khiops-kni 11.0.1

Khiops Native Interface (KNI) - Python bindings and C library for model deployment and scoring.

Khiops Native Interface (KNI) - Python Package

Python bindings for the Khiops Native Interface (KNI), enabling direct deployment of Khiops models from Python without temporary files.

Installation

pip install khiops-kni

Quick Start

from kni import KNI

# Initialize KNI wrapper
kni = KNI()

# Open a stream for recoding
stream_handle = kni.open_stream(
    dictionary_file_name="model.kdic",
    dictionary_name="MyDictionary",
    header_line="feature1\tfeature2\tfeature3",
    field_separator="\t"
)

# Recode records
input_record = "value1\tvalue2\tvalue3"
ret_code, output_record = kni.recode_stream_record(stream_handle, input_record)

if ret_code == KNI.KNI_OK:
    print(f"Output: {output_record}")
else:
    print(f"Error: {kni.get_error_message(ret_code)}")

# Close the stream
kni.close_stream(stream_handle)

Features

• Cross-platform: Works on Windows, Linux, and macOS
• Easy to use: Pythonic API wrapping the C library
• High performance: Direct C library calls via ctypes
• Multi-table support: Handle complex multi-table schemas
• Comprehensive error handling: Clear error messages for debugging

API Overview

KNI Class

Main class for interacting with the Khiops Native Interface.

Methods

• get_version() - Get KNI version as integer
• get_full_version() - Get full version string
• set_log_file_name(log_file_name) - Set error log file
• open_stream(dictionary_file_name, dictionary_name, header_line, field_separator) - Open a stream
• close_stream(stream_handle) - Close a stream
• recode_stream_record(stream_handle, input_record) - Recode a record
• set_secondary_header_line(stream_handle, data_path, header_line) - Set secondary table header (multi-table)
• set_external_table(stream_handle, data_root, data_path, data_table_file_name) - Set external table (multi-table)
• finish_opening_stream(stream_handle) - Finish opening multi-table stream
• set_secondary_input_record(stream_handle, data_path, input_record) - Set secondary record (multi-table)
• get_stream_max_memory() - Get max memory for stream
• set_stream_max_memory(max_mb) - Set max memory for stream
• get_error_message(error_code) - Get human-readable error message

Multi-Table Example

from kni import KNI

kni = KNI()

# Open stream with main table header
stream_handle = kni.open_stream(
    "model.kdic", "MainDict", "id\tname\tvalue", "\t"
)

# Set secondary table header
kni.set_secondary_header_line(
    stream_handle, "Details", "detail_id\tmain_id\tinfo"
)

# Set external table
kni.set_external_table(
    stream_handle, "RefData", "", "reference.txt"
)

# Finish opening for multi-table
kni.finish_opening_stream(stream_handle)

# Set secondary records before recoding main record
kni.set_secondary_input_record(stream_handle, "Details", "1\t100\tinfo1")
kni.set_secondary_input_record(stream_handle, "Details", "2\t100\tinfo2")

# Recode main record
ret_code, output = kni.recode_stream_record(stream_handle, "100\tJohn\t42")

kni.close_stream(stream_handle)

Requirements

• Python 3.10 or later
• The KhiopsNativeInterface C library is bundled with this package

License

BSD-3-Clause-Clear

Links

• Khiops Website
• Documentation
• GitHub Repository
• Issue Tracker

Support

For questions or issues, please visit the issue tracker or contact [e-mail].