Gamma-ray burst (GRB) afterglow arises from a relativistic shock driven into the ambient medium, which generates tangled magnetic fields and accelerates relativistic electrons that radiate the observed synchrotron emission. In relativistic collisionless shocks the postshock magnetic field B is produced by the two-stream and/or Weibel instabilities on plasma skindepth scales (c/ω p ), and is oriented predominantly within the shock plane (B ⊥ ; transverse to the shock normal,n sh ), and is often approximated to be completely within it (B ≡n sh · B = 0). Current 2D/3D particle-in-cell simulations are limited to short timescales and box sizes 10 4 (c/ω p ) R/Γ sh much smaller than the shocked region's comoving width, and hence cannot probe the asymptotic downstream B structure. We constrain the latter using the linear polarization upper limit, |Π| < 12%, on the radio afterglow of GW 170817 / GRB 170817A. Afterglow polarization depends on the jet's angular structure, our viewing angle, and the B structure. In GW 170817 / GRB 170817A the latter can be tightly constrained since the former two are well-constrained by its exquisite observations. We model B as an isotropic field in 3D that is stretched alongn sh by a factor ξ ≡ B /B ⊥ , whose initial value ξ f ≡ B , f /B ⊥, f describes the field that survives downstream on plasma scales R/Γ sh . We calculate Π(ξ f ) by integrating over the entire shocked volume for a Gaussian or power-law core-dominated structured jet, with a local Blandford-McKee self-similar radial profile (used for evolving ξ downstream). We find that independent of the exact jet structure, B has a finite, but initially sub-dominant, parallel component: 0.57 ξ f 0.89, making it less anisotropic. While this motivates numerical studies of the asymptotic B structure in relativistic collisionless shocks, it may be consistent with turbulence amplified magnetic field.