updated error
Browse files
app.py
CHANGED
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@@ -1,11 +1,11 @@
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"""
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"""
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import gradio as gr
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@@ -14,20 +14,16 @@ import pyzmail
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import pandas as pd
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import json
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import os
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import
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from concurrent.futures import ThreadPoolExecutor, as_completed
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from datetime import datetime
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from openai import OpenAI
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-
# ββββββββββββββββββββββββββββββββββββββββββββββ
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# CONSTANTS
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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IMAP_SERVER
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LEARN_FILE = "/tmp/learned_keywords.json"
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MAX_BODY_CHARS = 800 # trim body before sending to LLM β faster
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# Fetch INBOX first (fastest); others are optional extras
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GMAIL_FOLDERS = [
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"INBOX",
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"[Gmail]/Important",
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@@ -47,21 +43,20 @@ CATEGORY_COLORS = {
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"Unknown": "#94a3b8",
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}
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"
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"
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"
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"
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"
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"Unknown": "[?]",
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}
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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# SELF-LEARNING
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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def load_learnings():
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try:
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if os.path.exists(LEARN_FILE):
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@@ -78,38 +73,41 @@ def save_learnings(lk):
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except Exception:
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pass
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def get_base_keywords():
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return {
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"Offer": [
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"offer letter",
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"welcome aboard",
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"offer rollout",
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],
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"Interview": [
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"interview",
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"assessment",
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"screening",
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],
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"New Opportunity": [
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"job opportunity",
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"we are hiring",
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"job description",
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],
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"Rejected": [
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"regret",
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"rejected",
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],
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"Urgent": [
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"urgent",
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"deadline",
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],
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"Alerts": [
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"alert",
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"security alert",
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],
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"Spam": [
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"sale",
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"click here",
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],
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}
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@@ -130,9 +128,9 @@ def learn_from_email(text, category, lk):
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lk[category].append(w)
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save_learnings(lk)
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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# LLM CLASSIFIER
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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def classify_email(subject, body, client, lk):
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text = (subject + " " + body)[:1500]
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prompt = f"""Classify this email into exactly ONE of:
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@@ -143,7 +141,7 @@ Extract company name, role/position, and interview round if present.
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Email:
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{text}
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Return ONLY
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{{
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"category": "",
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"company": "",
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@@ -156,7 +154,6 @@ Return ONLY a valid JSON object, no markdown, no backticks:
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model="llama3-70b-8192",
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messages=[{"role": "user", "content": prompt}],
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temperature=0,
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timeout=15,
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)
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output = res.choices[0].message.content.strip()
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output = output.replace("```json", "").replace("```", "").strip()
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if result.get("confidence", 0) > 0.8:
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learn_from_email(text, result["category"], lk)
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return result
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except Exception:
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cat = rule_based_classification(text, lk)
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learn_from_email(text, cat, lk)
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return {"category": cat, "company": "Unknown",
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"role": "Unknown", "round": "N/A", "confidence": 0.6}
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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# EMAIL FETCH
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#
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# Apply socket timeout so a hung server fails fast
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old_timeout = socket.getdefaulttimeout()
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socket.setdefaulttimeout(IMAP_TIMEOUT)
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try:
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mail
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mail.
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mail.select_folder(folder, readonly=True)
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uids = mail.search(["ALL"])[-limit:]
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# Batch-fetch all headers + bodies in ONE round-trip
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if uids:
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raw_batch = mail.fetch(uids, ["BODY.PEEK[]"])
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for uid, data in raw_batch.items():
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try:
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subj = msg.get_subject() or "(no subject)"
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if msg.text_part:
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body = msg.text_part.get_payload().decode(
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msg.text_part.charset or "utf-8", errors="replace")
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@@ -208,109 +198,83 @@ def _fetch_folder(email, password, folder, limit):
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msg.html_part.charset or "utf-8", errors="replace")
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else:
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body = ""
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results.append({
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"folder": folder,
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"subject": subj,
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"body": body[:MAX_BODY_CHARS],
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})
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except Exception:
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continue
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"
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collected = []
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with ThreadPoolExecutor(max_workers=len(GMAIL_FOLDERS)) as pool:
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futures = {
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pool.submit(_fetch_folder, email, password, folder, limit): folder
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for folder in GMAIL_FOLDERS
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}
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for future in as_completed(futures):
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try:
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collected.extend(future.result())
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except Exception:
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continue
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return collected
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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# HTML
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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def make_summary_cards(counts):
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cards = ""
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for cat, cnt in counts.items():
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color = CATEGORY_COLORS.get(cat, "#94a3b8")
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cards += f"""
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<div style="
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">
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<div style="font-size:.72rem; color:{color}; font-family:'JetBrains Mono',monospace; margin-bottom:4px;">{mark}</div>
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<div style="font-size:2rem; font-weight:800; color:{color}; line-height:1; font-family:'JetBrains Mono',monospace;">{cnt}</div>
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<div style="font-size:.68rem; color:#8b949e; margin-top:5px; letter-spacing:.08em; text-transform:uppercase;">{cat}</div>
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</div>"""
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return f'<div style="display:flex;
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def make_log_html(log_items):
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rows = ""
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for item in log_items:
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color = CATEGORY_COLORS.get(item["category"], "#94a3b8")
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conf_pct = int(item["confidence"] * 100)
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conf_color = "#10b981" if conf_pct >= 80 else "#facc15" if conf_pct >= 60 else "#f43f5e"
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folder_short = item["folder"].replace("[Gmail]/", "")
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rows += f"""
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<div style="
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">{
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<span style="color:
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<span style="color:#58a6ff; font-size:.75rem; white-space:nowrap;">{item["company"]}</span>
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<span style="color:{conf_color}; font-size:.7rem; font-family:'JetBrains Mono',monospace; white-space:nowrap;">{conf_pct}%</span>
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</div>"""
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background:#
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<div style="
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background:#161b22; padding:9px 14px;
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display:flex; gap:20px; font-size:.65rem; color:#8b949e;
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letter-spacing:.1em; text-transform:uppercase;
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border-bottom:1px solid #21262d;
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font-family:'JetBrains Mono',monospace;
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">
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<span style="min-width:110px;">Category</span>
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<span style="min-width:70px;">Folder</span>
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<span style="flex:1;">Subject</span>
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<span style="min-width:80px;">Company</span>
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<span>Conf.</span>
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</div>
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<div style="max-height:380px; overflow-y:auto;">{rows}</div>
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</div>"""
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def make_pipeline_html(tracker_df):
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if tracker_df is None or tracker_df.empty:
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sections = ""
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for cat in tracker_df["Category"].unique():
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color = CATEGORY_COLORS.get(cat, "#94a3b8")
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subset = tracker_df[tracker_df["Category"] == cat]
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items = ""
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for _, row in subset.iterrows():
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-
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f
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if round_str not in ["N/A", "", "None", None] else ""
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)
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items += f"""
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<div style="
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<
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</div>"""
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sections += f"""
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<div style="margin-bottom:18px;">
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<div style="
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">{mark} {cat} ({len(subset)})</div>
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{items}
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</div>"""
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return f"""
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<div style="
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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# MAIN PIPELINE
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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def run_pipeline(email, password, groq_key, limit, progress=gr.Progress(track_tqdm=True)):
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if not email.strip() or not password.strip() or not groq_key.strip():
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yield (
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gr.update(value=""), gr.update(value=""), None, None,
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)
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return
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client = OpenAI(api_key=groq_key.strip(), base_url="https://api.groq.com/openai/v1")
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lk = load_learnings()
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yield (
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gr.update(value="<div style='color:#facc15;padding:16px;font-family:monospace;'>Connecting to Gmail (parallel fetch)...</div>"),
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gr.update(value=""), gr.update(value=""), None, None,
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)
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try:
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emails = fetch_all_emails(email.strip(), password.strip(), int(limit))
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except Exception as e:
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-
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-
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-
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)
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return
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if not emails:
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yield (
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gr.update(value="<div style='color:#94a3b8;padding:16px;font-family:monospace;'>No emails found in the selected folders.</div>"),
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gr.update(value=""), gr.update(value=""), None, None,
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)
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return
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records, log_items = [], []
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total = len(emails)
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"confidence": rec["Confidence"],
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})
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if (i + 1) % 5 == 0 or (i + 1) == total:
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df_p
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df = pd.DataFrame(records)
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tracker = df.groupby(["Company", "Role"]).last().reset_index()
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df.to_csv("/tmp/email_log.csv", index=False)
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tracker.to_csv("/tmp/job_tracker.csv", index=False)
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yield (
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-
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-
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"/tmp/email_log.csv",
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"/tmp/job_tracker.csv",
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)
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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# CSS
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# ββββββββββββββββββββββββββββββββββββββββββββββ
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CSS = """
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@import url('https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@300;400;600;800&family=DM+Sans:wght@300;400;500;700&display=swap');
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font-family: 'DM Sans', sans-serif !important;
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}
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.tab-nav { background: #0d1117 !important; border-bottom: 1px solid #21262d !important; }
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.tab-nav button {
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label > span {
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color: #8b949e !important;
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font-size: .
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letter-spacing: .12em !important;
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text-transform: uppercase !important;
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font-family: 'JetBrains Mono', monospace !important;
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}
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input[type=text], input[type=password], textarea {
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background: #0d1117 !important;
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border: 1px solid #30363d !important;
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border-radius: 6px !important;
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font-family: 'DM Sans', sans-serif !important;
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font-size: .88rem !important;
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transition: border-color .2s !important;
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}
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input[type=text]:focus, input[type=password]:focus {
|
| 468 |
border-color: #58a6ff !important;
|
| 469 |
box-shadow: 0 0 0 3px #58a6ff18 !important;
|
| 470 |
}
|
|
|
|
|
|
|
| 471 |
input[type=range] { accent-color: #58a6ff !important; }
|
| 472 |
|
|
|
|
| 473 |
.gr-button {
|
| 474 |
font-family: 'DM Sans', sans-serif !important;
|
| 475 |
border-radius: 6px !important;
|
| 476 |
font-weight: 600 !important;
|
| 477 |
-
|
|
|
|
| 478 |
}
|
| 479 |
.gr-button-primary {
|
| 480 |
background: #238636 !important;
|
| 481 |
border: 1px solid #2ea043 !important;
|
| 482 |
color: #fff !important;
|
| 483 |
-
letter-spacing: .04em !important;
|
| 484 |
}
|
| 485 |
.gr-button-primary:hover {
|
| 486 |
background: #2ea043 !important;
|
|
@@ -492,16 +493,18 @@ input[type=range] { accent-color: #58a6ff !important; }
|
|
| 492 |
border: 1px solid #30363d !important;
|
| 493 |
color: #c9d1d9 !important;
|
| 494 |
}
|
|
|
|
| 495 |
|
|
|
|
| 496 |
.gr-panel, .gr-box, .gr-form {
|
| 497 |
background: #0d1117 !important;
|
| 498 |
border: 1px solid #21262d !important;
|
| 499 |
border-radius: 10px !important;
|
| 500 |
}
|
| 501 |
|
|
|
|
| 502 |
.gr-dataframe table {
|
| 503 |
background: #0d1117 !important;
|
| 504 |
-
border: 1px solid #21262d !important;
|
| 505 |
font-family: 'JetBrains Mono', monospace !important;
|
| 506 |
font-size: .78rem !important;
|
| 507 |
}
|
|
@@ -514,37 +517,43 @@ input[type=range] { accent-color: #58a6ff !important; }
|
|
| 514 |
.gr-dataframe td { color: #c9d1d9 !important; border-color: #21262d !important; }
|
| 515 |
.gr-dataframe tr:hover td { background: #161b22 !important; }
|
| 516 |
|
| 517 |
-
|
|
|
|
| 518 |
::-webkit-scrollbar-track { background: #0d1117; }
|
| 519 |
::-webkit-scrollbar-thumb { background: #30363d; border-radius: 3px; }
|
| 520 |
::-webkit-scrollbar-thumb:hover { background: #484f58; }
|
| 521 |
"""
|
| 522 |
|
| 523 |
-
# ββββββββββββββββββββββββββββββββββββββββββββββ
|
| 524 |
-
# HTML
|
| 525 |
-
# ββββββββββββββββββββββββββββββββββββββββββββββ
|
| 526 |
HEADER_HTML = """
|
| 527 |
-
<div style="padding:28px 0
|
| 528 |
-
|
| 529 |
-
|
| 530 |
-
|
| 531 |
-
|
| 532 |
<div>
|
| 533 |
-
<div style="font-size:.62rem;
|
| 534 |
-
|
|
|
|
| 535 |
</div>
|
| 536 |
-
<h1 style="font-size:1.8rem;
|
|
|
|
| 537 |
Email Job Tracker
|
| 538 |
</h1>
|
| 539 |
-
<p style="color:#8b949e;
|
| 540 |
-
Fetch
|
| 541 |
</p>
|
| 542 |
</div>
|
| 543 |
-
<div style="margin-left:auto;
|
| 544 |
-
<span style="background:#238636;
|
| 545 |
-
|
|
|
|
| 546 |
</span>
|
| 547 |
-
<span style="background:#1f6feb22;
|
|
|
|
|
|
|
| 548 |
HF SPACES
|
| 549 |
</span>
|
| 550 |
</div>
|
|
@@ -553,154 +562,164 @@ HEADER_HTML = """
|
|
| 553 |
"""
|
| 554 |
|
| 555 |
CRED_HELP = """
|
| 556 |
-
<div style="background:#161b22;
|
| 557 |
-
|
| 558 |
-
|
| 559 |
-
|
| 560 |
-
|
| 561 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 562 |
</div>
|
| 563 |
"""
|
| 564 |
|
| 565 |
-
|
| 566 |
-
<div style="
|
| 567 |
-
|
| 568 |
-
|
| 569 |
-
|
| 570 |
-
|
| 571 |
-
|
| 572 |
-
|
| 573 |
-
|
| 574 |
-
|
| 575 |
-
|
| 576 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 577 |
</div>
|
| 578 |
"""
|
| 579 |
|
| 580 |
EMPTY_LOG = """
|
| 581 |
-
<div style="background:#0d1117;
|
| 582 |
-
|
|
|
|
|
|
|
| 583 |
</div>"""
|
| 584 |
|
| 585 |
-
def
|
| 586 |
-
return (
|
| 587 |
-
|
| 588 |
-
|
| 589 |
-
)
|
| 590 |
|
| 591 |
-
# ββββββββββββββββββββββββββββββββββββββββββββββ
|
| 592 |
# GRADIO LAYOUT
|
| 593 |
-
# ββββββββββββββββββββββββββββββββββββββββββββββ
|
| 594 |
-
with gr.Blocks(title="Email Job Tracker") as demo:
|
| 595 |
gr.HTML(HEADER_HTML)
|
| 596 |
|
| 597 |
with gr.Tabs():
|
| 598 |
|
| 599 |
-
#
|
| 600 |
-
with gr.TabItem("Run Agent"):
|
| 601 |
with gr.Row(equal_height=False):
|
| 602 |
|
| 603 |
with gr.Column(scale=1, min_width=300):
|
| 604 |
-
gr.HTML(
|
| 605 |
-
email_in = gr.Textbox(label="Gmail Address",
|
| 606 |
-
pass_in = gr.Textbox(label="Gmail App Password",
|
| 607 |
-
|
| 608 |
-
gr.
|
| 609 |
-
|
| 610 |
-
|
| 611 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
| 612 |
gr.HTML(CRED_HELP)
|
| 613 |
|
| 614 |
with gr.Column(scale=2):
|
| 615 |
-
gr.HTML(
|
| 616 |
summary_out = gr.HTML(value=EMPTY_LOG)
|
| 617 |
-
gr.HTML(
|
| 618 |
log_out = gr.HTML(value=EMPTY_LOG)
|
| 619 |
|
| 620 |
-
gr.HTML(
|
| 621 |
pipeline_out = gr.HTML(value=EMPTY_LOG)
|
| 622 |
|
|
|
|
| 623 |
with gr.Row():
|
| 624 |
-
|
| 625 |
-
|
| 626 |
-
|
| 627 |
-
|
| 628 |
-
|
| 629 |
-
|
| 630 |
-
with gr.TabItem("Tracker Table"):
|
| 631 |
-
gr.HTML(section_label("Full Job Tracker β Latest status per company / role"))
|
| 632 |
table_out = gr.Dataframe(
|
| 633 |
-
headers=["Company",
|
| 634 |
interactive=False,
|
| 635 |
wrap=False,
|
| 636 |
)
|
| 637 |
|
| 638 |
-
#
|
| 639 |
-
with gr.TabItem("Guide"):
|
| 640 |
-
gr.HTML(
|
| 641 |
-
<div style="max-width:680px; font-family:'DM Sans',sans-serif; line-height:1.8; padding:8px 0;">
|
| 642 |
-
|
| 643 |
-
<h2 style="color:#e6edf3; font-size:1.05rem; margin-bottom:4px;">Quick Start</h2>
|
| 644 |
-
<ol style="color:#8b949e; font-size:.88rem; padding-left:20px;">
|
| 645 |
-
<li>Enable 2-Step Verification on your Google Account</li>
|
| 646 |
-
<li>Generate a <a href="https://myaccount.google.com/apppasswords" target="_blank" style="color:#58a6ff;">Gmail App Password</a> (16 chars, no spaces needed)</li>
|
| 647 |
-
<li>Get a free API key from <a href="https://console.groq.com" target="_blank" style="color:#58a6ff;">Groq Console</a></li>
|
| 648 |
-
<li>Enter credentials in the Run Agent tab and click Run Agent</li>
|
| 649 |
-
</ol>
|
| 650 |
-
|
| 651 |
-
<h2 style="color:#e6edf3; font-size:1.05rem; margin-top:20px; margin-bottom:8px;">Email Categories</h2>
|
| 652 |
-
<table style="font-size:.82rem; border-collapse:collapse; width:100%;">
|
| 653 |
-
<thead>
|
| 654 |
-
<tr style="background:#161b22;">
|
| 655 |
-
<th style="padding:8px 12px; color:#8b949e; text-align:left; border:1px solid #21262d;">Category</th>
|
| 656 |
-
<th style="padding:8px 12px; color:#8b949e; text-align:left; border:1px solid #21262d;">Trigger Keywords</th>
|
| 657 |
-
</tr>
|
| 658 |
-
</thead>
|
| 659 |
-
<tbody>
|
| 660 |
-
<tr><td style="padding:8px 12px; color:#10b981; border:1px solid #21262d;">Offer</td><td style="padding:8px 12px; color:#8b949e; border:1px solid #21262d;">Offer letter, CTC, Welcome aboard, Salary</td></tr>
|
| 661 |
-
<tr><td style="padding:8px 12px; color:#3b82f6; border:1px solid #21262d;">Interview</td><td style="padding:8px 12px; color:#8b949e; border:1px solid #21262d;">Invite, Round, Assessment, Screening</td></tr>
|
| 662 |
-
<tr><td style="padding:8px 12px; color:#8b5cf6; border:1px solid #21262d;">New Opportunity</td><td style="padding:8px 12px; color:#8b949e; border:1px solid #21262d;">Hiring, Opening, JD Attached, Vacancy</td></tr>
|
| 663 |
-
<tr><td style="padding:8px 12px; color:#f43f5e; border:1px solid #21262d;">Rejected</td><td style="padding:8px 12px; color:#8b949e; border:1px solid #21262d;">Regret, Unfortunately, Not selected</td></tr>
|
| 664 |
-
<tr><td style="padding:8px 12px; color:#f97316; border:1px solid #21262d;">Urgent</td><td style="padding:8px 12px; color:#8b949e; border:1px solid #21262d;">ASAP, Deadline, Action Required</td></tr>
|
| 665 |
-
<tr><td style="padding:8px 12px; color:#facc15; border:1px solid #21262d;">Alerts</td><td style="padding:8px 12px; color:#8b949e; border:1px solid #21262d;">Security Alert, Account Notification</td></tr>
|
| 666 |
-
<tr><td style="padding:8px 12px; color:#6b7280; border:1px solid #21262d;">Spam</td><td style="padding:8px 12px; color:#8b949e; border:1px solid #21262d;">Sale, Lottery, Buy Now, Subscribe</td></tr>
|
| 667 |
-
</tbody>
|
| 668 |
-
</table>
|
| 669 |
-
|
| 670 |
-
<h2 style="color:#e6edf3; font-size:1.05rem; margin-top:20px; margin-bottom:4px;">Self-Learning</h2>
|
| 671 |
-
<p style="color:#8b949e; font-size:.88rem;">
|
| 672 |
-
Every high-confidence classification (>80%) teaches the system new keywords for that category.
|
| 673 |
-
These are saved to <code style="color:#58a6ff; background:#161b22; padding:1px 6px; border-radius:3px;">/tmp/learned_keywords.json</code>
|
| 674 |
-
and improve accuracy over time within the session.
|
| 675 |
-
</p>
|
| 676 |
-
|
| 677 |
-
<h2 style="color:#e6edf3; font-size:1.05rem; margin-top:20px; margin-bottom:4px;">Speed Notes</h2>
|
| 678 |
-
<p style="color:#8b949e; font-size:.88rem;">
|
| 679 |
-
Folders are fetched in parallel threads with a 10-second socket timeout, so a slow or unreachable folder
|
| 680 |
-
never blocks the others. INBOX is always fetched first and is typically the fastest.
|
| 681 |
-
</p>
|
| 682 |
-
|
| 683 |
-
</div>
|
| 684 |
-
""")
|
| 685 |
-
|
| 686 |
-
gr.HTML(FOOTER_HTML)
|
| 687 |
|
| 688 |
-
# ββ EVENT HANDLERS ββββββββββββββββββββββββ
|
| 689 |
def do_run(email, password, groq_key, limit, progress=gr.Progress(track_tqdm=True)):
|
| 690 |
-
|
| 691 |
for result in run_pipeline(email, password, groq_key, limit, progress):
|
| 692 |
-
|
| 693 |
yield result[0], result[1], result[2], result[3], result[4], gr.update()
|
| 694 |
|
| 695 |
-
if
|
| 696 |
return
|
| 697 |
|
|
|
|
| 698 |
try:
|
| 699 |
df = pd.read_csv("/tmp/job_tracker.csv")
|
| 700 |
-
cols = [c for c in ["Company",
|
| 701 |
-
|
|
|
|
| 702 |
except Exception:
|
| 703 |
-
yield
|
| 704 |
|
| 705 |
def do_clear():
|
| 706 |
return EMPTY_LOG, EMPTY_LOG, EMPTY_LOG, None, None, None
|
|
@@ -716,4 +735,4 @@ never blocks the others. INBOX is always fetched first and is typically the fast
|
|
| 716 |
)
|
| 717 |
|
| 718 |
if __name__ == "__main__":
|
| 719 |
-
demo.launch(
|
|
|
|
| 1 |
"""
|
| 2 |
+
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 3 |
+
β EMAIL JOB TRACKER β Hugging Face Spaces v2.1 β
|
| 4 |
+
β SDK: Gradio | LLaMA-3 via Groq | Self-Learn β
|
| 5 |
+
ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 6 |
+
Files needed:
|
| 7 |
+
app.py β this file
|
| 8 |
+
requirements.txt β gradio / imapclient / pyzmail36 / openai / pandas
|
| 9 |
"""
|
| 10 |
|
| 11 |
import gradio as gr
|
|
|
|
| 14 |
import pandas as pd
|
| 15 |
import json
|
| 16 |
import os
|
| 17 |
+
import traceback
|
|
|
|
| 18 |
from datetime import datetime
|
| 19 |
from openai import OpenAI
|
| 20 |
|
| 21 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 22 |
# CONSTANTS
|
| 23 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 24 |
+
IMAP_SERVER = "imap.gmail.com"
|
| 25 |
+
LEARN_FILE = "/tmp/learned_keywords.json"
|
|
|
|
|
|
|
| 26 |
|
|
|
|
| 27 |
GMAIL_FOLDERS = [
|
| 28 |
"INBOX",
|
| 29 |
"[Gmail]/Important",
|
|
|
|
| 43 |
"Unknown": "#94a3b8",
|
| 44 |
}
|
| 45 |
|
| 46 |
+
CATEGORY_ICONS = {
|
| 47 |
+
"Offer": "π",
|
| 48 |
+
"Interview": "π
",
|
| 49 |
+
"New Opportunity": "π",
|
| 50 |
+
"Rejected": "β",
|
| 51 |
+
"Urgent": "π₯",
|
| 52 |
+
"Alerts": "π",
|
| 53 |
+
"Spam": "ποΈ",
|
| 54 |
+
"Unknown": "β",
|
|
|
|
| 55 |
}
|
| 56 |
|
| 57 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 58 |
+
# SELF-LEARNING
|
| 59 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 60 |
def load_learnings():
|
| 61 |
try:
|
| 62 |
if os.path.exists(LEARN_FILE):
|
|
|
|
| 73 |
except Exception:
|
| 74 |
pass
|
| 75 |
|
| 76 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 77 |
+
# KEYWORD ENGINE
|
| 78 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 79 |
def get_base_keywords():
|
| 80 |
return {
|
| 81 |
"Offer": [
|
| 82 |
+
"offer letter","congratulations","selected","employment offer",
|
| 83 |
+
"welcome aboard","joining","ctc","salary","compensation",
|
| 84 |
+
"offer rollout","final selection","offer acceptance",
|
| 85 |
],
|
| 86 |
"Interview": [
|
| 87 |
+
"interview","round","technical","hr round","final round",
|
| 88 |
+
"assessment","test","assignment","panel","discussion",
|
| 89 |
+
"screening","shortlisted","interview invite",
|
| 90 |
],
|
| 91 |
"New Opportunity": [
|
| 92 |
+
"job opportunity","hiring","opening","vacancy","role opportunity",
|
| 93 |
+
"we are hiring","position available","jd attached",
|
| 94 |
+
"job description","career opportunity","looking for candidates",
|
| 95 |
],
|
| 96 |
"Rejected": [
|
| 97 |
+
"regret","unfortunately","not selected","not shortlisted",
|
| 98 |
+
"rejected","not a fit","position filled","application unsuccessful",
|
| 99 |
],
|
| 100 |
"Urgent": [
|
| 101 |
+
"urgent","immediate","asap","priority","today","tomorrow",
|
| 102 |
+
"deadline","action required","important","quick response",
|
| 103 |
],
|
| 104 |
"Alerts": [
|
| 105 |
+
"alert","notification","reminder","update","system alert",
|
| 106 |
+
"security alert","account alert","important update",
|
| 107 |
],
|
| 108 |
"Spam": [
|
| 109 |
+
"sale","discount","offer deal","win","lottery","free",
|
| 110 |
+
"click here","subscribe","buy now","limited offer",
|
| 111 |
],
|
| 112 |
}
|
| 113 |
|
|
|
|
| 128 |
lk[category].append(w)
|
| 129 |
save_learnings(lk)
|
| 130 |
|
| 131 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 132 |
+
# LLM CLASSIFIER
|
| 133 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 134 |
def classify_email(subject, body, client, lk):
|
| 135 |
text = (subject + " " + body)[:1500]
|
| 136 |
prompt = f"""Classify this email into exactly ONE of:
|
|
|
|
| 141 |
Email:
|
| 142 |
{text}
|
| 143 |
|
| 144 |
+
Return ONLY valid JSON, no markdown, no backticks:
|
| 145 |
{{
|
| 146 |
"category": "",
|
| 147 |
"company": "",
|
|
|
|
| 154 |
model="llama3-70b-8192",
|
| 155 |
messages=[{"role": "user", "content": prompt}],
|
| 156 |
temperature=0,
|
|
|
|
| 157 |
)
|
| 158 |
output = res.choices[0].message.content.strip()
|
| 159 |
output = output.replace("```json", "").replace("```", "").strip()
|
|
|
|
| 161 |
if result.get("confidence", 0) > 0.8:
|
| 162 |
learn_from_email(text, result["category"], lk)
|
| 163 |
return result
|
| 164 |
+
except Exception as e:
|
| 165 |
+
print(f"[LLM ERROR] {e}")
|
| 166 |
cat = rule_based_classification(text, lk)
|
| 167 |
learn_from_email(text, cat, lk)
|
| 168 |
return {"category": cat, "company": "Unknown",
|
| 169 |
"role": "Unknown", "round": "N/A", "confidence": 0.6}
|
| 170 |
|
| 171 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 172 |
+
# EMAIL FETCH
|
| 173 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 174 |
+
def fetch_all_emails(email, password, limit):
|
| 175 |
+
print(f"[IMAP] Connecting to {IMAP_SERVER} as {email}")
|
| 176 |
+
mail = imapclient.IMAPClient(IMAP_SERVER, ssl=True)
|
| 177 |
+
mail.login(email, password)
|
| 178 |
+
print("[IMAP] Login successful")
|
| 179 |
+
collected = []
|
| 180 |
+
|
| 181 |
+
for folder in GMAIL_FOLDERS:
|
|
|
|
|
|
|
|
|
|
| 182 |
try:
|
| 183 |
+
mail.select_folder(folder, readonly=True)
|
| 184 |
+
uids = mail.search(["ALL"])[-limit:]
|
| 185 |
+
print(f"[IMAP] {folder}: found {len(uids)} emails")
|
| 186 |
+
|
| 187 |
+
for uid in uids:
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 188 |
try:
|
| 189 |
+
raw = mail.fetch(uid, ["BODY[]"])
|
| 190 |
+
msg = pyzmail.PyzMessage.factory(raw[uid][b"BODY[]"])
|
| 191 |
subj = msg.get_subject() or "(no subject)"
|
| 192 |
+
|
| 193 |
if msg.text_part:
|
| 194 |
body = msg.text_part.get_payload().decode(
|
| 195 |
msg.text_part.charset or "utf-8", errors="replace")
|
|
|
|
| 198 |
msg.html_part.charset or "utf-8", errors="replace")
|
| 199 |
else:
|
| 200 |
body = ""
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 201 |
|
| 202 |
+
collected.append({"folder": folder, "subject": subj, "body": body})
|
| 203 |
+
except Exception as e:
|
| 204 |
+
print(f"[IMAP] UID {uid} error: {e}")
|
| 205 |
+
continue
|
| 206 |
|
| 207 |
+
except Exception as e:
|
| 208 |
+
print(f"[IMAP] Folder '{folder}' skipped: {e}")
|
| 209 |
+
continue
|
| 210 |
|
| 211 |
+
mail.logout()
|
| 212 |
+
print(f"[IMAP] Total emails fetched: {len(collected)}")
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 213 |
return collected
|
| 214 |
|
| 215 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 216 |
+
# HTML BUILDERS
|
| 217 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 218 |
def make_summary_cards(counts):
|
| 219 |
cards = ""
|
| 220 |
for cat, cnt in counts.items():
|
| 221 |
color = CATEGORY_COLORS.get(cat, "#94a3b8")
|
| 222 |
+
icon = CATEGORY_ICONS.get(cat, "β’")
|
| 223 |
cards += f"""
|
| 224 |
+
<div style="background:linear-gradient(145deg,#0d1117,#161b22);
|
| 225 |
+
border:1px solid {color}55; border-left:3px solid {color};
|
| 226 |
+
border-radius:10px; padding:14px 20px; min-width:110px;
|
| 227 |
+
text-align:center; box-shadow:0 4px 20px {color}22;">
|
| 228 |
+
<div style="font-size:1.1rem; margin-bottom:4px;">{icon}</div>
|
| 229 |
+
<div style="font-size:2rem; font-weight:800; color:{color};
|
| 230 |
+
line-height:1; font-family:'Courier New',monospace;">{cnt}</div>
|
| 231 |
+
<div style="font-size:.68rem; color:#8b949e; margin-top:5px;
|
| 232 |
+
letter-spacing:.08em; text-transform:uppercase;">{cat}</div>
|
|
|
|
|
|
|
|
|
|
|
|
|
| 233 |
</div>"""
|
| 234 |
+
return f'<div style="display:flex;flex-wrap:wrap;gap:12px;padding:8px 0;">{cards}</div>'
|
|
|
|
| 235 |
|
| 236 |
def make_log_html(log_items):
|
| 237 |
rows = ""
|
| 238 |
for item in log_items:
|
| 239 |
color = CATEGORY_COLORS.get(item["category"], "#94a3b8")
|
| 240 |
+
icon = CATEGORY_ICONS.get(item["category"], "β’")
|
| 241 |
conf_pct = int(item["confidence"] * 100)
|
| 242 |
conf_color = "#10b981" if conf_pct >= 80 else "#facc15" if conf_pct >= 60 else "#f43f5e"
|
| 243 |
folder_short = item["folder"].replace("[Gmail]/", "")
|
| 244 |
rows += f"""
|
| 245 |
+
<div style="display:flex;align-items:center;gap:12px;
|
| 246 |
+
padding:10px 14px;border-bottom:1px solid #21262d;">
|
| 247 |
+
<span style="background:{color}22;color:{color};border:1px solid {color}55;
|
| 248 |
+
padding:3px 10px;border-radius:20px;font-size:.7rem;
|
| 249 |
+
font-weight:700;white-space:nowrap;min-width:110px;text-align:center;">
|
| 250 |
+
{icon} {item["category"]}
|
| 251 |
+
</span>
|
| 252 |
+
<span style="color:#8b949e;font-size:.72rem;white-space:nowrap;
|
| 253 |
+
font-family:'Courier New',monospace;">[{folder_short}]</span>
|
| 254 |
+
<span style="color:#c9d1d9;font-size:.82rem;flex:1;overflow:hidden;
|
| 255 |
+
text-overflow:ellipsis;white-space:nowrap;">{item["subject"][:72]}</span>
|
| 256 |
+
<span style="color:#58a6ff;font-size:.75rem;white-space:nowrap;">{item["company"]}</span>
|
| 257 |
+
<span style="color:{conf_color};font-size:.7rem;
|
| 258 |
+
font-family:'Courier New',monospace;white-space:nowrap;">{conf_pct}%</span>
|
|
|
|
|
|
|
| 259 |
</div>"""
|
| 260 |
+
|
| 261 |
+
header = """
|
| 262 |
+
<div style="background:#161b22;padding:10px 14px;display:flex;gap:20px;
|
| 263 |
+
font-size:.65rem;color:#8b949e;letter-spacing:.1em;text-transform:uppercase;
|
| 264 |
+
border-bottom:1px solid #21262d;">
|
| 265 |
+
<span style="min-width:120px;">Category</span>
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 266 |
<span style="min-width:70px;">Folder</span>
|
| 267 |
<span style="flex:1;">Subject</span>
|
| 268 |
<span style="min-width:80px;">Company</span>
|
| 269 |
<span>Conf.</span>
|
| 270 |
+
</div>"""
|
|
|
|
|
|
|
| 271 |
|
| 272 |
+
return f"""
|
| 273 |
+
<div style="background:#0d1117;border:1px solid #21262d;border-radius:10px;overflow:hidden;
|
| 274 |
+
font-family:'Courier New',monospace;">
|
| 275 |
+
{header}
|
| 276 |
+
<div style="max-height:380px;overflow-y:auto;">{rows}</div>
|
| 277 |
+
</div>"""
|
| 278 |
|
| 279 |
def make_pipeline_html(tracker_df):
|
| 280 |
if tracker_df is None or tracker_df.empty:
|
|
|
|
| 282 |
sections = ""
|
| 283 |
for cat in tracker_df["Category"].unique():
|
| 284 |
color = CATEGORY_COLORS.get(cat, "#94a3b8")
|
| 285 |
+
icon = CATEGORY_ICONS.get(cat, "β’")
|
| 286 |
subset = tracker_df[tracker_df["Category"] == cat]
|
| 287 |
items = ""
|
| 288 |
for _, row in subset.iterrows():
|
| 289 |
+
round_text = ""
|
| 290 |
+
if str(row.get("Round", "N/A")) not in ["N/A", "", "None", "nan"]:
|
| 291 |
+
round_text = f" Β· <span style='color:#58a6ff;'>{row['Round']}</span>"
|
|
|
|
|
|
|
| 292 |
items += f"""
|
| 293 |
+
<div style="background:#161b22;border:1px solid #30363d;border-radius:8px;
|
| 294 |
+
padding:10px 14px;margin-bottom:6px;">
|
| 295 |
+
<div style="font-size:.85rem;font-weight:700;color:#e6edf3;">{row.get("Company","β")}</div>
|
| 296 |
+
<div style="font-size:.75rem;color:#8b949e;margin-top:3px;">
|
| 297 |
+
{row.get("Role","β")}{round_text}
|
| 298 |
+
</div>
|
| 299 |
</div>"""
|
| 300 |
sections += f"""
|
| 301 |
<div style="margin-bottom:18px;">
|
| 302 |
+
<div style="font-size:.68rem;letter-spacing:.15em;text-transform:uppercase;
|
| 303 |
+
color:{color};margin-bottom:8px;font-family:'Courier New',monospace;">
|
| 304 |
+
{icon} {cat} ({len(subset)})
|
| 305 |
+
</div>
|
|
|
|
| 306 |
{items}
|
| 307 |
</div>"""
|
| 308 |
return f"""
|
| 309 |
+
<div style="background:#0d1117;border:1px solid #21262d;border-radius:10px;
|
| 310 |
+
padding:18px;max-height:460px;overflow-y:auto;">
|
| 311 |
+
{sections}
|
| 312 |
+
</div>"""
|
| 313 |
+
|
| 314 |
+
def make_error_html(msg):
|
| 315 |
+
return f"""
|
| 316 |
+
<div style="background:#1a0a0a;border:1px solid #f43f5e55;border-left:3px solid #f43f5e;
|
| 317 |
+
border-radius:10px;padding:20px;font-family:'Courier New',monospace;
|
| 318 |
+
color:#f43f5e;font-size:.85rem;line-height:1.7;">
|
| 319 |
+
<strong>β Error</strong><br><br>{msg}
|
| 320 |
+
</div>"""
|
| 321 |
+
|
| 322 |
+
def make_info_html(msg, color="#facc15"):
|
| 323 |
+
return f"""
|
| 324 |
+
<div style="background:#0d1117;border:1px solid {color}44;border-left:3px solid {color};
|
| 325 |
+
border-radius:10px;padding:20px;font-family:'Courier New',monospace;
|
| 326 |
+
color:{color};font-size:.85rem;">
|
| 327 |
+
{msg}
|
| 328 |
+
</div>"""
|
| 329 |
|
| 330 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 331 |
# MAIN PIPELINE
|
| 332 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 333 |
def run_pipeline(email, password, groq_key, limit, progress=gr.Progress(track_tqdm=True)):
|
| 334 |
+
|
| 335 |
+
# ββ Validation ββ
|
| 336 |
if not email.strip() or not password.strip() or not groq_key.strip():
|
| 337 |
+
yield make_error_html("Please fill in <strong>all three</strong> credential fields."), \
|
| 338 |
+
"", "", None, None
|
|
|
|
|
|
|
| 339 |
return
|
| 340 |
|
| 341 |
+
# ββ Init ββ
|
| 342 |
client = OpenAI(api_key=groq_key.strip(), base_url="https://api.groq.com/openai/v1")
|
| 343 |
lk = load_learnings()
|
| 344 |
|
| 345 |
+
yield make_info_html("π Connecting to Gmail IMAPβ¦"), "", "", None, None
|
|
|
|
|
|
|
|
|
|
| 346 |
|
| 347 |
+
# ββ Fetch ββ
|
| 348 |
try:
|
| 349 |
emails = fetch_all_emails(email.strip(), password.strip(), int(limit))
|
| 350 |
except Exception as e:
|
| 351 |
+
tb = traceback.format_exc()
|
| 352 |
+
print(f"[FETCH ERROR]\n{tb}")
|
| 353 |
+
# Show a friendly + technical message
|
| 354 |
+
err_detail = str(e)
|
| 355 |
+
tip = ""
|
| 356 |
+
if "AUTHENTICATIONFAILED" in err_detail or "Invalid credentials" in err_detail:
|
| 357 |
+
tip = "<br><br><strong>Fix:</strong> Wrong email or App Password. Make sure you generated an App Password (not your real password) at <a href='https://myaccount.google.com/apppasswords' style='color:#58a6ff;'>myaccount.google.com/apppasswords</a>."
|
| 358 |
+
elif "IMAP access is disabled" in err_detail:
|
| 359 |
+
tip = "<br><br><strong>Fix:</strong> Enable IMAP in Gmail β Settings β See all settings β Forwarding and POP/IMAP β Enable IMAP."
|
| 360 |
+
elif "timed out" in err_detail.lower() or "connect" in err_detail.lower():
|
| 361 |
+
tip = "<br><br><strong>Fix:</strong> Network timeout β HF Spaces may be blocking outbound IMAP (port 993). Try running locally instead."
|
| 362 |
+
yield make_error_html(f"{err_detail}{tip}"), "", "", None, None
|
| 363 |
return
|
| 364 |
|
| 365 |
if not emails:
|
| 366 |
+
yield make_info_html("β οΈ No emails found in any folder.", "#f97316"), "", "", None, None
|
|
|
|
|
|
|
|
|
|
| 367 |
return
|
| 368 |
|
| 369 |
+
# ββ Classify ββ
|
| 370 |
records, log_items = [], []
|
| 371 |
total = len(emails)
|
| 372 |
|
|
|
|
| 392 |
"confidence": rec["Confidence"],
|
| 393 |
})
|
| 394 |
|
| 395 |
+
# stream update every 5 emails
|
| 396 |
if (i + 1) % 5 == 0 or (i + 1) == total:
|
| 397 |
+
df_p = pd.DataFrame(records)
|
| 398 |
+
yield (
|
| 399 |
+
make_summary_cards(df_p["Category"].value_counts()),
|
| 400 |
+
make_log_html(log_items),
|
| 401 |
+
"",
|
| 402 |
+
None, None,
|
| 403 |
+
)
|
| 404 |
|
| 405 |
+
# ββ Save & Final ββ
|
| 406 |
df = pd.DataFrame(records)
|
| 407 |
tracker = df.groupby(["Company", "Role"]).last().reset_index()
|
| 408 |
df.to_csv("/tmp/email_log.csv", index=False)
|
| 409 |
tracker.to_csv("/tmp/job_tracker.csv", index=False)
|
| 410 |
+
print(f"[DONE] {len(records)} emails classified, {len(tracker)} unique jobs tracked")
|
| 411 |
|
| 412 |
yield (
|
| 413 |
+
make_summary_cards(tracker["Category"].value_counts()),
|
| 414 |
+
make_log_html(log_items),
|
| 415 |
+
make_pipeline_html(tracker),
|
| 416 |
"/tmp/email_log.csv",
|
| 417 |
"/tmp/job_tracker.csv",
|
| 418 |
)
|
| 419 |
|
| 420 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 421 |
+
# GRADIO CSS
|
| 422 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 423 |
CSS = """
|
| 424 |
@import url('https://fonts.googleapis.com/css2?family=JetBrains+Mono:wght@300;400;600;800&family=DM+Sans:wght@300;400;500;700&display=swap');
|
| 425 |
|
|
|
|
| 431 |
font-family: 'DM Sans', sans-serif !important;
|
| 432 |
}
|
| 433 |
|
| 434 |
+
/* Tabs */
|
| 435 |
.tab-nav { background: #0d1117 !important; border-bottom: 1px solid #21262d !important; }
|
| 436 |
+
.tab-nav button {
|
| 437 |
+
color: #8b949e !important;
|
| 438 |
+
font-family: 'DM Sans', sans-serif !important;
|
| 439 |
+
font-size: .85rem !important;
|
| 440 |
+
}
|
| 441 |
+
.tab-nav button.selected {
|
| 442 |
+
color: #e6edf3 !important;
|
| 443 |
+
border-bottom: 2px solid #58a6ff !important;
|
| 444 |
+
background: transparent !important;
|
| 445 |
+
}
|
| 446 |
|
| 447 |
+
/* Labels */
|
| 448 |
label > span {
|
| 449 |
color: #8b949e !important;
|
| 450 |
+
font-size: .68rem !important;
|
| 451 |
letter-spacing: .12em !important;
|
| 452 |
text-transform: uppercase !important;
|
| 453 |
font-family: 'JetBrains Mono', monospace !important;
|
| 454 |
}
|
| 455 |
+
|
| 456 |
+
/* Inputs */
|
| 457 |
input[type=text], input[type=password], textarea {
|
| 458 |
background: #0d1117 !important;
|
| 459 |
border: 1px solid #30363d !important;
|
|
|
|
| 461 |
border-radius: 6px !important;
|
| 462 |
font-family: 'DM Sans', sans-serif !important;
|
| 463 |
font-size: .88rem !important;
|
|
|
|
| 464 |
}
|
| 465 |
input[type=text]:focus, input[type=password]:focus {
|
| 466 |
border-color: #58a6ff !important;
|
| 467 |
box-shadow: 0 0 0 3px #58a6ff18 !important;
|
| 468 |
}
|
| 469 |
+
|
| 470 |
+
/* Slider */
|
| 471 |
input[type=range] { accent-color: #58a6ff !important; }
|
| 472 |
|
| 473 |
+
/* Buttons */
|
| 474 |
.gr-button {
|
| 475 |
font-family: 'DM Sans', sans-serif !important;
|
| 476 |
border-radius: 6px !important;
|
| 477 |
font-weight: 600 !important;
|
| 478 |
+
font-size: .88rem !important;
|
| 479 |
+
transition: all .18s !important;
|
| 480 |
}
|
| 481 |
.gr-button-primary {
|
| 482 |
background: #238636 !important;
|
| 483 |
border: 1px solid #2ea043 !important;
|
| 484 |
color: #fff !important;
|
|
|
|
| 485 |
}
|
| 486 |
.gr-button-primary:hover {
|
| 487 |
background: #2ea043 !important;
|
|
|
|
| 493 |
border: 1px solid #30363d !important;
|
| 494 |
color: #c9d1d9 !important;
|
| 495 |
}
|
| 496 |
+
.gr-button-secondary:hover { background: #30363d !important; }
|
| 497 |
|
| 498 |
+
/* Panels */
|
| 499 |
.gr-panel, .gr-box, .gr-form {
|
| 500 |
background: #0d1117 !important;
|
| 501 |
border: 1px solid #21262d !important;
|
| 502 |
border-radius: 10px !important;
|
| 503 |
}
|
| 504 |
|
| 505 |
+
/* Dataframe */
|
| 506 |
.gr-dataframe table {
|
| 507 |
background: #0d1117 !important;
|
|
|
|
| 508 |
font-family: 'JetBrains Mono', monospace !important;
|
| 509 |
font-size: .78rem !important;
|
| 510 |
}
|
|
|
|
| 517 |
.gr-dataframe td { color: #c9d1d9 !important; border-color: #21262d !important; }
|
| 518 |
.gr-dataframe tr:hover td { background: #161b22 !important; }
|
| 519 |
|
| 520 |
+
/* Scrollbar */
|
| 521 |
+
::-webkit-scrollbar { width: 5px; height: 5px; }
|
| 522 |
::-webkit-scrollbar-track { background: #0d1117; }
|
| 523 |
::-webkit-scrollbar-thumb { background: #30363d; border-radius: 3px; }
|
| 524 |
::-webkit-scrollbar-thumb:hover { background: #484f58; }
|
| 525 |
"""
|
| 526 |
|
| 527 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 528 |
+
# STATIC HTML BLOCKS
|
| 529 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 530 |
HEADER_HTML = """
|
| 531 |
+
<div style="padding:28px 0 22px;font-family:'DM Sans',sans-serif;
|
| 532 |
+
border-bottom:1px solid #21262d;margin-bottom:20px;">
|
| 533 |
+
<div style="display:flex;align-items:center;gap:16px;flex-wrap:wrap;">
|
| 534 |
+
<div style="background:linear-gradient(135deg,#238636,#3fb950);
|
| 535 |
+
border-radius:12px;padding:12px 15px;font-size:1.5rem;line-height:1;">π¬</div>
|
| 536 |
<div>
|
| 537 |
+
<div style="font-size:.62rem;letter-spacing:.25em;text-transform:uppercase;
|
| 538 |
+
color:#58a6ff;font-family:'JetBrains Mono',monospace;margin-bottom:4px;">
|
| 539 |
+
LLaMA-3 Β· Groq Β· Self-Learning Β· Gradio
|
| 540 |
</div>
|
| 541 |
+
<h1 style="font-size:1.8rem;font-weight:800;color:#e6edf3;
|
| 542 |
+
margin:0;letter-spacing:-.03em;line-height:1;">
|
| 543 |
Email Job Tracker
|
| 544 |
</h1>
|
| 545 |
+
<p style="color:#8b949e;margin:5px 0 0;font-size:.86rem;font-weight:300;">
|
| 546 |
+
Fetch β classify β track your entire job pipeline automatically
|
| 547 |
</p>
|
| 548 |
</div>
|
| 549 |
+
<div style="margin-left:auto;text-align:right;display:flex;flex-direction:column;gap:6px;">
|
| 550 |
+
<span style="background:#238636;color:#fff;font-size:.62rem;padding:3px 10px;
|
| 551 |
+
border-radius:4px;font-weight:700;font-family:'JetBrains Mono',monospace;">
|
| 552 |
+
v2.1
|
| 553 |
</span>
|
| 554 |
+
<span style="background:#1f6feb22;color:#58a6ff;font-size:.62rem;padding:3px 10px;
|
| 555 |
+
border-radius:4px;font-family:'JetBrains Mono',monospace;
|
| 556 |
+
border:1px solid #1f6feb55;">
|
| 557 |
HF SPACES
|
| 558 |
</span>
|
| 559 |
</div>
|
|
|
|
| 562 |
"""
|
| 563 |
|
| 564 |
CRED_HELP = """
|
| 565 |
+
<div style="background:#161b22;border:1px solid #30363d;border-left:3px solid #58a6ff;
|
| 566 |
+
border-radius:8px;padding:14px 16px;font-size:.78rem;color:#8b949e;
|
| 567 |
+
font-family:'DM Sans',sans-serif;line-height:1.8;margin-top:8px;">
|
| 568 |
+
<strong style="color:#c9d1d9;">π Setup Help</strong><br>
|
| 569 |
+
β’ Use a <strong style="color:#e6edf3;">Gmail App Password</strong> β not your real password<br>
|
| 570 |
+
β’ Requires 2FA ON β
|
| 571 |
+
<a href="https://myaccount.google.com/apppasswords" target="_blank" style="color:#58a6ff;">
|
| 572 |
+
Generate App Password
|
| 573 |
+
</a><br>
|
| 574 |
+
β’ Enable IMAP: Gmail β Settings β Forwarding & POP/IMAP β Enable IMAP<br>
|
| 575 |
+
β’ Free Groq key β
|
| 576 |
+
<a href="https://console.groq.com" target="_blank" style="color:#58a6ff;">
|
| 577 |
+
console.groq.com
|
| 578 |
+
</a><br>
|
| 579 |
+
β’ Credentials are <strong style="color:#e6edf3;">never stored</strong>
|
| 580 |
</div>
|
| 581 |
"""
|
| 582 |
|
| 583 |
+
GUIDE_HTML = """
|
| 584 |
+
<div style="max-width:700px;font-family:'DM Sans',sans-serif;line-height:1.8;padding:8px 0;">
|
| 585 |
+
|
| 586 |
+
<h2 style="color:#e6edf3;font-size:1.05rem;margin-bottom:6px;">π Quick Start</h2>
|
| 587 |
+
<ol style="color:#8b949e;font-size:.88rem;padding-left:20px;">
|
| 588 |
+
<li>Enable <strong style="color:#c9d1d9;">2-Step Verification</strong> on your Google account</li>
|
| 589 |
+
<li>Generate a <a href="https://myaccount.google.com/apppasswords" target="_blank" style="color:#58a6ff;">Gmail App Password</a> (16 chars β enter without spaces)</li>
|
| 590 |
+
<li>Enable IMAP: Gmail β βοΈ Settings β See all settings β Forwarding and POP/IMAP β Enable IMAP β Save</li>
|
| 591 |
+
<li>Get a free API key from <a href="https://console.groq.com" target="_blank" style="color:#58a6ff;">Groq Console</a></li>
|
| 592 |
+
<li>Enter credentials in <strong style="color:#c9d1d9;">Run Agent</strong> tab and click Run</li>
|
| 593 |
+
</ol>
|
| 594 |
+
|
| 595 |
+
<h2 style="color:#e6edf3;font-size:1.05rem;margin-top:22px;margin-bottom:10px;">π·οΈ Categories</h2>
|
| 596 |
+
<table style="font-size:.82rem;border-collapse:collapse;width:100%;">
|
| 597 |
+
<thead>
|
| 598 |
+
<tr style="background:#161b22;">
|
| 599 |
+
<th style="padding:8px 12px;color:#8b949e;text-align:left;border:1px solid #21262d;">Category</th>
|
| 600 |
+
<th style="padding:8px 12px;color:#8b949e;text-align:left;border:1px solid #21262d;">Trigger Keywords</th>
|
| 601 |
+
</tr>
|
| 602 |
+
</thead>
|
| 603 |
+
<tbody>
|
| 604 |
+
<tr><td style="padding:8px 12px;color:#10b981;border:1px solid #21262d;">π Offer</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Offer letter, CTC, Welcome aboard, Salary</td></tr>
|
| 605 |
+
<tr><td style="padding:8px 12px;color:#3b82f6;border:1px solid #21262d;">π
Interview</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Invite, Round, Assessment, Screening, Shortlisted</td></tr>
|
| 606 |
+
<tr><td style="padding:8px 12px;color:#8b5cf6;border:1px solid #21262d;">π New Opportunity</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Hiring, Opening, JD Attached, Vacancy</td></tr>
|
| 607 |
+
<tr><td style="padding:8px 12px;color:#f43f5e;border:1px solid #21262d;">β Rejected</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Regret, Unfortunately, Not selected, Not a fit</td></tr>
|
| 608 |
+
<tr><td style="padding:8px 12px;color:#f97316;border:1px solid #21262d;">π₯ Urgent</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">ASAP, Deadline, Action Required, Priority</td></tr>
|
| 609 |
+
<tr><td style="padding:8px 12px;color:#facc15;border:1px solid #21262d;">π Alerts</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Security Alert, Notification, System Update</td></tr>
|
| 610 |
+
<tr><td style="padding:8px 12px;color:#6b7280;border:1px solid #21262d;">ποΈ Spam</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Sale, Lottery, Buy Now, Free, Subscribe</td></tr>
|
| 611 |
+
</tbody>
|
| 612 |
+
</table>
|
| 613 |
+
|
| 614 |
+
<h2 style="color:#e6edf3;font-size:1.05rem;margin-top:22px;margin-bottom:4px;">π§ Self-Learning</h2>
|
| 615 |
+
<p style="color:#8b949e;font-size:.88rem;">
|
| 616 |
+
Every classification with >80% confidence teaches the system new keywords for that category,
|
| 617 |
+
saved to <code style="color:#58a6ff;background:#161b22;padding:1px 6px;border-radius:3px;">/tmp/learned_keywords.json</code>.
|
| 618 |
+
Accuracy improves the more emails you process.
|
| 619 |
+
</p>
|
| 620 |
+
|
| 621 |
+
<h2 style="color:#e6edf3;font-size:1.05rem;margin-top:22px;margin-bottom:4px;">π οΈ Troubleshooting</h2>
|
| 622 |
+
<table style="font-size:.82rem;border-collapse:collapse;width:100%;">
|
| 623 |
+
<thead>
|
| 624 |
+
<tr style="background:#161b22;">
|
| 625 |
+
<th style="padding:8px 12px;color:#8b949e;text-align:left;border:1px solid #21262d;">Error</th>
|
| 626 |
+
<th style="padding:8px 12px;color:#8b949e;text-align:left;border:1px solid #21262d;">Fix</th>
|
| 627 |
+
</tr>
|
| 628 |
+
</thead>
|
| 629 |
+
<tbody>
|
| 630 |
+
<tr><td style="padding:8px 12px;color:#f43f5e;border:1px solid #21262d;">AUTHENTICATIONFAILED</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Wrong App Password or email β regenerate App Password</td></tr>
|
| 631 |
+
<tr><td style="padding:8px 12px;color:#f43f5e;border:1px solid #21262d;">IMAP access disabled</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Enable IMAP in Gmail settings (step 3 above)</td></tr>
|
| 632 |
+
<tr><td style="padding:8px 12px;color:#f43f5e;border:1px solid #21262d;">Connection timeout</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">HF Spaces may block port 993 β run locally with python app.py</td></tr>
|
| 633 |
+
<tr><td style="padding:8px 12px;color:#f43f5e;border:1px solid #21262d;">Groq error</td><td style="padding:8px 12px;color:#8b949e;border:1px solid #21262d;">Check API key at console.groq.com β falls back to rule-based</td></tr>
|
| 634 |
+
</tbody>
|
| 635 |
+
</table>
|
| 636 |
</div>
|
| 637 |
"""
|
| 638 |
|
| 639 |
EMPTY_LOG = """
|
| 640 |
+
<div style="background:#0d1117;border:1px solid #21262d;border-radius:10px;
|
| 641 |
+
padding:40px;text-align:center;color:#484f58;
|
| 642 |
+
font-family:'JetBrains Mono',monospace;font-size:.8rem;letter-spacing:.05em;">
|
| 643 |
+
ββ no data yet β run the agent ββ
|
| 644 |
</div>"""
|
| 645 |
|
| 646 |
+
def sec(label, color="#58a6ff"):
|
| 647 |
+
return (f'<div style="font-size:.62rem;letter-spacing:.18em;text-transform:uppercase;'
|
| 648 |
+
f'color:{color};font-family:\'JetBrains Mono\',monospace;'
|
| 649 |
+
f'margin-bottom:8px;margin-top:2px;">{label}</div>')
|
|
|
|
| 650 |
|
| 651 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 652 |
# GRADIO LAYOUT
|
| 653 |
+
# ββββββββββββββββββββββββββββββββββββββββββββββββββββββββββ
|
| 654 |
+
with gr.Blocks(css=CSS, title="π¬ Email Job Tracker") as demo:
|
| 655 |
gr.HTML(HEADER_HTML)
|
| 656 |
|
| 657 |
with gr.Tabs():
|
| 658 |
|
| 659 |
+
# ββ TAB 1: RUN AGENT ββββββββββββββββββββββββββ
|
| 660 |
+
with gr.TabItem("β‘ Run Agent"):
|
| 661 |
with gr.Row(equal_height=False):
|
| 662 |
|
| 663 |
with gr.Column(scale=1, min_width=300):
|
| 664 |
+
gr.HTML(sec("Credentials"))
|
| 665 |
+
email_in = gr.Textbox(label="Gmail Address", placeholder="you@gmail.com")
|
| 666 |
+
pass_in = gr.Textbox(label="Gmail App Password", type="password",
|
| 667 |
+
placeholder="xxxx xxxx xxxx xxxx")
|
| 668 |
+
groq_in = gr.Textbox(label="Groq API Key", type="password",
|
| 669 |
+
placeholder="gsk_...")
|
| 670 |
+
gr.HTML(sec("Settings", "#8b949e"))
|
| 671 |
+
limit_in = gr.Slider(label="Emails per folder",
|
| 672 |
+
minimum=5, maximum=50, value=20, step=5)
|
| 673 |
+
with gr.Row():
|
| 674 |
+
run_btn = gr.Button("β‘ Run Agent", variant="primary", size="lg")
|
| 675 |
+
clear_btn = gr.Button("β Clear", variant="secondary", size="lg")
|
| 676 |
gr.HTML(CRED_HELP)
|
| 677 |
|
| 678 |
with gr.Column(scale=2):
|
| 679 |
+
gr.HTML(sec("Summary"))
|
| 680 |
summary_out = gr.HTML(value=EMPTY_LOG)
|
| 681 |
+
gr.HTML(sec("Live Log"))
|
| 682 |
log_out = gr.HTML(value=EMPTY_LOG)
|
| 683 |
|
| 684 |
+
gr.HTML(sec("Pipeline View"))
|
| 685 |
pipeline_out = gr.HTML(value=EMPTY_LOG)
|
| 686 |
|
| 687 |
+
gr.HTML(sec("Downloads", "#8b949e"))
|
| 688 |
with gr.Row():
|
| 689 |
+
file_log = gr.File(label="π email_log.csv")
|
| 690 |
+
file_tracker = gr.File(label="π job_tracker.csv")
|
| 691 |
+
|
| 692 |
+
# ββ TAB 2: TRACKER TABLE ββββββββββββββββββββββ
|
| 693 |
+
with gr.TabItem("π Tracker Table"):
|
| 694 |
+
gr.HTML(sec("Latest status per company / role"))
|
|
|
|
|
|
|
| 695 |
table_out = gr.Dataframe(
|
| 696 |
+
headers=["Company","Role","Category","Round","Confidence","Subject"],
|
| 697 |
interactive=False,
|
| 698 |
wrap=False,
|
| 699 |
)
|
| 700 |
|
| 701 |
+
# ββ TAB 3: GUIDE ββββββββββββββββββββββββββββββ
|
| 702 |
+
with gr.TabItem("π Guide"):
|
| 703 |
+
gr.HTML(GUIDE_HTML)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 704 |
|
| 705 |
+
# ββ EVENT HANDLERS ββββββββββββββββββββββββββββββ
|
| 706 |
def do_run(email, password, groq_key, limit, progress=gr.Progress(track_tqdm=True)):
|
| 707 |
+
last = None
|
| 708 |
for result in run_pipeline(email, password, groq_key, limit, progress):
|
| 709 |
+
last = result
|
| 710 |
yield result[0], result[1], result[2], result[3], result[4], gr.update()
|
| 711 |
|
| 712 |
+
if last is None:
|
| 713 |
return
|
| 714 |
|
| 715 |
+
# populate tracker table
|
| 716 |
try:
|
| 717 |
df = pd.read_csv("/tmp/job_tracker.csv")
|
| 718 |
+
cols = [c for c in ["Company","Role","Category","Round","Confidence","Subject"]
|
| 719 |
+
if c in df.columns]
|
| 720 |
+
yield last[0], last[1], last[2], last[3], last[4], df[cols]
|
| 721 |
except Exception:
|
| 722 |
+
yield last[0], last[1], last[2], last[3], last[4], gr.update()
|
| 723 |
|
| 724 |
def do_clear():
|
| 725 |
return EMPTY_LOG, EMPTY_LOG, EMPTY_LOG, None, None, None
|
|
|
|
| 735 |
)
|
| 736 |
|
| 737 |
if __name__ == "__main__":
|
| 738 |
+
demo.launch(ssr_mode=False)
|