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import jax | ||
import jax.numpy as jnp | ||
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import jaxsim | ||
from jaxsim.math.cross import Cross | ||
from jaxsim.physics.model.physics_model import PhysicsModel | ||
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def coriolis(model: PhysicsModel, q: jnp.ndarray, qd: jnp.ndarray) -> None: | ||
""" | ||
Coriolis matrix | ||
""" | ||
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# Extract data from the physics model | ||
pre_X_λi = model.tree_transforms | ||
M = model.spatial_inertias | ||
i_X_pre = model.joint_transforms(q=q) | ||
S = model.motion_subspaces(q=q) | ||
λ = model.parent_array() | ||
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# Initialize buffers | ||
v = jnp.array([jnp.zeros([6, 1])] * model.NB) | ||
Sd = jnp.array([jnp.zeros([6, 1])] * model.NB) | ||
BC = jnp.array([jnp.zeros([6, 1])] * model.NB) | ||
IC = jnp.array([jnp.zeros([6, 1])] * model.NB) | ||
Ic = jnp.zeros([6, 6]) | ||
Bc = jnp.zeros([6, 6]) | ||
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def loop_pass_1(carry: Pass1Carry, i: jtp.Int) -> Tuple[Pass1Carry, None]: | ||
vJ = S[i] * qd[i] | ||
v_i = i_X_λi[i] @ v[λ[i]] + vJ | ||
v = v.at[i].set(v_i) | ||
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Sd_i = Cross.vx(v[i]) @ S[i] | ||
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IC = IC.at[i].set(MC[i]) | ||
BC_i = ( | ||
Cross.vx_star(v[i]) @ Cross.vx_star_bar(IC[i] @ v[i]) | ||
- IC[i] @ Cross.vx(v[i]) | ||
) / 2 | ||
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return (i_X_λi, v, Sd, BC, IC), None | ||
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jax.lax.scan( | ||
loop_pass_1, | ||
(i_X_λi, v, Sd, BC, IC), | ||
jnp.arange(1, n + 1), | ||
) | ||
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F_1 = jnp.zeros([6, 6]) | ||
F_2 = jnp.zeros([6, 6]) | ||
F_3 = jnp.zeros([6, 6]) | ||
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def loop_pass_2(carry: Pass2Carry, i: jtp.Int) -> Tuple[Pass2Carry, None]: | ||
ii = i - 1 | ||
i_X_λi, v, Sd, BC, IC = carry | ||
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# Compute parent-to-child transform | ||
i_X_λi_i = i_X_pre[i] @ pre_X_λi[i] | ||
i_X_λi = i_X_λi.at[i].set(i_X_λi_i) | ||
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# Propagate link velocity | ||
vJ = S[i] * qd[ii] * (qd.size != 0) | ||
v_i = i_X_λi[i] @ v[λ[i]] + vJ | ||
v = v.at[i].set(v_i) | ||
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Sd_i = Cross.vx(v[i]) @ S[i] | ||
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IC = IC.at[i].set(MC[i]) | ||
BC_i = ( | ||
Cross.vx_star(v[i]) @ Cross.vx_star_bar(IC[i] @ v[i]) | ||
- IC[i] @ Cross.vx(v[i]) | ||
) / 2 | ||
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InnerLoopCarry = Tuple[jtp.MatrixJax, jtp.MatrixJax, jtp.MatrixJax] | ||
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def inner_loop_body( | ||
carry: InnerLoopCarry, i: jtp.Int | ||
) -> Tuple[InnerLoopCarry, None]: | ||
F_1 = i_X_λi[i] @ F_1 | ||
F_2 = i_X_λi[i] @ F_2 | ||
F_3 = i_X_λi[i] @ F_3 | ||
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C_ij = S[i].T @ F_1 | ||
C_ji = (Sd[i].T @ F_2) + (S[i].T @ F_3).T | ||
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H_ij = S[i].T @ F_2 | ||
H_ji = H_ij.T | ||
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Hd_ij = Sd[i].T @ F_2 + S[i].T @ (F_1 + F_3) | ||
Hd_ji = Hd_ij.T | ||
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i = λ[i] | ||
return (F_1, F_2, F_3), None | ||
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jax.lax.while_loop( | ||
body_fun=inner_loop_body, | ||
cond_fun=i > 0, | ||
init_val=0, | ||
) | ||
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Ic = Ic + i_X_λi[i] @ IC[i] @ i_X_λi[i].T | ||
Bc = Bc + i_X_λi[i] @ BC[i] @ i_X_λi[i].T | ||
return (i_X_λi, v, Sd, BC, IC), None | ||
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jax.lax.scan( | ||
loop_pass_2, | ||
(i_X_λi, v, Sd, BC, IC), | ||
jnp.arange(1, n + 1), | ||
) | ||
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return Ic, Bc |