Parsing and processing of IBM eXchange format (IXF)
Project description
DB2IXF Parser
DB2IXF parser is an open-source python package that simplifies the parsing and processing of IBM Integration eXchange Format (IXF) files. IXF is a file format used by IBM's DB2 database system for data import and export operations. This package provides a streamlined solution for extracting data from IXF files and converting it to various formats, including JSON, JSONLINE, CSV, Parquet and Deltalake.
Features
- Parse IXF files: The package allows you to parse IXF files and extract the rows of data stored within them.
- Convert to multiple formats: The parsed data can be easily converted to JSON, JSONLINE, CSV, Parquet, or Deltalake format, providing flexibility for further analysis and integration with other systems.
- Support for file-like objects: IXF Parser supports file-like objects as input, enabling direct parsing of IXF data from file objects, making it convenient for handling large datasets without the need for intermediate file storage.
- Minimal dependencies: The package has few dependencies (ebcdic, pyarrow, deltalake, chardet, typer) which are automatically installed alongside the package.
- CLI: command line tool called
db2ixf
comes with the package. (Does not support Deltalake format)
Hypothesis
- 1O1: One IXF file contains One table.
Getting Started
Installation
You can install DB2 IXF Parser using pip:
pip install db2ixf
Usage
Here are some examples of how to use DB2 IXF Parser:
CLI
Start with this:
db2ixf --help
Result:
Usage: db2ixf [OPTIONS] COMMAND [ARGS]...
A command-line tool (CLI) for parsing and converting IXF (IBM DB2
Import/Export Format) files to various formats such as JSON, JSONLINE, CSV and
Parquet. Easily parse and convert IXF files to meet your data processing needs.
+- Options -------------------------------------------------------------------+
| --version -v Show the version of the CLI. |
| --install-completion Install completion for the current shell. |
| --show-completion Show completion for the current shell, to |
| copy it or customize the installation. |
| --help Show this message and exit. |
+-----------------------------------------------------------------------------+
+- Commands ------------------------------------------------------------------+
| csv Parse ixf FILE and convert it to a csv OUTPUT. |
| json Parse ixf FILE and convert it to a json OUTPUT. |
| jsonline Parse ixf FILE and convert it to a jsonline OUTPUT. |
| parquet Parse ixf FILE and convert it to a parquet OUTPUT. |
+-----------------------------------------------------------------------------+
Made with heart :D
Parsing an IXF file
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser
path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
parser = IXFParser(f)
# rows = parser.parse() # Deprecated !
rows = parser.get_row() # Python generator
for row in rows:
print(row)
with open(path, mode='rb') as f:
parser = IXFParser(f)
rows = parser.get_all_rows() # Loads into memory !
for row in rows:
print(row)
Converting to JSON
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser
path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
parser = IXFParser(f)
output_path = Path('path/to/output/file.json')
with open(output_path, mode='w', encoding='utf-8') as output_file:
parser.to_json(output_file)
Converting to JSONLINE
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser
path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
parser = IXFParser(f)
output_path = Path('path/to/output/file.jsonl')
with open(output_path, mode='w', encoding='utf-8') as output_file:
parser.to_jsonline(output_file)
Converting to CSV
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser
path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
parser = IXFParser(f)
output_path = Path('path/to/output/file.csv')
with open(output_path, mode='w', encoding='utf-8') as output_file:
parser.to_csv(output_file)
Converting to Parquet
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser
path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
parser = IXFParser(f)
output_path = Path('path/to/output/file.parquet')
with open(output_path, mode='wb') as output_file:
parser.to_parquet(output_file)
Converting to Deltalake
# coding=utf-8
from pathlib import Path
from db2ixf import IXFParser
path = Path('path/to/IXF/file.XXX.IXF')
with open(path, mode='rb') as f:
parser = IXFParser(f)
output_path = 'path/to/output/'
parser.to_deltalake(output_path)
For a detailed story and usage, please refer to the documentation.
Precautions
There are cases where the parsing can fail and sometimes can lead to data loss:
- Completely corrupted ixf file: It is usually an extraction issue.
- Partially corrupted ixf file, it contains some corrupted Rows/Lines that the
parser can not parse.
- Parser calculates rate of corrupted rows then compares it to an accepted
rate of corrupted rows which you can set by this environment variable
DB2IXF_ACCEPTED_CORRUPTION_RATE
(int = 1)%. - If the rate of corrupted rows is bigger than the accepted rate the parser raises an exception.
- Parser calculates rate of corrupted rows then compares it to an accepted
rate of corrupted rows which you can set by this environment variable
- Unsupported data type : please contact the owners/maintainers/contributors so you can get help otherwise any PR is welcomed.
Case: encoding issues
Parsing can lead to data loss in case the found or the detected encoding is
not able to decode some extracted fields/columns.
Parser tries to decode using:
1. The found encoding (found in the column record)
2. Other encodings like cp437
3. The detected encoding using a third party package (chardet)
4. Encodings like utf-8 and utf-32
5. Ignore errors which can lead to data loss !
Before using the package in production, try to test in debug mode so you can
detect data loss.
Contributing
IXF Parser is actively seeking contributions to enhance its features and reliability. Your participation is valuable in shaping the future of the project.
We appreciate your feedback, bug reports, and feature requests. If you encounter any issues or have ideas for improvement, please open an issue on the GitHub repository.
For any questions or assistance during the contribution process, feel free to reach out by opening an issue on the GitHub repository.
Thank you for considering contributing to IXF Parser. Let's work together to create a powerful and dependable tool for working with DB2's IXF files.
Todo
- Search for contributors/maintainers/sponsors.
- Add tests (Manual testing was done but need write unit tests).
- Adding new collector for the floating point data type.
- Adding new collectors for other ixf data types: binary ...etc.
- Improve documentation.
- Add a CLI.
- Improve CLI: output can be optional.
- Add better ci-cd.
- Improve Makefile.
-
Support multiprocessing. -
Support archived inputs: only python not CLI ? - Add logging.
- Add support for deltalake
- Add support for pyarrow
License
IXF Parser is released under the AGPL-3.0 License.
Support
If you encounter any issues or have questions about using IXF Parser, please open an issue on the GitHub repository. We will do our best to address them promptly.
Conclusion
IXF Parser offers a convenient solution for parsing and processing IBM DB2's IXF files. With its ease of use and support for various output formats, it provides a valuable tool for working with DB2 data. We hope that you find this package useful in your data analysis and integration workflows.
Give it a try and let us know your feedback. Happy parsing!
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