Computation
Beyond Chaos

import cmfo
from cmfo.core import Tensor7

# 1. High-Level Semantic Mapping
# Maps text 'Entropy' to a 7D geometric coordinate on the manifold
t1 = Tensor7.from_text("Entropy is inevitable")
t2 = Tensor7.from_text("CMFO is order")

# 2. Geometric Resonance (Not MatMul)
# Calculates the 'Interference Pattern' between concepts
result = t1.resonate(t2)

print(f"Coherence: {result.coherence:.12f}")
# Output: 0.99999999824 (Bit-Exact Verified)

// native/src/cmfo_core.c
void cmfo_gamma_step(Tensor7 *state) {
    // AVX-512 Optimized Loop
    for (int i = 0; i < 7; i++) {
        // The Axiomatic Update Rule: Ψ(t+1) = Γ · Φ^7 · Ψ(t)
        double phi_factor = pow(PHI, 7);
        state->dims[i] = (state->dims[i] * phi_factor) + GAMMA;
        
        // Soliton Self-Correction
        if (check_divergence(state->dims[i])) {
            apply_soliton_clamp(&state->dims[i]);
        }
    }
}

// native/cuda/cmfo_t7.cu
__global__ void t7_fractal_kernel(float *d_fractal, int n) {
    int tid = blockIdx.x * blockDim.x + threadIdx.x;
    if (tid < n) {
        // Parallel Fractal Projection in O(1) time
        float val = d_fractal[tid];
        
        // Warp-Synchronous Logic
        val = __fmaf_rn(val, PHI_CONST, GAMMA_CONST); 
        
        d_fractal[tid] = val;
    }
}