threshold-iszero4

4-bit zero detector. Outputs 1 if all 4 input bits are zero.

Function

iszero4(a, b, c, d) = 1 if (a + b + c + d) == 0, else 0

Equivalent to 4-input NOR gate.

Architecture

Single neuron: weights [-1, -1, -1, -1], bias 0

Fires when: -a - b - c - d + 0 >= 0, i.e., all inputs are 0.

Parameters

Inputs	4
Outputs	1
Neurons	1
Layers	1
Parameters	5
Magnitude	4

Usage

from safetensors.torch import load_file
import torch

w = load_file('model.safetensors')

def iszero4(a, b, c, d):
    inp = torch.tensor([float(a), float(b), float(c), float(d)])
    return int((inp @ w['neuron.weight'].T + w['neuron.bias'] >= 0).item())

print(iszero4(0, 0, 0, 0))  # 1 (is zero)
print(iszero4(0, 0, 0, 1))  # 0 (not zero)

License

MIT