Python-based metadata-driven parser for SWIFT/ISO 15022 messages
Project description
SWIFT Parser (Python)
A Python parser for ISO 15022 messages used for messaging in securities trading by the SWIFT network. This parser is designed to handle the standard format of SWIFT financial messages.
Features
- Parses any FIN MT message defined by the ISO 15022 standard
- Supports Block 1, Block 2, Block 3 (User Header), Block 4 (Message Content), and Block 5 (Trailer)
- Extensive field pattern support with over 100 different field formats
- Parses structured fields (including complex fields like 50K, 59, etc.)
- Non-validating - generously parses messages not 100% compliant with the ISO standard
- One-way parsing only - doesn't generate MT messages
- Metadata-driven approach using field pattern definitions
- Handles complex nested blocks and multi-line fields
- Produces a structured Abstract Syntax Tree (AST) representation of messages
- Robust error handling for malformed fields
Installation
From PyPI
$ pip install swift-parser-py
From Source
$ git clone https://github.com/solchos/swift-parser.git
$ cd swift-parser
$ pip install -e .
Usage
from swift_parser_py.swift_parser import SwiftParser
# Initialize the parser
parser = SwiftParser()
# Parse a SWIFT message
with open('message.txt', 'r') as file:
swift_message = file.read()
# Method 1: Using process() for direct result
result = parser.process(swift_message)
print(result)
# Method 2: Using parse() with a callback
def callback(err, result):
if err:
print(f"Error: {err}")
else:
print(result)
parser.parse(swift_message, callback)
It is also possible to run the parser from the command line:
$ python -m swift_parser_py.swift_parser path/to/message.txt
Architecture
The parser is composed of several specialized components:
Core Components
- SwiftParser: Main entry point that orchestrates the parsing process
- FinParser: Parses the high-level block structure of SWIFT messages
- MtParser: Parses the fields within Block 4 (Message Text)
- Block-specific parsers:
block1_parser.py: Parses Block 1 (Basic Header)block2_parser.py: Parses Block 2 (Application Header)block3_parser.py: Parses Block 3 (User Header, optional)block5_parser.py: Parses Block 5 (Trailer, optional)
Field Parsing
- FieldParser: Parses individual field content based on field patterns
- FieldRegexpFactory: Generates regular expressions for field validation
- Field pattern definitions: Stored in
metadata/patterns.json
Block 5 (Trailer) Support
The parser fully supports Block 5 (Trailer) with the following features:
- Parses all standard Block 5 tags:
CHK: Checksum (mandatory)TNG: Test & Training Message (optional)PDE: Possible Duplicate Emission (optional)DLM: Delayed Message (optional)MRF: Message Reference (optional)PDM: Possible Duplicate Message (optional)SYS: System Originated Message (optional)
- Provides detailed parsing for structured tags:
- Extracts time, date, BIC, session number, and sequence number from PDE, PDM, and SYS tags
- Extracts date, time, original date, BIC, session number, and sequence number from MRF tags
- Handles empty tag values correctly
- Maintains the original content structure for reference
Parsing Process
- The message is first parsed into blocks using
FinParser - Each block is then parsed by its specific parser
- For Block 4, fields are extracted using
MtParser - Each field's content is parsed using pattern definitions
- For Block 5, tags are extracted and structured data is parsed
- The result is a structured AST (Abstract Syntax Tree)
Field Patterns Support
The parser supports an extensive set of field patterns as defined in the ISO 15022 standard:
- Basic field types (16x, 35x, etc.)
- Currency and amount fields (3!a15d)
- Date and time fields (6!n, 8!n, etc.)
- Complex structured fields (addresses, multi-line fields)
- Special field formats for different message types
For more details about field patterns, see FIELD_PATTERNS.md
Message Types Support
The parser supports all standard SWIFT MT message types, including but not limited to:
- MT101: Request for Transfer
- MT103: Single Customer Credit Transfer
- MT202: General Financial Institution Transfer
- MT202COV: Cover Payment
- MT205: Financial Institution Transfer Execution
- MT900: Confirmation of Debit
- MT910: Confirmation of Credit
- MT940: Customer Statement
- MT942: Interim Statement
- MT950: Statement Message
Example
Parsing this SWIFT message:
{1:F01EXAMPLEBANK0001000001}{2:I103RECEIVERBANK0000N}{3:{108:MSGREF2023}{121:REF-XYZ-789}}{4:
:20:CUSTREF2023-001
:23B:CRED
:32A:230803USD5000,00
:33B:USD5000,00
:50K:/87654321
SENDER COMPANY LTD
123 SENDER STREET, CITY
:52A:ORDERBANK
:53A:SENDERBANK
:57A:RECEIVERBANK
:59:/12345678
BENEFICIARY NAME
15 BENEFICIARY ROAD
:70:PAYMENT FOR SERVICES
INVOICE 2023-001
:71A:SHA
:72:/ACC/INTERNAL TRANSFER
-}{5:{CHK:123456789ABC}{PDE:1348120811BANKFRPPAXXX2222123456}}
Results in a structured dictionary with blocks and parsed fields:
{
"block1": {
"block_id": 1,
"content": "F01EXAMPLEBANK0001000001",
"application_id": "F",
"service_id": "01",
"receiving_lt_id": "EXAMPLEBANK0",
"session_number": "0010",
"sequence_number": "00001"
},
"block2": {
"content": "I103RECEIVERBANK0000N",
"block_id": 2,
"direction": "I",
"msg_type": "103",
"bic": "RECEIVERBA",
"prio": "N"
},
"block3": {
"block_id": 3,
"tags": {
"108": "MSGREF2023",
"121": "REF-XYZ-789"
},
"content": [
{
"name": "108",
"content": [
"MSGREF2023"
]
},
{
"name": "121",
"content": [
"REF-XYZ-789"
]
}
]
},
"block4": {
"fields": [
{
"type": "20",
"option": "",
"fieldValue": "CUSTREF2023-001",
"content": ":20:CUSTREF2023-001",
"ast": {
"Reference Number": "CUSTREF2023-001"
}
},
{
"type": "23",
"option": "B",
"fieldValue": "CRED",
"content": ":23B:CRED",
"ast": {
"Bank Operation Code": "CRED"
}
},
{
"type": "32",
"option": "A",
"fieldValue": "230803USD5000,00",
"content": ":32A:230803USD5000,00",
"ast": {
"Date": "230803",
"Currency": "USD",
"Amount": "5000,00"
}
},
{
"type": "33",
"option": "B",
"fieldValue": "USD5000,00",
"content": ":33B:USD5000,00",
"ast": {
"Currency": "USD",
"Instructed Amount": "5000,00"
}
},
{
"type": "50",
"option": "K",
"fieldValue": "/87654321\nSENDER COMPANY LTD\n123 SENDER STREET, CITY",
"content": ":50K:/87654321\nSENDER COMPANY LTD\n123 SENDER STREET, CITY",
"ast": {
"Account": "/87654321",
"Name": "SENDER COMPANY LTD",
"Address": ["123 SENDER STREET, CITY"],
"Name and Address": ["SENDER COMPANY LTD", "123 SENDER STREET, CITY"]
}
},
{
"type": "52",
"option": "A",
"fieldValue": "ORDERBANK",
"content": ":52A:ORDERBANK",
"ast": {
"BIC": "ORDERBANK"
}
},
{
"type": "53",
"option": "A",
"fieldValue": "SENDERBANK",
"content": ":53A:SENDERBANK",
"ast": {
"BIC": "SENDERBANK"
}
},
{
"type": "57",
"option": "A",
"fieldValue": "RECEIVERBANK",
"content": ":57A:RECEIVERBANK",
"ast": {
"BIC": "RECEIVERBANK"
}
}
// Additional fields omitted for brevity
]
},
"block5": {
"block_id": 5,
"tags": {
"CHK": "123456789ABC",
"PDE": "1348120811BANKFRPPAXXX2222123456"
},
"content": [
{
"name": "CHK",
"content": [
"123456789ABC"
]
},
{
"name": "PDE",
"content": [
"1348120811BANKFRPPAXXX2222123456"
]
}
],
"pde_details": {
"time": "1348",
"date": "120811",
"bic": "BANKFRPPAXXX",
"session_number": "2222",
"sequence_number": "123456"
}
}
}
## Usage Examples
### 1. Basic Parsing
```python
from swift_parser_py.swift_parser import SwiftParser
# Initialize the parser
parser = SwiftParser()
# Parse a SWIFT message
swift_message = "{1:F01EXAMPLEBANK0001000001}{2:I103RECEIVERBANK0000N}..."
result = parser.process(swift_message)
# Access basic message information
msg_type = result['block2']['msg_type'] # "103"
sender_bic = result['block2']['bic'] # "RECEIVERBA"
# Access specific fields
reference = result['block4']['fields'][0]['fieldValue'] # "CUSTREF2023-001"
amount = result['block4']['fields'][2]['ast']['Amount'] # "5000,00"
currency = result['block4']['fields'][2]['ast']['Currency'] # "USD"
sender_name = result['block4']['fields'][4]['ast']['Name'] # "SENDER COMPANY LTD"
beneficiary_account = result['block4']['fields'][8]['ast']['Account'] # "/12345678"
2. Callback-Based Processing
from swift_parser_py.swift_parser import SwiftParser
def message_callback(err, result):
if err:
print(f"Error parsing message: {err}")
else:
# Process the result
print(f"Message type: MT{result['block2']['msg_type']}")
print(f"Reference: {result['block4']['fields'][0]['fieldValue']}")
print(f"Amount: {result['block4']['fields'][2]['ast']['Amount']} {result['block4']['fields'][2]['ast']['Currency']}")
# Initialize the parser
parser = SwiftParser()
# Parse with callback
parser.parse(swift_message, message_callback)
3. Command-Line Usage
You can run the parser directly from the command line:
# Using the module
python -m swift_parser_py.swift_parser path/to/message.txt
# Output will be printed to the console in JSON format
4. Processing Multiple Messages
import os
from swift_parser_py.swift_parser import SwiftParser
def process_directory(directory_path):
parser = SwiftParser()
results = []
for filename in os.listdir(directory_path):
if filename.endswith('.txt'):
file_path = os.path.join(directory_path, filename)
with open(file_path, 'r') as file:
swift_message = file.read()
try:
result = parser.process(swift_message)
results.append({
'filename': filename,
'parsed': result,
'status': 'success'
})
except Exception as e:
results.append({
'filename': filename,
'error': str(e),
'status': 'error'
})
return results
# Process all messages in a directory
results = process_directory('path/to/messages')
5. Error Handling
from swift_parser_py.swift_parser import SwiftParser
parser = SwiftParser()
# Method 1: Using try/except
try:
result = parser.process(swift_message)
# Check for field parsing errors
for field in result['block4']['fields']:
if 'ast' in field and 'error' in field['ast']:
print(f"Warning: Field {field['type']}{field.get('option', '')} parsing error: {field['ast']['error']}")
except Exception as e:
print(f"Error parsing message: {e}")
# Method 2: Using callback
def callback(err, result):
if err:
print(f"Error: {err}")
else:
# Process the result
print(f"Message type: MT{result['block2']['msg_type']}")
print(f"Reference: {result['block4']['fields'][0]['fieldValue']}")
# Parse with callback
parser.parse(swift_message, callback)
6. Database Integration
import sqlite3
from swift_parser_py.swift_parser import SwiftParser
def store_messages_in_db(messages_directory, db_path):
# Initialize parser and database
parser = SwiftParser()
conn = sqlite3.connect(db_path)
cursor = conn.cursor()
# Create table if it doesn't exist
cursor.execute('''
CREATE TABLE IF NOT EXISTS swift_messages (
id INTEGER PRIMARY KEY AUTOINCREMENT,
msg_type TEXT,
reference TEXT,
amount TEXT,
currency TEXT,
sender TEXT,
receiver TEXT,
raw_message TEXT,
parsed_data TEXT,
created_at TIMESTAMP DEFAULT CURRENT_TIMESTAMP
)
''')
# Process messages and store in database
for filename in os.listdir(messages_directory):
if filename.endswith('.txt'):
with open(os.path.join(messages_directory, filename), 'r') as file:
swift_message = file.read()
try:
result = parser.process(swift_message)
# Extract key fields
msg_type = result['block2']['msg_type']
reference = result['block4']['fields'][0]['fieldValue'] # Field 20
# These fields might not exist in all messages
amount = None
currency = None
for field in result['block4']['fields']:
if field['type'] == '32' and field.get('option') == 'A':
amount = field['ast'].get('Amount')
currency = field['ast'].get('Currency')
break
sender = result['block1']['receiving_lt_id']
receiver = result['block2']['bic']
# Store in database
cursor.execute(
"INSERT INTO swift_messages (msg_type, reference, amount, currency, sender, receiver, raw_message, parsed_data) VALUES (?, ?, ?, ?, ?, ?, ?, ?)",
(msg_type, reference, amount, currency, sender, receiver, swift_message, json.dumps(result))
)
except Exception as e:
print(f"Error processing {filename}: {e}")
# Commit changes and close connection
conn.commit()
conn.close()
7. Integration with Web Applications
Flask API Example
from flask import Flask, request, jsonify
from swift_parser_py.swift_parser import SwiftParser
app = Flask(__name__)
parser = SwiftParser()
@app.route('/parse', methods=['POST'])
def parse_message():
if 'message' not in request.json:
return jsonify({'error': 'No message provided'}), 400
swift_message = request.json['message']
try:
result = parser.process(swift_message)
return jsonify(result)
except Exception as e:
return jsonify({'error': str(e)}), 500
if __name__ == '__main__':
app.run(debug=True)
Django Integration
# In views.py
from django.http import JsonResponse
from django.views.decorators.csrf import csrf_exempt
import json
from swift_parser_py.swift_parser import SwiftParser
parser = SwiftParser()
@csrf_exempt
def parse_swift_message(request):
if request.method == 'POST':
try:
data = json.loads(request.body)
if 'message' not in data:
return JsonResponse({'error': 'No message provided'}, status=400)
swift_message = data['message']
result = parser.process(swift_message)
return JsonResponse(result)
except json.JSONDecodeError:
return JsonResponse({'error': 'Invalid JSON'}, status=400)
except Exception as e:
return JsonResponse({'error': str(e)}, status=500)
return JsonResponse({'error': 'Method not allowed'}, status=405)
8. Integration with Message Queues
import json
import pika
from swift_parser_py.swift_parser import SwiftParser
# Initialize the parser
parser = SwiftParser()
# Set up RabbitMQ connection
connection = pika.BlockingConnection(pika.ConnectionParameters('localhost'))
channel = connection.channel()
channel.queue_declare(queue='swift_messages')
channel.queue_declare(queue='parsed_messages')
def callback(ch, method, properties, body):
try:
# Parse the message
swift_message = body.decode('utf-8')
result = parser.process(swift_message)
# Publish the parsed result to another queue
channel.basic_publish(
exchange='',
routing_key='parsed_messages',
body=json.dumps(result)
)
# Acknowledge the message
ch.basic_ack(delivery_tag=method.delivery_tag)
except Exception as e:
# Handle error
print(f"Error processing message: {e}")
# Reject the message (could be requeued if needed)
ch.basic_nack(delivery_tag=method.delivery_tag, requeue=False)
# Start consuming messages
channel.basic_consume(queue='swift_messages', on_message_callback=callback)
print('Waiting for messages. To exit press CTRL+C')
channel.start_consuming()
9. Parallel Processing with Multiprocessing
For processing large volumes of messages:
import multiprocessing
from swift_parser_py.swift_parser import SwiftParser
import os
import json
def process_file(file_path):
try:
parser = SwiftParser()
with open(file_path, 'r') as file:
swift_message = file.read()
result = parser.process(swift_message)
return {'file': file_path, 'result': result}
except Exception as e:
return {'file': file_path, 'error': str(e)}
def parallel_process_messages(message_dir, output_dir, num_processes=None):
# Get all message files
file_paths = [os.path.join(message_dir, f) for f in os.listdir(message_dir) if f.endswith('.txt')]
# Use multiprocessing to parse messages in parallel
with multiprocessing.Pool(processes=num_processes or multiprocessing.cpu_count()) as pool:
results = pool.map(process_file, file_paths)
# Process results
for item in results:
if 'error' in item:
print(f"Error processing {item['file']}: {item['error']}")
else:
# Save parsed result to JSON file
output_file = os.path.join(output_dir, os.path.basename(item['file']).replace('.txt', '.json'))
with open(output_file, 'w') as f:
json.dump(item['result'], f, indent=2)
print(f"Processed {item['file']} -> {output_file}")
Testing
The project includes comprehensive tests in the tests directory:
# Run all tests
python -m unittest discover -s swift_parser_py/tests
# Run specific test files
python -m unittest swift_parser_py.tests.test_block3_parser
python -m unittest swift_parser_py.tests.test_patterns
python -m unittest swift_parser_py.tests.test_comprehensive
Sample test output:
=== SWIFT MESSAGE PARSING RESULTS ===
BLOCK 1 (BASIC HEADER):
Application ID: F
Service ID: 01
Receiving LT ID: EXAMPLEBANK0
Session Number: 0010
Sequence Number: 00001
BLOCK 2 (APPLICATION HEADER):
Message Type: MT103
Direction: I
BIC: RECEIVERBA
Priority: N
BLOCK 3 (USER HEADER):
Tag 108: MSGREF2023
Tag 121: REF-XYZ-789
BLOCK 4 (TEXT BLOCK):
Field 20: CUSTREF2023-001
Field 23B: CRED
Field 32A: 230803USD5000,00
Field 33B: USD5000,00
Field 50K: /87654321...
Field 52A: ORDERBANK
Field 53A: SENDERBANK
Field 57A: RECEIVERBANK
Field 59: /12345678...
Field 70: PAYMENT FOR SERVICES...
Field 71A: SHA
Field 72: /ACC/INTERNAL TRANSFER
The test suite includes:
- Tests for various message types (MT103, MT940, MT202, etc.)
- Tests for messages with and without Block 3
- Tests for complex nested blocks and multi-line fields
- Tests for structured fields like 50K and 59
- Tests for field pattern parsing
- Tests for error handling and edge cases
Contributing
Contributions are welcome! If you'd like to contribute, please:
- Fork the repository
- Create a feature branch
- Add your changes and tests
- Submit a pull request
Advanced Features
10. Custom Field Patterns
import json
from swift_parser_py.swift_parser import SwiftParser
# Load custom patterns
with open('custom_patterns.json', 'r') as file:
custom_patterns = json.load(file)
# Initialize parser with custom patterns
parser = SwiftParser(field_patterns=custom_patterns)
11. Message Validation
from swift_parser_py.swift_parser import SwiftParser
def validate_swift_message(swift_message):
parser = SwiftParser()
validation_errors = []
try:
result = parser.process(swift_message)
# Check for required fields
required_fields = ['20', '23B', '32A', '50K', '59']
found_fields = [field['type'] for field in result['block4']['fields']]
for field in required_fields:
if field not in found_fields:
validation_errors.append(f"Missing required field: {field}")
# Check for field parsing errors
for field in result['block4']['fields']:
if 'ast' in field and 'error' in field['ast']:
validation_errors.append(f"Field {field['type']}{field.get('option', '')} parsing error: {field['ast']['error']}")
# Validate specific fields
for field in result['block4']['fields']:
if field['type'] == '32' and field.get('option') == 'A':
# Validate date format
date = field['ast'].get('Date', '')
if len(date) != 6:
validation_errors.append(f"Invalid date format in field 32A: {date}")
# Validate currency code
currency = field['ast'].get('Currency', '')
if len(currency) != 3:
validation_errors.append(f"Invalid currency code in field 32A: {currency}")
return {
'valid': len(validation_errors) == 0,
'errors': validation_errors,
'parsed_data': result
}
except Exception as e:
return {
'valid': False,
'errors': [f"Error parsing message: {str(e)}"],
'parsed_data': None
}
Future Enhancements
Potential areas for future development:
- Message validation against ISO 15022 standards
- Message generation capabilities
- Support for additional message types and field formats
- Performance optimizations for large message volumes
- Integration with message queues and event-driven architectures
License
Licensed under the MIT License. See LICENSE for more information.
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