Create app.py
Browse files
app.py
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| 1 |
+
import sqlite3
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| 2 |
+
import json
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| 3 |
+
import uuid
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| 4 |
+
import datetime
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| 5 |
+
import logging
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| 6 |
+
import re
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| 7 |
+
import gradio as gr
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| 8 |
+
|
| 9 |
+
# Setup logging
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| 10 |
+
logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s')
|
| 11 |
+
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| 12 |
+
# Disable model loading on free tier due to memory constraints
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| 13 |
+
TRANSFORMERS_AVAILABLE = False
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| 14 |
+
AutoModelForCausalLM = None
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| 15 |
+
AutoTokenizer = None
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| 16 |
+
tokenizer = None
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| 17 |
+
model = None
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| 18 |
+
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| 19 |
+
# Database setup
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| 20 |
+
conn = sqlite3.connect("erp.db", check_same_thread=False)
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| 21 |
+
cursor = conn.cursor()
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| 22 |
+
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| 23 |
+
# Create tables
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| 24 |
+
cursor.execute("""
|
| 25 |
+
CREATE TABLE IF NOT EXISTS chart_of_accounts (
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| 26 |
+
account_id TEXT PRIMARY KEY,
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| 27 |
+
account_name TEXT NOT NULL,
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| 28 |
+
account_type TEXT NOT NULL,
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| 29 |
+
parent_id TEXT,
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| 30 |
+
allow_budgeting BOOLEAN,
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| 31 |
+
allow_posting BOOLEAN,
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| 32 |
+
FOREIGN KEY (parent_id) REFERENCES chart_of_accounts(account_id)
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| 33 |
+
)
|
| 34 |
+
""")
|
| 35 |
+
cursor.execute("""
|
| 36 |
+
CREATE TABLE IF NOT EXISTS journal_entries (
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| 37 |
+
entry_id TEXT PRIMARY KEY,
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| 38 |
+
date TEXT NOT NULL,
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| 39 |
+
debit_account_id TEXT NOT NULL,
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| 40 |
+
credit_account_id TEXT NOT NULL,
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| 41 |
+
amount REAL NOT NULL,
|
| 42 |
+
description TEXT,
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| 43 |
+
FOREIGN KEY (debit_account_id) REFERENCES chart_of_accounts(account_id),
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| 44 |
+
FOREIGN KEY (credit_account_id) REFERENCES chart_of_accounts(account_id)
|
| 45 |
+
)
|
| 46 |
+
""")
|
| 47 |
+
conn.commit()
|
| 48 |
+
|
| 49 |
+
# Debit/Credit rules
|
| 50 |
+
ACCOUNT_RULES = {
|
| 51 |
+
"Asset": {"increase": "Debit", "decrease": "Credit"},
|
| 52 |
+
"Liability": {"increase": "Credit", "decrease": "Debit"},
|
| 53 |
+
"Equity": {"increase": "Credit", "decrease": "Debit"},
|
| 54 |
+
"Revenue": {"increase": "Credit", "decrease": "Debit"},
|
| 55 |
+
"Expense": {"increase": "Debit", "decrease": "Credit"}
|
| 56 |
+
}
|
| 57 |
+
|
| 58 |
+
# Initialize chart of accounts
|
| 59 |
+
def initialize_chart_of_accounts():
|
| 60 |
+
accounts = [
|
| 61 |
+
("1", "Assets", "Asset", None, True, False),
|
| 62 |
+
("1.1", "Fixed Assets", "Asset", "1", True, False),
|
| 63 |
+
("1.1.1", "Plant", "Asset", "1.1", True, True),
|
| 64 |
+
("1.1.2", "Machinery", "Asset", "1.1", True, True),
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| 65 |
+
("1.1.3", "Building", "Asset", "1.1", True, True),
|
| 66 |
+
("1.2", "Current Assets", "Asset", "1", True, False),
|
| 67 |
+
("1.2.1", "Cash", "Asset", "1.2", True, True),
|
| 68 |
+
("1.2.2", "Laptop", "Asset", "1.2", True, True),
|
| 69 |
+
("1.2.3", "Inventory", "Asset", "1.2", True, True),
|
| 70 |
+
("1.2.4", "Accounts Receivable", "Asset", "1.2", True, True),
|
| 71 |
+
("1.2.5", "Bank", "Asset", "1.2", True, True),
|
| 72 |
+
("2", "Liabilities", "Liability", None, True, False),
|
| 73 |
+
("2.1", "Accounts Payable", "Liability", "2", True, True),
|
| 74 |
+
("2.2", "Loan Payable", "Liability", "2", True, True),
|
| 75 |
+
("3", "Equity", "Equity", None, True, False),
|
| 76 |
+
("3.1", "Owner's Equity", "Equity", "3", True, True),
|
| 77 |
+
("3.2", "Drawings", "Equity", "3", True, True),
|
| 78 |
+
("4", "Revenue", "Revenue", None, True, False),
|
| 79 |
+
("4.1", "Sales Revenue", "Revenue", "4", True, True),
|
| 80 |
+
("5", "Expenses", "Expense", None, True, False),
|
| 81 |
+
("5.1", "Rent Expense", "Expense", "5", True, True),
|
| 82 |
+
("5.2", "Salary Expense", "Expense", "5", True, True),
|
| 83 |
+
("5.3", "Office Supplies", "Expense", "5", True, True)
|
| 84 |
+
]
|
| 85 |
+
cursor.executemany("""
|
| 86 |
+
INSERT OR REPLACE INTO chart_of_accounts
|
| 87 |
+
(account_id, account_name, account_type, parent_id, allow_budgeting, allow_posting)
|
| 88 |
+
VALUES (?, ?, ?, ?, ?, ?)
|
| 89 |
+
""", accounts)
|
| 90 |
+
conn.commit()
|
| 91 |
+
logging.info("Chart of accounts initialized.")
|
| 92 |
+
|
| 93 |
+
# Enhanced flexible parser
|
| 94 |
+
def parse_prompt(prompt, state):
|
| 95 |
+
logging.info(f"Parsing prompt: {prompt}")
|
| 96 |
+
if model and tokenizer:
|
| 97 |
+
try:
|
| 98 |
+
input_text = f"""
|
| 99 |
+
Parse the following accounting prompt into a JSON object with:
|
| 100 |
+
- debit: {{account, type, amount}}
|
| 101 |
+
- credit: {{account, type, amount}}
|
| 102 |
+
- payment_method: 'cash', 'credit', 'bank', or null
|
| 103 |
+
Prompt: {prompt}
|
| 104 |
+
"""
|
| 105 |
+
inputs = tokenizer(input_text, return_tensors="pt")
|
| 106 |
+
outputs = model.generate(**inputs, max_length=300)
|
| 107 |
+
response = tokenizer.decode(outputs[0], skip_special_tokens=True)
|
| 108 |
+
return json.loads(response), state
|
| 109 |
+
except Exception as e:
|
| 110 |
+
logging.error(f"Model parsing failed: {e}")
|
| 111 |
+
|
| 112 |
+
prompt_lower = prompt.lower().strip()
|
| 113 |
+
amount = None
|
| 114 |
+
match = re.search(r'\$?(\d{1,3}(?:,\d{3})*|\d+)(?:\.\d{2})?', prompt_lower)
|
| 115 |
+
if match:
|
| 116 |
+
try:
|
| 117 |
+
amount = float(match.group().replace(',', '').replace('$', ''))
|
| 118 |
+
except ValueError:
|
| 119 |
+
return {"error": "Invalid amount format detected. Please use a valid number (e.g., $200 or 200)."}, state
|
| 120 |
+
|
| 121 |
+
if not amount and not state.get("pending_prompt"):
|
| 122 |
+
return {"error": "No amount found in prompt. Please include an amount (e.g., $200)."}, state
|
| 123 |
+
|
| 124 |
+
account_mappings = {
|
| 125 |
+
"laptop": ("Laptop", "Asset"),
|
| 126 |
+
"inventory": ("Inventory", "Asset"),
|
| 127 |
+
"machinery": ("Machinery", "Asset"),
|
| 128 |
+
"building": ("Building", "Asset"),
|
| 129 |
+
"plant": ("Plant", "Asset"),
|
| 130 |
+
"office supplies": ("Office Supplies", "Expense"),
|
| 131 |
+
"cash": ("Cash", "Asset"),
|
| 132 |
+
"bank": ("Bank", "Asset"),
|
| 133 |
+
"receivable": ("Accounts Receivable", "Asset"),
|
| 134 |
+
"payable": ("Accounts Payable", "Liability"),
|
| 135 |
+
"loan": ("Loan Payable", "Liability"),
|
| 136 |
+
"equity": ("Owner's Equity", "Equity"),
|
| 137 |
+
"drawings": ("Drawings", "Equity"),
|
| 138 |
+
"sales": ("Sales Revenue", "Revenue"),
|
| 139 |
+
"rent": ("Rent Expense", "Expense"),
|
| 140 |
+
"salary": ("Salary Expense", "Expense"),
|
| 141 |
+
"wages": ("Salary Expense", "Expense")
|
| 142 |
+
}
|
| 143 |
+
|
| 144 |
+
debit_account = None
|
| 145 |
+
debit_type = None
|
| 146 |
+
credit_account = None
|
| 147 |
+
credit_type = None
|
| 148 |
+
payment_method = None
|
| 149 |
+
|
| 150 |
+
if state.get("pending_prompt"):
|
| 151 |
+
follow_up = prompt_lower
|
| 152 |
+
if follow_up in ["cash", "credit", "bank"]:
|
| 153 |
+
payment_method = follow_up
|
| 154 |
+
parsed = state["pending_parsed"]
|
| 155 |
+
debit_account = parsed["debit"]["account"]
|
| 156 |
+
debit_type = parsed["debit"]["type"]
|
| 157 |
+
amount = parsed["debit"]["amount"]
|
| 158 |
+
if payment_method == "cash":
|
| 159 |
+
credit_account, credit_type = "Cash", "Asset"
|
| 160 |
+
elif payment_method == "bank":
|
| 161 |
+
credit_account, credit_type = "Bank", "Asset"
|
| 162 |
+
elif payment_method == "credit":
|
| 163 |
+
credit_account, credit_type = "Accounts Payable", "Liability"
|
| 164 |
+
state = {} # Clear state after successful follow-up
|
| 165 |
+
else:
|
| 166 |
+
return {"error": "Please specify 'cash', 'credit', or 'bank'."}, state
|
| 167 |
+
else:
|
| 168 |
+
# Detect transaction type and accounts
|
| 169 |
+
for keyword, (account, acc_type) in account_mappings.items():
|
| 170 |
+
if keyword in prompt_lower:
|
| 171 |
+
if keyword in ["bought", "purchased"]:
|
| 172 |
+
for asset in ["laptop", "inventory", "machinery", "building", "plant", "office supplies"]:
|
| 173 |
+
if asset in prompt_lower:
|
| 174 |
+
debit_account, debit_type = account_mappings[asset]
|
| 175 |
+
break
|
| 176 |
+
if not debit_account:
|
| 177 |
+
debit_account, debit_type = "Inventory", "Asset" # Default asset
|
| 178 |
+
elif keyword in ["paid", "spent"]:
|
| 179 |
+
for expense in ["rent", "salary", "wages", "office supplies"]:
|
| 180 |
+
if expense in prompt_lower:
|
| 181 |
+
debit_account, debit_type = account_mappings[expense]
|
| 182 |
+
break
|
| 183 |
+
if not debit_account:
|
| 184 |
+
debit_account, debit_type = "Expense", "Expense" # Generic expense
|
| 185 |
+
# Detect payment method in initial prompt
|
| 186 |
+
if "cash" in prompt_lower:
|
| 187 |
+
credit_account, credit_type = "Cash", "Asset"
|
| 188 |
+
payment_method = "cash"
|
| 189 |
+
elif "bank" in prompt_lower:
|
| 190 |
+
credit_account, credit_type = "Bank", "Asset"
|
| 191 |
+
payment_method = "bank"
|
| 192 |
+
elif "credit" in prompt_lower:
|
| 193 |
+
credit_account, credit_type = "Accounts Payable", "Liability"
|
| 194 |
+
payment_method = "credit"
|
| 195 |
+
elif keyword in ["sold", "sales"]:
|
| 196 |
+
debit_account, debit_type = "Accounts Receivable", "Asset"
|
| 197 |
+
credit_account, credit_type = account_mappings["sales"]
|
| 198 |
+
elif keyword == "drawings":
|
| 199 |
+
debit_account, debit_type = "Drawings", "Equity"
|
| 200 |
+
credit_account, credit_type = "Cash", "Asset"
|
| 201 |
+
elif keyword == "loan":
|
| 202 |
+
debit_account, debit_type = "Cash", "Asset"
|
| 203 |
+
credit_account, credit_type = "Loan Payable", "Liability"
|
| 204 |
+
break
|
| 205 |
+
|
| 206 |
+
if debit_account and not credit_account and not payment_method:
|
| 207 |
+
return {
|
| 208 |
+
"status": "clarify",
|
| 209 |
+
"message": "Was this transaction made with cash, credit, or bank?",
|
| 210 |
+
"pending_parsed": {"debit": {"account": debit_account, "type": debit_type, "amount": amount}}
|
| 211 |
+
}, {"pending_prompt": prompt, "pending_parsed": {"debit": {"account": debit_account, "type": debit_type, "amount": amount}}}
|
| 212 |
+
|
| 213 |
+
if debit_account and credit_account:
|
| 214 |
+
return {
|
| 215 |
+
"debit": {"account": debit_account, "type": debit_type, "amount": amount},
|
| 216 |
+
"credit": {"account": credit_account, "type": credit_type, "amount": amount},
|
| 217 |
+
"payment_method": payment_method
|
| 218 |
+
}, state
|
| 219 |
+
return {"error": "Couldn’t interpret the transaction. Try 'Paid rent $400' or 'Bought a laptop for $200'."}, state
|
| 220 |
+
|
| 221 |
+
# Generate journal entry
|
| 222 |
+
def generate_journal_entry(parsed, state):
|
| 223 |
+
logging.info(f"Generating journal entry with parsed: {parsed}")
|
| 224 |
+
if "error" in parsed:
|
| 225 |
+
return parsed["error"], state
|
| 226 |
+
if parsed.get("status") == "clarify":
|
| 227 |
+
return parsed["message"], state
|
| 228 |
+
|
| 229 |
+
debit_account = parsed["debit"]["account"]
|
| 230 |
+
amount = parsed["debit"]["amount"]
|
| 231 |
+
credit_account = parsed["credit"]["account"]
|
| 232 |
+
credit_type = parsed["credit"]["type"]
|
| 233 |
+
|
| 234 |
+
cursor.execute("SELECT account_id, account_type, allow_posting FROM chart_of_accounts WHERE account_name = ?", (debit_account,))
|
| 235 |
+
debit_result = cursor.fetchone()
|
| 236 |
+
cursor.execute("SELECT account_id, account_type, allow_posting FROM chart_of_accounts WHERE account_name = ?", (credit_account,))
|
| 237 |
+
credit_result = cursor.fetchone()
|
| 238 |
+
|
| 239 |
+
if not debit_result or not credit_result:
|
| 240 |
+
return "One or both accounts not found.", state
|
| 241 |
+
if not debit_result[2] or not credit_result[2]:
|
| 242 |
+
return "Posting not allowed for one or both accounts.", state
|
| 243 |
+
if debit_result[1] != parsed["debit"]["type"] or credit_result[1] != credit_type:
|
| 244 |
+
return "Account type mismatch.", state
|
| 245 |
+
|
| 246 |
+
entry_id = str(uuid.uuid4())
|
| 247 |
+
date = datetime.datetime.now().isoformat()
|
| 248 |
+
description = state.get("pending_prompt", "Transaction")
|
| 249 |
+
try:
|
| 250 |
+
cursor.execute("""
|
| 251 |
+
INSERT INTO journal_entries (entry_id, date, debit_account_id, credit_account_id, amount, description)
|
| 252 |
+
VALUES (?, ?, ?, ?, ?, ?)
|
| 253 |
+
""", (entry_id, date, debit_result[0], credit_result[0], amount, description))
|
| 254 |
+
conn.commit()
|
| 255 |
+
logging.info(f"Journal entry created: Debit {debit_account} ${amount}, Credit {credit_account} ${amount}")
|
| 256 |
+
except sqlite3.Error as e:
|
| 257 |
+
logging.error(f"Database error: {e}")
|
| 258 |
+
return "Database error occurred.", state
|
| 259 |
+
|
| 260 |
+
return f"Journal Entry Recorded:\nDebit: {debit_account} ${amount}\nCredit: {credit_account} ${amount}", state
|
| 261 |
+
|
| 262 |
+
# Generate T-account
|
| 263 |
+
def generate_t_account(account_name):
|
| 264 |
+
cursor.execute("SELECT account_id FROM chart_of_accounts WHERE account_name = ?", (account_name,))
|
| 265 |
+
account_id = cursor.fetchone()
|
| 266 |
+
if not account_id:
|
| 267 |
+
logging.error(f"Account {account_name} not found.")
|
| 268 |
+
return "Account not found."
|
| 269 |
+
|
| 270 |
+
account_id = account_id[0]
|
| 271 |
+
try:
|
| 272 |
+
cursor.execute("""
|
| 273 |
+
SELECT date, amount, description, 'Debit' as type FROM journal_entries WHERE debit_account_id = ?
|
| 274 |
+
UNION
|
| 275 |
+
SELECT date, amount, description, 'Credit' as type FROM journal_entries WHERE credit_account_id = ?
|
| 276 |
+
ORDER BY date
|
| 277 |
+
""", (account_id, account_id))
|
| 278 |
+
entries = cursor.fetchall()
|
| 279 |
+
logging.info(f"Retrieved {len(entries)} entries for T-account: {account_name}")
|
| 280 |
+
except sqlite3.Error as e:
|
| 281 |
+
logging.error(f"SQL error in generate_t_account: {e}")
|
| 282 |
+
return "Error retrieving T-account data."
|
| 283 |
+
|
| 284 |
+
t_account = f"T-Account for {account_name}\n{'='*50}\n{'Debit':<20} | {'Credit':<20} | Description\n{'-'*50}\n"
|
| 285 |
+
debit_total = 0
|
| 286 |
+
credit_total = 0
|
| 287 |
+
for date, amount, desc, entry_type in entries:
|
| 288 |
+
if entry_type == "Debit":
|
| 289 |
+
t_account += f"${amount:<19} | {'':<20} | {desc}\n"
|
| 290 |
+
debit_total += amount
|
| 291 |
+
else:
|
| 292 |
+
t_account += f"{'':<20} | ${amount:<19} | {desc}\n"
|
| 293 |
+
credit_total += amount
|
| 294 |
+
t_account += f"{'-'*50}\nTotal Debit: ${debit_total:<10} | Total Credit: ${credit_total}\n"
|
| 295 |
+
|
| 296 |
+
return t_account
|
| 297 |
+
|
| 298 |
+
# Gradio chat function
|
| 299 |
+
def chat_function(message, history, state=None):
|
| 300 |
+
if state is None:
|
| 301 |
+
state = {}
|
| 302 |
+
initialize_chart_of_accounts()
|
| 303 |
+
logging.info("Initialized state and chart of accounts")
|
| 304 |
+
|
| 305 |
+
logging.info(f"Received message: {message}")
|
| 306 |
+
|
| 307 |
+
if message.lower().startswith("t-account "):
|
| 308 |
+
account_name = message[10:].strip()
|
| 309 |
+
if account_name:
|
| 310 |
+
response = generate_t_account(account_name)
|
| 311 |
+
else:
|
| 312 |
+
response = "Please provide an account name (e.g., 't-account Cash')."
|
| 313 |
+
else:
|
| 314 |
+
parsed, state = parse_prompt(message, state)
|
| 315 |
+
response, state = generate_journal_entry(parsed, state)
|
| 316 |
+
|
| 317 |
+
if history is not None:
|
| 318 |
+
history.append({"role": "user", "content": message})
|
| 319 |
+
history.append({"role": "assistant", "content": response})
|
| 320 |
+
else:
|
| 321 |
+
history = [
|
| 322 |
+
{"role": "user", "content": message},
|
| 323 |
+
{"role": "assistant", "content": response}
|
| 324 |
+
]
|
| 325 |
+
|
| 326 |
+
return history, state, "" # Clear the textbox
|
| 327 |
+
|
| 328 |
+
# Gradio interface
|
| 329 |
+
with gr.Blocks() as demo:
|
| 330 |
+
gr.Markdown("# AI ERP System")
|
| 331 |
+
gr.Markdown("Enter accounting prompts naturally (e.g., 'Paid rent $400' or 't-account Cash'). I’ll guide you like an experienced accountant if clarification is needed.")
|
| 332 |
+
chatbot = gr.Chatbot(type="messages")
|
| 333 |
+
msg = gr.Textbox(placeholder="Type your prompt here...", lines=1, submit_btn=None)
|
| 334 |
+
clear = gr.Button("Clear")
|
| 335 |
+
|
| 336 |
+
state = gr.State({})
|
| 337 |
+
|
| 338 |
+
msg.submit(chat_function, [msg, chatbot, state], [chatbot, state, msg])
|
| 339 |
+
clear.click(lambda: ([], {}, ""), None, [chatbot, state, msg], queue=False)
|
| 340 |
+
|
| 341 |
+
# Launch Gradio
|
| 342 |
+
if __name__ == "__main__":
|
| 343 |
+
demo.launch(server_name="0.0.0.0", server_port=7860)
|