Unknown')}\n"
f"Specialization: {job_data.get('specialization', '')}\n"
f"Job Description:\n{job_data.get('job_description', '')}\n\n"
f"Scheduling Link: {link}\n\n"
f"Write a professional, warm, and concise email inviting the candidate to schedule an interview. "
f"Include the scheduling link. Return only the email body text. No formatting or extra explanation.\n"
f"Sign under the company name, DO NOT USE MY NAME"
)
return get_response(
input=prompt,
template=lambda x: x,
llm="llama",
md=False,
temperature=0.7,
max_tokens=500,
)
def export_email_as_pdf(name, email_text):
pdf = FPDF()
pdf.add_page()
pdf.set_auto_page_break(auto=True, margin=15)
pdf.set_font("Arial", size=12)
for line in email_text.strip().split("\n"):
pdf.multi_cell(0, 10, line)
output_dir = os.path.join(os.path.dirname(__file__), "emails")
os.makedirs(output_dir, exist_ok=True)
filename = os.path.join(output_dir, f"{name.replace(' ', '_')}.pdf")
pdf.output(filename)
return filename
# === MAIN SHINY SERVER FUNCTION ===
def server(input, output, session):
print("β
Entered interview scheduler server()")
if not hasattr(session, "_memo"):
session._memo = {} # π manually initialize in-memory store
@reactive.Calc
def job_options():
raw_candidates = get_all_candidates()
job_ids_used = {c.get("job_id") for c in raw_candidates.values() if "job_id" in c}
path = "/tmp/data/context.json"
try:
with open(path, "r") as f:
full = json.load(f)
all_jobs = full.get("jobs", {})
session._memo["all_jobs"] = all_jobs
session._memo["all_candidates"] = full.get("candidates", {})
# Build job_id: label mapping only for jobs with candidates
job_choices = {
job_id: f"{job_data.get('title', 'Untitled')} ({job_id[:8]})"
for job_id, job_data in all_jobs.items()
if job_id in job_ids_used
}
print(f"π Loaded {len(job_choices)} job IDs with candidates")
return job_choices
except Exception as e:
print("β Failed to load job/candidate context:", e)
return {}
@output
@render.ui
def name_selector():
job_ids = job_options()
if not job_ids:
return ui.p("No jobs available.")
return ui.div(
ui.input_select("selected_job", "Select Job ID", choices=job_ids),
ui.output_ui("candidate_checkbox")
)
@output
@render.ui
def candidate_checkbox():
job_id = input.selected_job()
if not job_id:
return ui.p("Select a job to view candidates.")
candidates = session._memo.get("all_candidates", {})
filtered = [
{
"label": f"{c['Name']} ({c['Email']})",
"name": c["Name"],
"email": c["Email"]
}
for c in candidates.values()
if str(c.get("job_id", "")).strip() == str(job_id).strip()
]
session._memo["filtered_candidates"] = filtered
if not filtered:
return ui.p("No candidates match this job.")
return ui.input_checkbox_group(
"selected_names",
"Select candidates to schedule",
choices=[c["label"] for c in filtered]
)
@output
@render.ui
@reactive.event(input.generate_links)
def output_links_html():
selected = input.selected_names()
if not selected:
return ui.p("No candidates selected.")
job_id = input.selected_job()
session._memo["active_job_id"] = job_id
job_data = session._memo.get("all_jobs", {}).get(job_id, {})
candidates = {
f"{c['name']} ({c['email']})": c
for c in session._memo.get("filtered_candidates", [])
}
results = []
pdf_paths = []
for label in selected:
c = candidates.get(label)
if not c:
results.append(ui.p(f"{label}: Not found"))
continue
try:
link = schedule_interview(c['name'], c['email'])
email_text = draft_invite_email_with_llm(c['name'], c['email'], link, job_data)
# Sanitize name + timestamp
timestamp = datetime.now().strftime("%Y%m%d_%H%M%S")
safe_name = f"{c['name'].replace(' ', '_')}_{timestamp}"
filename = f"{safe_name}.pdf"
# Correct folder: data/emails/{job_id}/
output_dir = f"/tmp/data/{job_id}/emails"
os.makedirs(output_dir, exist_ok=True)
# Full path to PDF file
pdf_path = os.path.join(output_dir, filename)
# Generate PDF
pdf = FPDF()
pdf.add_page()
pdf.set_auto_page_break(auto=True, margin=15)
pdf.set_font("Arial", size=12)
for line in email_text.strip().split("\n"):
pdf.multi_cell(0, 10, line)
pdf.output(pdf_path)
# Store PDF
pdf_paths.append(pdf_path)
results.append(
ui.HTML(f"<p><b>{c['name']}</b>: <a href='{link}' target='_blank'>π
Schedule</a> β PDF ready</p>")
)
except Exception as e:
results.append(ui.p(f"{c['name']}: ERROR - {e}"))
session._memo["pdf_paths"] = pdf_paths
return ui.div(*results)
@output
@render.ui
@reactive.event(input.generate_links) # π Trigger update after generate button
def pdf_selector():
files = session._memo.get("pdf_paths", [])
if not files:
return ui.p("No PDFs to preview.")
default_pdf = os.path.basename(files[0])
return ui.input_select(
"selected_pdf",
"Preview PDF",
choices=[os.path.basename(f) for f in files],
selected=default_pdf
)
@output
@render.ui
@reactive.Calc
def pdf_preview():
selected = input.selected_pdf()
job_id = session._memo.get("active_job_id", "").strip()
# β
DEBUG: show raw values
print("π pdf_preview triggered")
print("π selected_pdf:", selected)
print("π active_job_id:", job_id)
if not selected:
return ui.p("β οΈ No PDF selected.")
if not job_id:
return ui.p("β οΈ No active job selected.")
file_path = f"/tmp/data/{job_id}/emails/{selected}"
if not os.path.exists(file_path):
print("β File not found on disk.")
return ui.p(f"β PDF not found: {selected}")
try:
reader = PdfReader(file_path)
text = "\n".join([page.extract_text() or "" for page in reader.pages])
print("β
PDF text extracted.")
except Exception as e:
print("β Exception during PDF read:", e)
return ui.p(f"β Failed to extract PDF text: {e}")
html = markdown.markdown(text)
return ui.HTML(f"""
<div style='padding: 1em; font-family: Georgia, serif; font-size: 1rem; line-height: 1.6;'>
{html}
</div>
""")
@output
@render.download(filename="Interview_Emails.zip")
def download_emails():
pdf_paths = session._memo.get("pdf_paths", [])
if not pdf_paths:
return None # nothing to download
job_id = session._memo.get("active_job_id", "").strip()
zip_path = f"/tmp/data/{job_id}/emails/Interview_Emails.zip"
if os.path.exists(zip_path):
os.remove(zip_path)
with zipfile.ZipFile(zip_path, "w", zipfile.ZIP_DEFLATED) as zipf:
for path in pdf_paths:
zipf.write(path, arcname=os.path.basename(path))
return zip_path
@output
@render.text
@reactive.event(input.submit_chat)
def refined_output():
user_instruction = input.chat_prompt().strip()
selected = input.selected_pdf()
job_id = session._memo.get("active_job_id", "").strip()
if not selected or not job_id:
return "β οΈ Select a PDF to edit."
# Load original text
pdf_path = f"/tmp/data/{job_id}/emails/{selected}"
if not os.path.exists(pdf_path):
return "β Could not find the original PDF."
reader = PdfReader(pdf_path)
original_text = "\n".join([page.extract_text() or "" for page in reader.pages])
# Call your LLM with edit prompt
full_prompt = (
f"The following is an email invitation for a first round interview at a company:\n\n"
f"{original_text}\n\n"
f"User instruction: {user_instruction}\n\n"
f"Please revise the email accordingly. Return only the revised email."
)
try:
revised = get_response(
input=full_prompt,
template=lambda x: x,
llm="llama",
md=False,
temperature=0.6,
max_tokens=600
)
pdf = FPDF()
pdf.add_page()
pdf.set_auto_page_break(auto=True, margin=15)
pdf.set_font("Arial", size=12)
for line in revised.strip().split("\n"):
pdf.multi_cell(0, 10, line)
pdf.output(pdf_path)
pdf_files = [f for f in os.listdir(f"/tmp/data/{job_id}/emails/") if f.endswith(".pdf")]
ui.update_select("pdf_selector", choices=pdf_files)
ui.update_text_area("edit_text", value=revised.strip())
return revised.strip()
except Exception as e:
return f"β LLM failed: {e}"
@reactive.effect
@reactive.event(input.toggle_edit)
def load_pdf_for_editing():
selected = input.selected_pdf()
job_id = session._memo.get("active_job_id", "").strip()
if not selected or not job_id:
return
file_path = f"/tmp/data/{job_id}/emails/{selected}"
if not os.path.exists(file_path):
return
reader = PdfReader(file_path)
text = "\n".join([page.extract_text() or "" for page in reader.pages])
ui.update_text_area("edit_text", value=text)
@reactive.effect
@reactive.event(input.save_edit)
def save_edited_pdf():
selected = input.selected_pdf()
job_id = session._memo.get("active_job_id", "").strip()
new_text = input.edit_text().strip()
if not selected or not job_id or not new_text:
return
file_path = f"/tmp/data/{job_id}/emails/{selected}"
pdf = FPDF()
pdf.add_page()
pdf.set_auto_page_break(auto=True, margin=15)
pdf.set_font("Arial", size=12)
for line in new_text.splitlines():
pdf.multi_cell(0, 10, line)
pdf.output(file_path)
print(f"β
Overwrote PDF: {file_path}")
pdf_files = [f for f in os.listdir(f"/tmp/data/{job_id}/emails") if f.endswith(".pdf")]
ui.update_select("pdf_selector", choices=pdf_files)
session.send_input_message("selected_pdf", {"value": selected})
@output
@render.ui
def edit_ui_block():
if input.toggle_edit() % 2 == 1:
return ui.div(
ui.input_text_area("edit_text", "Edit Email Text:", rows=20),
ui.input_action_button("save_edit", "πΎ Overwrite PDF"),
style="margin-top: 1em;"
)
else:
return None
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