Spaces:
Sleeping
Sleeping
Upload app.py
Browse files
app.py
ADDED
|
@@ -0,0 +1,347 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
"""
|
| 2 |
+
India-GST Tax Assistant - Complete GST Knowledge Base
|
| 3 |
+
From basic concepts to expert litigation queries
|
| 4 |
+
"""
|
| 5 |
+
|
| 6 |
+
import os
|
| 7 |
+
import json
|
| 8 |
+
import gradio as gr
|
| 9 |
+
from pathlib import Path
|
| 10 |
+
from typing import Tuple, List, Dict, Optional
|
| 11 |
+
|
| 12 |
+
# ===================== CONFIGURATION =====================
|
| 13 |
+
BASE_DIR = Path(__file__).resolve().parent
|
| 14 |
+
DATA_FILE = BASE_DIR / "gst_data.json"
|
| 15 |
+
|
| 16 |
+
# Load GST dataset
|
| 17 |
+
with open(DATA_FILE, 'r', encoding='utf-8') as f:
|
| 18 |
+
GST_DATA = json.load(f)
|
| 19 |
+
|
| 20 |
+
TERMS = GST_DATA["terms"]
|
| 21 |
+
CATEGORIES = GST_DATA["metadata"]["categories"]
|
| 22 |
+
DIFFICULTY_LEVELS = GST_DATA["metadata"]["difficulty_levels"]
|
| 23 |
+
|
| 24 |
+
# Create search indices
|
| 25 |
+
TERM_INDEX = {term["term"].lower(): term for term in TERMS}
|
| 26 |
+
QUERY_INDEX = []
|
| 27 |
+
for term in TERMS:
|
| 28 |
+
for pattern in term["query_patterns"]:
|
| 29 |
+
QUERY_INDEX.append((pattern.lower(), term))
|
| 30 |
+
|
| 31 |
+
# ===================== SEARCH FUNCTIONS =====================
|
| 32 |
+
def search_gst(query: str, difficulty: str = "all", category: str = "all") -> Tuple[bool, List[Dict]]:
|
| 33 |
+
"""
|
| 34 |
+
Search GST terms based on query
|
| 35 |
+
Returns: (found, list_of_matching_terms)
|
| 36 |
+
"""
|
| 37 |
+
if not query or not query.strip():
|
| 38 |
+
return False, []
|
| 39 |
+
|
| 40 |
+
query_lower = query.lower().strip()
|
| 41 |
+
matches = []
|
| 42 |
+
|
| 43 |
+
# Check exact term match first
|
| 44 |
+
if query_lower in TERM_INDEX:
|
| 45 |
+
term = TERM_INDEX[query_lower]
|
| 46 |
+
if (difficulty == "all" or term["difficulty"] == difficulty) and \
|
| 47 |
+
(category == "all" or term["category"] == category):
|
| 48 |
+
return True, [term]
|
| 49 |
+
|
| 50 |
+
# Check query patterns
|
| 51 |
+
for pattern, term in QUERY_INDEX:
|
| 52 |
+
if pattern in query_lower:
|
| 53 |
+
if (difficulty == "all" or term["difficulty"] == difficulty) and \
|
| 54 |
+
(category == "all" or term["category"] == category):
|
| 55 |
+
if term not in matches:
|
| 56 |
+
matches.append(term)
|
| 57 |
+
|
| 58 |
+
# Check term definitions
|
| 59 |
+
for term in TERMS:
|
| 60 |
+
if query_lower in term["definition"].lower():
|
| 61 |
+
if (difficulty == "all" or term["difficulty"] == difficulty) and \
|
| 62 |
+
(category == "all" or term["category"] == category):
|
| 63 |
+
if term not in matches:
|
| 64 |
+
matches.append(term)
|
| 65 |
+
|
| 66 |
+
# Limit to top 5 matches
|
| 67 |
+
matches = matches[:5]
|
| 68 |
+
|
| 69 |
+
return len(matches) > 0, matches
|
| 70 |
+
|
| 71 |
+
def format_term_response(term: Dict, include_tamil: bool = True) -> str:
|
| 72 |
+
"""Format a single GST term response"""
|
| 73 |
+
|
| 74 |
+
response = f"""
|
| 75 |
+
## 📘 {term['term']}
|
| 76 |
+
|
| 77 |
+
### Definition
|
| 78 |
+
{term['definition']}
|
| 79 |
+
|
| 80 |
+
### Example
|
| 81 |
+
{term['example']}
|
| 82 |
+
|
| 83 |
+
### Category
|
| 84 |
+
**{term['category']}** | Difficulty: **{term['difficulty'].title()}**
|
| 85 |
+
|
| 86 |
+
### Legal Reference
|
| 87 |
+
{term['legal_reference']}
|
| 88 |
+
|
| 89 |
+
### Related Terms
|
| 90 |
+
{', '.join(term['related_terms'][:5])}
|
| 91 |
+
"""
|
| 92 |
+
|
| 93 |
+
if include_tamil and "tamil_translation" in term:
|
| 94 |
+
response += f"""
|
| 95 |
+
### தமிழில்
|
| 96 |
+
**{term['tamil_translation']}**
|
| 97 |
+
"""
|
| 98 |
+
|
| 99 |
+
response += f"""
|
| 100 |
+
---
|
| 101 |
+
*Source: GST Knowledge Base | ID: {term['id']}*
|
| 102 |
+
"""
|
| 103 |
+
return response
|
| 104 |
+
|
| 105 |
+
def format_multiple_responses(terms: List[Dict], query: str) -> str:
|
| 106 |
+
"""Format multiple matching terms"""
|
| 107 |
+
|
| 108 |
+
response = f"""
|
| 109 |
+
## 🔍 Multiple GST Terms Found for "{query}"
|
| 110 |
+
|
| 111 |
+
Please specify which term you're interested in:
|
| 112 |
+
"""
|
| 113 |
+
|
| 114 |
+
for i, term in enumerate(terms, 1):
|
| 115 |
+
response += f"""
|
| 116 |
+
### {i}. {term['term']}
|
| 117 |
+
**Category:** {term['category']} | **Difficulty:** {term['difficulty'].title()}
|
| 118 |
+
*{term['definition'][:150]}...*
|
| 119 |
+
"""
|
| 120 |
+
|
| 121 |
+
response += """
|
| 122 |
+
---
|
| 123 |
+
*Type the exact term number or name for detailed information.*
|
| 124 |
+
"""
|
| 125 |
+
return response
|
| 126 |
+
|
| 127 |
+
# ===================== UI FUNCTIONS =====================
|
| 128 |
+
def ask_gst(query: str, difficulty: str, category: str, language: str) -> str:
|
| 129 |
+
"""Main function to handle GST queries"""
|
| 130 |
+
|
| 131 |
+
if not query:
|
| 132 |
+
return "Please enter your GST-related question."
|
| 133 |
+
|
| 134 |
+
found, matches = search_gst(query, difficulty, category)
|
| 135 |
+
|
| 136 |
+
if not found:
|
| 137 |
+
return f"""
|
| 138 |
+
❌ No GST terms found matching "{query}".
|
| 139 |
+
|
| 140 |
+
### 💡 Suggestions:
|
| 141 |
+
- Try using different keywords
|
| 142 |
+
- Check for spelling errors
|
| 143 |
+
- Use simpler terms (e.g., "gst" instead of "goods and services tax")
|
| 144 |
+
- Browse by category below
|
| 145 |
+
|
| 146 |
+
### 📋 Available Categories:
|
| 147 |
+
{', '.join(CATEGORIES[:10])}...
|
| 148 |
+
|
| 149 |
+
### Difficulty Levels:
|
| 150 |
+
- **basic**: For citizens and beginners
|
| 151 |
+
- **intermediate**: For business owners
|
| 152 |
+
- **expert**: For CAs and tax professionals
|
| 153 |
+
"""
|
| 154 |
+
|
| 155 |
+
include_tamil = (language == "Tamil" or language == "Both")
|
| 156 |
+
|
| 157 |
+
if len(matches) == 1:
|
| 158 |
+
return format_term_response(matches[0], include_tamil)
|
| 159 |
+
else:
|
| 160 |
+
return format_multiple_responses(matches, query)
|
| 161 |
+
|
| 162 |
+
def get_term_by_id(term_id: str, include_tamil: bool = True) -> str:
|
| 163 |
+
"""Get term by ID for direct access"""
|
| 164 |
+
for term in TERMS:
|
| 165 |
+
if term["id"] == term_id:
|
| 166 |
+
return format_term_response(term, include_tamil)
|
| 167 |
+
return "Term not found."
|
| 168 |
+
|
| 169 |
+
# ===================== GRADIO INTERFACE =====================
|
| 170 |
+
css = """
|
| 171 |
+
#col-left { margin: 0 auto; max-width: 300px; }
|
| 172 |
+
#col-mid { margin: 0 auto; max-width: 300px; }
|
| 173 |
+
#col-right { margin: 0 auto; max-width: 600px; }
|
| 174 |
+
.gst-header {
|
| 175 |
+
background: linear-gradient(135deg, #667eea 0%, #764ba2 100%);
|
| 176 |
+
color: white;
|
| 177 |
+
padding: 20px;
|
| 178 |
+
border-radius: 10px;
|
| 179 |
+
margin-bottom: 20px;
|
| 180 |
+
}
|
| 181 |
+
.gst-card {
|
| 182 |
+
border: 1px solid #e0e0e0;
|
| 183 |
+
border-radius: 8px;
|
| 184 |
+
padding: 15px;
|
| 185 |
+
margin: 10px 0;
|
| 186 |
+
background: white;
|
| 187 |
+
box-shadow: 0 2px 4px rgba(0,0,0,0.1);
|
| 188 |
+
}
|
| 189 |
+
.difficulty-badge {
|
| 190 |
+
display: inline-block;
|
| 191 |
+
padding: 3px 8px;
|
| 192 |
+
border-radius: 12px;
|
| 193 |
+
font-size: 12px;
|
| 194 |
+
font-weight: bold;
|
| 195 |
+
}
|
| 196 |
+
.basic { background: #4CAF50; color: white; }
|
| 197 |
+
.intermediate { background: #FF9800; color: white; }
|
| 198 |
+
.expert { background: #f44336; color: white; }
|
| 199 |
+
"""
|
| 200 |
+
|
| 201 |
+
with gr.Blocks(css=css, title="India-GST Tax Assistant") as demo:
|
| 202 |
+
gr.HTML("""
|
| 203 |
+
<div class="gst-header">
|
| 204 |
+
<h1 style="text-align: center;">📊 India-GST Tax Assistant</h1>
|
| 205 |
+
<p style="text-align: center; font-size: 18px;">From basic concepts to expert litigation - All GST knowledge in one place</p>
|
| 206 |
+
<p style="text-align: center;">Based on official GST Act, Rules, and CBIC notifications</p>
|
| 207 |
+
</div>
|
| 208 |
+
""")
|
| 209 |
+
|
| 210 |
+
with gr.Row():
|
| 211 |
+
with gr.Column(scale=1):
|
| 212 |
+
gr.Markdown("""
|
| 213 |
+
### 👥 For All Users
|
| 214 |
+
|
| 215 |
+
| Level | For |
|
| 216 |
+
|-------|-----|
|
| 217 |
+
| **Basic** | Citizens, Small Business |
|
| 218 |
+
| **Intermediate** | Business Owners, Accountants |
|
| 219 |
+
| **Expert** | CAs, Tax Litigators |
|
| 220 |
+
|
| 221 |
+
### 📚 Categories
|
| 222 |
+
- Basic Concepts
|
| 223 |
+
- Registration
|
| 224 |
+
- Returns & Compliance
|
| 225 |
+
- Valuation
|
| 226 |
+
- Input Tax Credit
|
| 227 |
+
- Exports & Imports
|
| 228 |
+
- Litigation & Appeals
|
| 229 |
+
- Forms & Procedures
|
| 230 |
+
""")
|
| 231 |
+
|
| 232 |
+
with gr.Column(scale=2):
|
| 233 |
+
query = gr.Textbox(
|
| 234 |
+
label="Your GST Question",
|
| 235 |
+
placeholder="e.g., what is gst, itc rules, gstr-3b due date, appeal procedure, rcm on services...",
|
| 236 |
+
lines=3
|
| 237 |
+
)
|
| 238 |
+
|
| 239 |
+
with gr.Row():
|
| 240 |
+
difficulty = gr.Radio(
|
| 241 |
+
label="Difficulty Level",
|
| 242 |
+
choices=["all", "basic", "intermediate", "expert"],
|
| 243 |
+
value="all"
|
| 244 |
+
)
|
| 245 |
+
|
| 246 |
+
category = gr.Dropdown(
|
| 247 |
+
label="Category",
|
| 248 |
+
choices=["all"] + CATEGORIES,
|
| 249 |
+
value="all"
|
| 250 |
+
)
|
| 251 |
+
|
| 252 |
+
language = gr.Radio(
|
| 253 |
+
label="Language",
|
| 254 |
+
choices=["English", "Tamil", "Both"],
|
| 255 |
+
value="English"
|
| 256 |
+
)
|
| 257 |
+
|
| 258 |
+
submit_btn = gr.Button("🔍 Get GST Information", variant="primary", size="lg")
|
| 259 |
+
|
| 260 |
+
output = gr.Textbox(
|
| 261 |
+
label="GST Information",
|
| 262 |
+
lines=20,
|
| 263 |
+
interactive=False,
|
| 264 |
+
show_copy_button=True
|
| 265 |
+
)
|
| 266 |
+
|
| 267 |
+
submit_btn.click(
|
| 268 |
+
fn=ask_gst,
|
| 269 |
+
inputs=[query, difficulty, category, language],
|
| 270 |
+
outputs=output
|
| 271 |
+
)
|
| 272 |
+
|
| 273 |
+
query.submit(
|
| 274 |
+
fn=ask_gst,
|
| 275 |
+
inputs=[query, difficulty, category, language],
|
| 276 |
+
outputs=output
|
| 277 |
+
)
|
| 278 |
+
|
| 279 |
+
with gr.Row():
|
| 280 |
+
gr.Examples(
|
| 281 |
+
examples=[
|
| 282 |
+
["what is gst", "all", "all", "English"],
|
| 283 |
+
["itc meaning", "intermediate", "Input Tax Credit", "English"],
|
| 284 |
+
["gstr-3b due date", "intermediate", "Returns", "English"],
|
| 285 |
+
["appeal procedure", "expert", "Litigation & Appeals", "English"],
|
| 286 |
+
["rcm on services", "intermediate", "Payment", "English"],
|
| 287 |
+
["composition scheme", "basic", "Special Schemes", "English"],
|
| 288 |
+
["e-way bill rules", "intermediate", "Compliance", "English"],
|
| 289 |
+
["export refund", "expert", "Exports & Imports", "English"],
|
| 290 |
+
["cgst full form", "basic", "Basic Concepts", "Tamil"],
|
| 291 |
+
["வரி செலுத்துவோர்", "basic", "Registration", "Tamil"]
|
| 292 |
+
],
|
| 293 |
+
inputs=[query, difficulty, category, language],
|
| 294 |
+
outputs=output,
|
| 295 |
+
fn=ask_gst,
|
| 296 |
+
cache_examples=False
|
| 297 |
+
)
|
| 298 |
+
|
| 299 |
+
gr.Markdown("""
|
| 300 |
+
---
|
| 301 |
+
### 📌 About This Assistant
|
| 302 |
+
|
| 303 |
+
| Feature | Description |
|
| 304 |
+
|---------|-------------|
|
| 305 |
+
| **Terms** | 250+ GST terms from basic to expert |
|
| 306 |
+
| **Categories** | 12 comprehensive categories |
|
| 307 |
+
| **Query Patterns** | 1000+ real user queries |
|
| 308 |
+
| **Tamil Support** | Key terms in Tamil language |
|
| 309 |
+
| **Legal References** | CGST Act sections, Rules, Notifications |
|
| 310 |
+
|
| 311 |
+
### 🎯 Query Examples
|
| 312 |
+
|
| 313 |
+
**For Citizens:**
|
| 314 |
+
- "what is gst"
|
| 315 |
+
- "gst rate on restaurant"
|
| 316 |
+
- "how to get gst invoice"
|
| 317 |
+
|
| 318 |
+
**For Business:**
|
| 319 |
+
- "gst registration limit"
|
| 320 |
+
- "itc eligibility"
|
| 321 |
+
- "gstr-1 vs gstr-3b"
|
| 322 |
+
- "e-way bill generation"
|
| 323 |
+
|
| 324 |
+
**For CAs/Experts:**
|
| 325 |
+
- "itc reversal rule 42"
|
| 326 |
+
- "appeal procedure under section 107"
|
| 327 |
+
- "search and seizure provisions"
|
| 328 |
+
- "anti-profiteering cases"
|
| 329 |
+
|
| 330 |
+
### ⚖️ Legal Disclaimer
|
| 331 |
+
This information is based on GST laws and notifications as available. For specific cases, please consult a qualified Chartered Accountant or GST practitioner.
|
| 332 |
+
""")
|
| 333 |
+
|
| 334 |
+
# ===================== LAUNCH =====================
|
| 335 |
+
if __name__ == "__main__":
|
| 336 |
+
print("=" * 60)
|
| 337 |
+
print("📊 India-GST Tax Assistant")
|
| 338 |
+
print("=" * 60)
|
| 339 |
+
print(f"✅ Loaded {len(TERMS)} GST terms")
|
| 340 |
+
print(f"✅ Categories: {len(CATEGORIES)}")
|
| 341 |
+
print(f"✅ Difficulty levels: basic, intermediate, expert")
|
| 342 |
+
print("=" * 60)
|
| 343 |
+
print("🚀 Starting application...")
|
| 344 |
+
print("=" * 60)
|
| 345 |
+
|
| 346 |
+
demo.queue()
|
| 347 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|