clutgen 0.2.0

CLUTGen, a flexible ADC LUT generator for embedded systems.

CLUTGen

CLUTGen automates the creation of Look-Up Tables for embedded systems, converting raw ADC readings into calibrated physical units such as temperature, pressure, or distance.

Given a set of calibration samples, CLUTGen fits an interpolation curve and generates a production-ready .c/.h pair with the full LUT precomputed for every possible ADC reading.

For Zephyr west module usage, see the zephyr branch.

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Requirements

• Python 3.10+
• numpy, plotly

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Installation

From PyPI:

pip install clutgen

From source:

pip install .

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Usage

clutgen [OPTIONS] input_files...

Argument	Description
input_files	One or more .toml configuration files
-o, --output-dir	Output directory for generated files (default: ./clutgenerated)
-n, --name	Base name for the generated .c/.h files (default: lookup_tables)
--preview	Open an interactive view comparing all interpolation methods before generation

Interpolation method (mutually exclusive, default: --linear):

Flag	Method
-l, --linear	Linear interpolation
-s, --splines	Cubic spline interpolation
-p, --polynomial	Best-fit polynomial up to degree 7
-w, --piecewise	Zero-order hold (step-like)
-d, --idw	Inverse Distance Weighting

Examples:

# Explore interpolation methods interactively before choosing
clutgen --preview ./calibration/temperature.toml ./calibration/pressure.toml

# Generate with splines after exploring
clutgen --splines ./calibration/temperature.toml ./calibration/pressure.toml

# Custom output directory and file name
clutgen -o ./src/generated -n sensor_luts ./calibration/temperature.toml

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TOML Configuration

Each sensor requires a TOML configuration file and a CSV with its calibration samples.

CSV schema:

raw,calibration

Where raw is the ADC reading and calibration is the expected output value at that reading.

TOML schema:

name = "temp_sensor"                # C identifier — used as <n>_lut in generated code
description = "ambient temperature" # Used in Doxygen comments and plot titles
table_resolution_bits = 12          # ADC resolution in bits (e.g., 12 → 4096 entries)
lut_type = "int16_t"                # C type for the generated array

samples_csv = "./data/temperature_samples.csv"  # Relative to this file, or absolute

# Optional
interpolation = "polynomial"        # Overrides the CLI interpolation method for this LUT

Interpolation Methods

Value	Description
linear	Linear interpolation between calibration points. Default.
splines	Cubic spline interpolation; smooth transitions between points.
polynomial	Best-fit polynomial up to degree 7; prone to oscillation with sparse data.
piecewise	Zero-order hold; constant value between points, step-like output.
idw	Inverse Distance Weighting; weighted average of all known points.

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Output

For each run, CLUTGen produces two files:

• <name>.h — extern declarations with Doxygen comments, safe to include anywhere in the project
• <name>.c — full LUT definitions, compiled once and linked

Each configured sensor produces an array named <n>_lut, where n is the name field from the TOML:

#include "lookup_tables.h"

int val = temp_sensor_lut[adc_reading];