jm function FN --module MOD — function (free C function, no class)¶

A function is a free, module-level C function exposed to Python. No state, no class — just a named function that takes inputs and (optionally) writes to output buffers. Multiple jm function calls into the same module compose into a library of utilities.

Concrete examples: a pure unit conversion (Q15→float, Celsius→Kelvin, bytes→hex), a lookup-table query, a one-shot format detector, a CRC, a string normaliser, or any pure computation where a per-call object would be overkill.

The example below uses real generated output.

Command¶

jm new my_dsp --module io
jm function q15_to_float --module io \
    --param input:int16_t[] \
    --out-param output:float[] \
    --param n:size_t

--param declares input arrays (auto const-qualified) and scalar params; --out-param declares writable output arrays (const dropped). This scaffolds the function with a blank <<IMPLEMENT>> stub, shown below; see What you fill in for the body.

Already have the implementation in another file? Add --impl file::funcname (e.g. --impl /tmp/impl.c::q15_to_float) to the command above and it lifts that function's body directly into the generated file instead of leaving a stub — no separate fill-in step. The function's _core.c is a sacred file — once written, jm apply never overwrites it — so lifting a real body in is safe and has no splice-into-existing-file hazard.

--impl also takes a line range: --impl file::N:M lifts lines N..M (inclusive, 1-based) verbatim instead of a named body — handy when the source isn't a clean standalone function. Out-of-bounds or inverted ranges error cleanly. --replace old::new applies string substitutions to the lifted text before injection.

What you get¶

native/inc/io/io_core.h (declaration)¶

void q15_to_float(const int16_t *input,  size_t input_len,
                  float         *output, size_t output_len,
                  size_t n);

input is const; output is not. The header and implementation always match.

native/src/io/q15_to_float.c (stub — the function's own sacred file)¶

/* <<IMPLEMENT: q15_to_float>> */
void
q15_to_float(const int16_t *input,  size_t input_len,
             float         *output, size_t output_len,
             size_t n)
{
    (void)input; (void)input_len;
    (void)output; (void)output_len;
    (void)n;
}

The Python binding (io_ext.c) auto-generates: numpy-array acquisition for input (read-only, C-contiguous), allocation of output if the caller didn't pass one (or write-through if they did), and the scalar parsing for n.

What you fill in¶

The function body. For Q15 → float that's two lines:

void
q15_to_float(const int16_t *input,  size_t input_len,
             float         *output, size_t output_len,
             size_t n)
{
    for (size_t i = 0; i < n; i++)
        output[i] = (float)input[i] / 32768.0f;
}

Python usage¶

import numpy as np
from my_dsp.io import q15_to_float

inp = np.arange(-32768, 32768, dtype=np.int16)
out = np.empty(inp.size, dtype=np.float32)
q15_to_float(inp, out, inp.size)               # positional
q15_to_float(input=inp, output=out, n=inp.size)  # or by keyword

Generated functions are positional-or-keyword: each parameter can be passed positionally or by name. Keyword capability is essentially free; you only pay the keyword-matching cost (~12–25 ns/arg) when you actually pass by name. See Arguments: positional vs keyword for the full cost model and the project-wide rule (the per-sample step()/steps() hot path stays positional-only).

Variants¶

• Multiple outputs — repeat --out-param.
• Inline (header-only) — pass --inline to emit a static inline body in _core.h so the function inlines at every call site. Good for short, pure functions.
• --out-type T — the function allocates and returns a fresh T[] ndarray instead of writing through an --out-param, sized from the first array param's length (or the first integer scalar param, if there's no array param). jm function make_window --module win --param n:size_t --out-type float generates void make_window(float *out, size_t n), called from Python as make_window(512).
• --result-field name:type — emit a list of {name, type} records per call (repeatable).

Concrete types¶

The function preset has the narrowest slot allowlist of any template — no strings, no string-enums, no 2-D arrays. Need those? Wrap the logic in an object preset instead.