Update app.py
Browse files
app.py
CHANGED
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@@ -4,10 +4,15 @@ 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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# Database setup
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conn = sqlite3.connect("erp.db")
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@@ -17,21 +22,24 @@ cursor = conn.cursor()
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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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@@ -45,14 +53,25 @@ ACCOUNT_RULES = {
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"Expense": {"increase": "Debit", "decrease": "Credit"}
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}
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#
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def initialize_chart_of_accounts():
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accounts = [
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("1", "
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("1.1", "
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("1.
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("2", "
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("3", "
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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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@@ -61,61 +80,103 @@ def initialize_chart_of_accounts():
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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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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
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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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#
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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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#
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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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credit_type = parsed["credit"]["type"]
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#
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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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credit_result = cursor.fetchone()
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if not debit_result or not credit_result:
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return "
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if not debit_result[
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return "Posting not allowed for one or both accounts."
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#
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entry_id = str(uuid.uuid4())
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date = datetime.datetime.now().isoformat()
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cursor.execute("""
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@@ -138,15 +199,21 @@ def generate_t_account(account_name):
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SELECT amount, description, 'Debit' as type FROM journal_entries WHERE debit_account_id = ?
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UNION
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SELECT amount, description, 'Credit' as type FROM journal_entries WHERE credit_account_id = ?
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""", (account_id, account_id))
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entries = cursor.fetchall()
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t_account = f"T-Account for {account_name}\n{'
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for amount, desc, entry_type in entries:
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if entry_type == "Debit":
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t_account += f"${amount} |
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else:
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t_account += f"
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return t_account
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@@ -154,19 +221,22 @@ def generate_t_account(account_name):
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if __name__ == "__main__":
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initialize_chart_of_accounts()
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# Test prompt
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prompt = "Bought a laptop for $200 on cash"
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result = generate_journal_entry(prompt)
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print(result)
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# Test T-account
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t_account = generate_t_account("Laptop")
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print(t_account)
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#
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result = generate_journal_entry(prompt)
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print(result)
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if "did you buy on credit" in result.lower():
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result = generate_journal_entry(prompt, "Yes")
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print(result)
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import uuid
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import datetime
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# Initialize AI model (Mistral-7B placeholder; replace with actual model)
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model_name = "mistralai/Mixtral-8x7B-Instruct-v0.1"
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try:
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tokenizer = AutoTokenizer.from_pretrained(model_name)
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model = AutoModelForCausalLM.from_pretrained(model_name)
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except:
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# Fallback for demo (mock AI response)
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tokenizer = None
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model = None
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# Database setup
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conn = sqlite3.connect("erp.db")
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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 NOT NULL,
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account_type TEXT NOT NULL,
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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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FOREIGN KEY (parent_id) REFERENCES chart_of_accounts(account_id)
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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 NOT NULL,
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debit_account_id TEXT NOT NULL,
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credit_account_id TEXT NOT NULL,
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amount REAL NOT NULL,
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description TEXT,
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FOREIGN KEY (debit_account_id) REFERENCES chart_of_accounts(account_id),
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FOREIGN KEY (credit_account_id) REFERENCES chart_of_accounts(account_id)
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)
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""")
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conn.commit()
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"Expense": {"increase": "Debit", "decrease": "Credit"}
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}
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# Initialize chart of accounts
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def initialize_chart_of_accounts():
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accounts = [
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("1", "Assets", "Asset", None, True, False),
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("1.1", "Fixed Assets", "Asset", "1", True, False),
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("1.1.1", "Plant", "Asset", "1.1", True, True),
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("1.1.2", "Machinery", "Asset", "1.1", True, True),
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("1.1.3", "Building", "Asset", "1.1", True, True),
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("1.2", "Current Assets", "Asset", "1", True, False),
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("1.2.1", "Cash", "Asset", "1.2", True, True),
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("1.2.2", "Laptop", "Asset", "1.2", True, True),
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("2", "Liabilities", "Liability", None, True, False),
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("2.1", "Accounts Payable", "Liability", "2", True, True),
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("3", "Equity", "Equity", None, True, False),
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("3.1", "Owner's Capital", "Equity", "3", True, True),
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("4", "Revenue", "Revenue", None, True, False),
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("4.1", "Sales", "Revenue", "4", True, True),
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("5", "Expenses", "Expense", None, True, False),
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("5.1", "Operating Expenses", "Expense", "5", 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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""", accounts)
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conn.commit()
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# Parse prompt using AI model (or fallback)
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def parse_prompt(prompt):
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if model and tokenizer:
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input_text = f"""
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Parse the following accounting prompt into a JSON object with:
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- debit: {account, type, amount}
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- credit: {account, type, amount}
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- payment_method: 'cash' or 'credit' or null
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Prompt: {prompt}
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"""
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inputs = tokenizer(input_text, return_tensors="pt")
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outputs = model.generate(**inputs, max_length=300)
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response = tokenizer.decode(outputs[0], skip_special_tokens=True)
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try:
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return json.loads(response)
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except:
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pass
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# Fallback parsing for common scenarios
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prompt_lower = prompt.lower()
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amount = None
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for word in prompt_lower.split():
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if word.startswith("$"):
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try:
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amount = float(word[1:])
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break
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except:
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pass
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if not amount:
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return None
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if "laptop" in prompt_lower:
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debit_account = "Laptop"
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debit_type = "Asset"
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if "cash" in prompt_lower:
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credit_account = "Cash"
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credit_type = "Asset"
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payment_method = "cash"
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elif "credit" in prompt_lower:
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credit_account = "Accounts Payable"
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credit_type = "Liability"
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payment_method = "credit"
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else:
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return {"debit": {"account": "Laptop", "type": "Asset", "amount": amount}, "credit": None, "payment_method": None}
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return {
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"debit": {"account": debit_account, "type": debit_type, "amount": amount},
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"credit": {"account": credit_account, "type": credit_type, "amount": amount},
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"payment_method": payment_method
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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 provide more details."
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debit_account = parsed["debit"]["account"]
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amount = parsed["debit"]["amount"]
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payment_method = parsed.get("payment_method")
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# Handle ambiguous payment method
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if not payment_method and not follow_up_response:
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return {"status": "clarify", "message": "Wonderful, did you buy on credit? (Yes/No)"}
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# Determine credit account
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credit_account = None
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credit_type = None
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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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elif payment_method == "cash":
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credit_account = parsed["credit"]["account"]
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credit_type = parsed["credit"]["type"]
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elif payment_method == "credit":
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credit_account = "Accounts Payable"
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credit_type = "Liability"
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else:
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return "Invalid payment method specified."
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# Validate accounts
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cursor.execute("SELECT account_id, account_type, 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, account_type, allow_posting FROM chart_of_accounts WHERE account_name = ?", (credit_account,))
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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 "One or both accounts not found in chart of accounts."
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if not debit_result[2] or not credit_result[2]:
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return "Posting not allowed for one or both accounts."
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# Validate account types
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if debit_result[1] != parsed["debit"]["type"] or credit_result[1] != credit_type:
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return "Account type mismatch."
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# Create journal entry
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entry_id = str(uuid.uuid4())
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date = datetime.datetime.now().isoformat()
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cursor.execute("""
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SELECT amount, description, 'Debit' as type FROM journal_entries WHERE debit_account_id = ?
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UNION
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SELECT amount, description, 'Credit' as type FROM journal_entries WHERE credit_account_id = ?
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ORDER BY date
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""", (account_id, account_id))
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entries = cursor.fetchall()
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t_account = f"T-Account for {account_name}\n{'='*50}\n{'Debit':<20} | {'Credit':<20} | Description\n{'-'*50}\n"
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debit_total = 0
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credit_total = 0
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for amount, desc, entry_type in entries:
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if entry_type == "Debit":
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t_account += f"${amount:<19} | {'':<20} | {desc}\n"
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debit_total += amount
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else:
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t_account += f"{'':<20} | ${amount:<19} | {desc}\n"
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credit_total += amount
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t_account += f"{'-'*50}\nTotal Debit: ${debit_total:<10} | Total Credit: ${credit_total}\n"
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return t_account
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if __name__ == "__main__":
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initialize_chart_of_accounts()
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# Test prompt (cash purchase)
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prompt = "Bought a laptop for $200 on cash"
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result = generate_journal_entry(prompt)
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print(result)
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# Test prompt (ambiguous payment method)
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prompt = "Bought a laptop for $300"
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result = generate_journal_entry(prompt)
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print(result)
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if isinstance(result, dict) and result["status"] == "clarify":
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result = generate_journal_entry(prompt, "Yes")
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print(result)
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# Test T-account
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t_account = generate_t_account("Laptop")
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print(t_account)
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# Clean up
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conn.close()
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