Removed debugging prints
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@ -379,26 +379,24 @@ class CholNet(nn.Module):
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# S[i,j] e (0, pi) where i = 2..n, j = 2..i
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# S[i,j] e (0, pi) where i = 2..n, j = 2..i
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# We already ensure S > 0 in _chol_from_flat_sphe_chol
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# We already ensure S > 0 in _chol_from_flat_sphe_chol
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# We ensure < pi by applying tanh*pi to all applicable elements
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# We ensure < pi by applying tanh*pi to all applicable elements
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#import pdb
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# pdb.set_trace()
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S = sphe_chol
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S = sphe_chol
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n = self.action_dim
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n = self.action_dim
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L = th.zeros_like(sphe_chol)
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L = th.zeros_like(sphe_chol)
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for i in range(n):
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for i in range(n):
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t = 1
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t = 1
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s = ''
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#s = ''
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for j in range(i+1):
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for j in range(i+1):
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maybe_cos = 1
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maybe_cos = 1
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s_maybe_cos = ''
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#s_maybe_cos = ''
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if i != j:
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if i != j:
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maybe_cos = th.cos(th.tanh(S[i, j+1])*pi)
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maybe_cos = th.cos(th.tanh(S[i, j+1])*pi)
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s_maybe_cos = 'cos([l_'+str(i+1)+']_'+str(j+2)+')'
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s_maybe_cos = 'cos([l_'+str(i+1)+']_'+str(j+2)+')'
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L[i, j] = S[i, 0] * t * maybe_cos
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L[i, j] = S[i, 0] * t * maybe_cos
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print('[L_'+str(i+1)+']_'+str(j+1) +
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# print('[L_'+str(i+1)+']_'+str(j+1) +
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'=[l_'+str(i+1)+']_1'+s+s_maybe_cos)
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# '=[l_'+str(i+1)+']_1'+s+s_maybe_cos)
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if j <= i and j < n-1 and i < n:
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if j <= i and j < n-1 and i < n:
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t *= th.sin(th.tanh(S[i, j+1])*pi)
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t *= th.sin(th.tanh(S[i, j+1])*pi)
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s += 'sin([l_'+str(i+1)+']_'+str(j+2)+')'
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#s += 'sin([l_'+str(i+1)+']_'+str(j+2)+')'
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return L
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return L
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def _ensure_positive_func(self, x):
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def _ensure_positive_func(self, x):
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