user: Demonstrate the C code that generates the assembly output below:

```asm
<calculateNumericalDiffusionResGradQuad>:
  endbr64
  mov    %edi,%eax
  test   %edi,%edi
  jle    L7
  push   %r15
  mov    %r8,%r10
  mov    %rcx,%r8
  sub    $0x1,%eax
  push   %r14
  mov    %esi,%edi
  mov    %r9,%r14
  movapd %xmm0,%xmm7
  push   %r13
  mov    %edx,%r13d
  mov    %rcx,%rdx
  mov    %esi,%ecx
  push   %r12
  imul   %r13d,%ecx
  lea    0x8(%rdx,%rax,8),%rax
  xor    %r11d,%r11d
  push   %rbp
  xor    %r9d,%r9d
  lea    -0x1(%r13),%esi
  push   %rbx
  sub    $0x58,%rsp
  movq   D11(%rip),%xmm6
  movsd  D53(%rip),%xmm8
  mov    %ecx,0xc(%rsp)
  mov    %rax,0x10(%rsp)
  nopl   0x0(%rax,%rax,1)
L14:
  movsd  (%r8),%xmm0
  test   %edi,%edi
  jle    L34
  movapd %xmm7,%xmm4
  movslq %r11d,%rdx
  lea    -0x1(%rdi),%eax
  mov    %r9d,%r12d
  mulsd  %xmm8,%xmm4
  add    %rdx,%rax
  pxor   %xmm3,%xmm3
  movsd  D58(%rip),%xmm5
  lea    0x0(,%rdx,8),%rbp
  lea    0x8(%r10,%rax,8),%r15
  lea    (%r10,%rbp,1),%rbx
  add    0x90(%rsp),%rbp
  mulsd  %xmm0,%xmm4
  nopl   0x0(%rax,%rax,1)
L56:
  movsd  (%rbx),%xmm0
  movapd %xmm3,%xmm1
  movapd %xmm0,%xmm2
  andpd  %xmm6,%xmm2
  mulsd  %xmm4,%xmm2
  test   %r13d,%r13d
  jle    L33
  movslq %r12d,%rcx
  mov    %esi,%edx
  movapd %xmm3,%xmm1
  add    %rcx,%rdx
  lea    (%r14,%rcx,8),%rax
  lea    0x8(%r14,%rdx,8),%rdx
  cs nopw 0x0(%rax,%rax,1)
L25:
  movsd  (%rax),%xmm0
  add    $0x8,%rax
  mulsd  %xmm0,%xmm0
  addsd  %xmm0,%xmm1
  cmp    %rax,%rdx
  jne    L25
  ucomisd %xmm1,%xmm3
  ja     L16
L33:
  sqrtsd %xmm1,%xmm1
L36:
  addsd  %xmm5,%xmm1
  add    $0x8,%rbx
  add    $0x8,%rbp
  add    %r13d,%r12d
  divsd  %xmm1,%xmm2
  movsd  %xmm2,-0x8(%rbp)
  cmp    %rbx,%r15
  jne    L56
L34:
  add    $0x8,%r8
  add    0xc(%rsp),%r9d
  add    %edi,%r11d
  cmp    0x10(%rsp),%r8
  jne    L14
  add    $0x58,%rsp
  pop    %rbx
  pop    %rbp
  pop    %r12
  pop    %r13
  pop    %r14
  pop    %r15
  ret
L7:
  ret
L16:
  movapd %xmm1,%xmm0
  mov    %esi,0x4c(%rsp)
  mov    %r10,0x40(%rsp)
  mov    %edi,0x48(%rsp)
  mov    %r11d,0x3c(%rsp)
  mov    %r9d,0x38(%rsp)
  mov    %r8,0x30(%rsp)
  movsd  %xmm7,0x28(%rsp)
  movsd  %xmm2,0x20(%rsp)
  movsd  %xmm4,0x18(%rsp)
  call   <sqrt@plt>
  mov    D53(%rip),%rax
  mov    0x4c(%rsp),%esi
  pxor   %xmm3,%xmm3
  mov    0x40(%rsp),%r10
  mov    0x48(%rsp),%edi
  movapd %xmm0,%xmm1
  movq   %rax,%xmm8
  mov    0x3c(%rsp),%r11d
  mov    0x38(%rsp),%r9d
  mov    D58(%rip),%rax
  mov    0x30(%rsp),%r8
  movq   D11(%rip),%xmm6
  movsd  0x28(%rsp),%xmm7
  movsd  0x20(%rsp),%xmm2
  movsd  0x18(%rsp),%xmm4
  movq   %rax,%xmm5
  jmp    L36
```

tool_calls: name: retrieve_data
arguments: data_label: D11
type_infered: qword
name: retrieve_data
arguments: data_label: D53
type_infered: f64
name: retrieve_data
arguments: data_label: D58
type_infered: byte[8]

tool: D11: 9223372036854775807

tool: D53: 0.5

tool: {"D58": [0x3a,0x8c,0x30,0xe2,0x8e,0x79,0x45,0x3e]}

assistant: ```c
void calculateNumericalDiffusionResGradQuad(int nElements_global, int nQuadraturePoints_element, int nSpace, double shockCapturingDiffusion, double *elementDiameter, double *strong_residual, double *grad_u, double *numDiff) {
  int eN, k, I;
  double h, num, den, n_grad_u;
  for (eN = 0; eN < nElements_global; eN++) {
    h = elementDiameter[eN];
    for (k = 0; k < nQuadraturePoints_element; k++) {
      n_grad_u = 0.0;
      for (I = 0; I < nSpace; I++) {
        n_grad_u += grad_u[eN * nQuadraturePoints_element * nSpace + k * nSpace + I] * grad_u[eN * nQuadraturePoints_element * nSpace + k * nSpace + I];
      }
      num = shockCapturingDiffusion * 0.5 * h * fabs(strong_residual[eN * nQuadraturePoints_element + k]);
      den = sqrt(n_grad_u) + 1.0e-8;
      numDiff[eN * nQuadraturePoints_element + k] = num / den;
    }
  }
}
```