Create app.py
Browse files
app.py
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| 1 |
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import sqlite3
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| 2 |
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import json
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from transformers import AutoModelForCausalLM, AutoTokenizer
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import uuid
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import datetime
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# Initialize AI model (Mistral-7B)
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model_name = "mistralai/Mixtral-8x7B-Instruct-v0.1"
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name)
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# Database setup
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conn = sqlite3.connect("erp.db")
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cursor = conn.cursor()
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# Create tables
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cursor.execute("""
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CREATE TABLE IF NOT EXISTS chart_of_accounts (
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account_id TEXT PRIMARY KEY,
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account_name TEXT,
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account_type TEXT,
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parent_id TEXT,
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allow_budgeting BOOLEAN,
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allow_posting BOOLEAN
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)
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""")
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cursor.execute("""
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CREATE TABLE IF NOT EXISTS journal_entries (
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entry_id TEXT PRIMARY KEY,
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date TEXT,
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debit_account_id TEXT,
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credit_account_id TEXT,
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amount REAL,
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description TEXT
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)
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""")
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conn.commit()
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# Debit/Credit rules
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ACCOUNT_RULES = {
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"Asset": {"increase": "Debit", "decrease": "Credit"},
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"Liability": {"increase": "Credit", "decrease": "Debit"},
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"Equity": {"increase": "Credit", "decrease": "Debit"},
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"Revenue": {"increase": "Credit", "decrease": "Debit"},
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"Expense": {"increase": "Debit", "decrease": "Credit"}
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}
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# Sample chart of accounts
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def initialize_chart_of_accounts():
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accounts = [
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("1", "Fixed Assets", "Asset", None, True, False),
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("1.1", "Plant", "Asset", "1", True, True),
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("1.2", "Machinery", "Asset", "1", True, True),
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("2", "Cash", "Asset", None, True, True),
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("3", "Accounts Payable", "Liability", None, True, True)
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]
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cursor.executemany("""
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INSERT OR REPLACE INTO chart_of_accounts
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(account_id, account_name, account_type, parent_id, allow_budgeting, allow_posting)
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VALUES (?, ?, ?, ?, ?, ?)
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""", accounts)
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conn.commit()
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# Parse prompt using AI model
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def parse_prompt(prompt):
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input_text = f"Parse the following accounting prompt and return a JSON object with debit and credit accounts, amount, and payment method (cash or credit). Prompt: {prompt}"
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inputs = tokenizer(input_text, return_tensors="pt")
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outputs = model.generate(**inputs, max_length=200)
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response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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# Assume model returns JSON-like string
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try:
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parsed = json.loads(response)
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return parsed
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except:
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# Fallback parsing
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if "laptop" in prompt.lower() and "cash" in prompt.lower():
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return {
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"debit": {"account": "Laptop", "type": "Asset", "amount": 200},
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"credit": {"account": "Cash", "type": "Asset", "amount": 200},
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"payment_method": "cash"
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}
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return None
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# Generate journal entry
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def generate_journal_entry(prompt, follow_up_response=None):
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parsed = parse_prompt(prompt)
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if not parsed:
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return "Unable to parse prompt. Please clarify."
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debit_account = parsed["debit"]["account"]
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credit_account = parsed["credit"]["account"]
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amount = parsed["debit"]["amount"]
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payment_method = parsed.get("payment_method")
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# Follow-up for payment method
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if not payment_method:
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return "Wonderful, did you buy on credit? (Yes/No)"
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# Adjust credit account for credit purchases
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if follow_up_response and follow_up_response.lower() == "yes":
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credit_account = "Accounts Payable"
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credit_type = "Liability"
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else:
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credit_type = parsed["credit"]["type"]
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# Find account IDs
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cursor.execute("SELECT account_id, allow_posting FROM chart_of_accounts WHERE account_name = ?", (debit_account,))
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debit_result = cursor.fetchone()
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cursor.execute("SELECT account_id, allow_posting FROM chart_of_accounts WHERE account_name = ?", (credit_account,))
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| 111 |
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credit_result = cursor.fetchone()
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if not debit_result or not credit_result:
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return "Invalid account names."
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| 115 |
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if not debit_result[1] or not credit_result[1]:
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return "Posting not allowed for one or both accounts."
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| 117 |
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# Save journal entry
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entry_id = str(uuid.uuid4())
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| 120 |
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date = datetime.datetime.now().isoformat()
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| 121 |
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cursor.execute("""
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| 122 |
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INSERT INTO journal_entries (entry_id, date, debit_account_id, credit_account_id, amount, description)
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| 123 |
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VALUES (?, ?, ?, ?, ?, ?)
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""", (entry_id, date, debit_result[0], credit_result[0], amount, prompt))
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conn.commit()
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| 126 |
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| 127 |
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return f"Journal Entry Created: Debit {debit_account} ${amount}, Credit {credit_account} ${amount}"
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| 128 |
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| 129 |
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# Generate T-account
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| 130 |
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def generate_t_account(account_name):
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| 131 |
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cursor.execute("SELECT account_id FROM chart_of_accounts WHERE account_name = ?", (account_name,))
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| 132 |
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account_id = cursor.fetchone()
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| 133 |
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if not account_id:
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| 134 |
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return "Account not found."
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| 135 |
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account_id = account_id[0]
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| 137 |
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cursor.execute("""
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| 138 |
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SELECT amount, description, 'Debit' as type FROM journal_entries WHERE debit_account_id = ?
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| 139 |
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UNION
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| 140 |
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SELECT amount, description, 'Credit' as type FROM journal_entries WHERE credit_account_id = ?
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| 141 |
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""", (account_id, account_id))
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| 142 |
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entries = cursor.fetchall()
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| 143 |
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| 144 |
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t_account = f"T-Account for {account_name}\n{'-'*40}\nDebit | Credit\n{'-'*40}\n"
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| 145 |
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for amount, desc, entry_type in entries:
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| 146 |
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if entry_type == "Debit":
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| 147 |
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t_account += f"${amount} | | {desc}\n"
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| 148 |
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else:
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| 149 |
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t_account += f" | ${amount} | {desc}\n"
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| 150 |
+
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| 151 |
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return t_account
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| 152 |
+
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| 153 |
+
# Example usage
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| 154 |
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if __name__ == "__main__":
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| 155 |
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initialize_chart_of_accounts()
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| 156 |
+
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| 157 |
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# Test prompt
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| 158 |
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prompt = "Bought a laptop for $200 on cash"
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| 159 |
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result = generate_journal_entry(prompt)
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| 160 |
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print(result)
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| 161 |
+
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| 162 |
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# Test T-account
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| 163 |
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t_account = generate_t_account("Laptop")
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| 164 |
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print(t_account)
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| 165 |
+
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| 166 |
+
# Test follow-up
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| 167 |
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prompt = "Bought a laptop for $200"
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| 168 |
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result = generate_journal_entry(prompt)
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| 169 |
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print(result)
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| 170 |
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if "did you buy on credit" in result.lower():
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| 171 |
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result = generate_journal_entry(prompt, "Yes")
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| 172 |
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print(result)
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