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29 changes: 29 additions & 0 deletions paddle_quantum/utils.py
Original file line number Diff line number Diff line change
Expand Up @@ -1599,3 +1599,32 @@ def decompose(matrix):
pauli_form.append(pauli_site)

return pauli_form

def plot_density_graph(density_op, width = 0.5):
r"""绘制密度矩阵的3D直方图。

Args:
density_op (numpy.ndarray or paddle.Tensor): 输入的量子态列表,可以支持态矢量和密度矩阵

Returns:
plt.Figure: 输入的密度矩阵对应的3D直方图
"""

if not isinstance(density_op, np.ndarray):
density_op = density_op.numpy()
op_real = density_op.real
op_imag = density_op.imag

fig = plt.figure()
ax_real = fig.add_subplot(121, projection = '3d', title = "density_real")
ax_imag = fig.add_subplot(122, projection = '3d', title = "density_imag")

xx, yy = np.meshgrid(list(range(op_real.shape[0])), list(range(op_real.shape[1])))
xx, yy = xx.ravel(), yy.ravel()
op_real = op_real.reshape(-1)
op_imag = op_imag.reshape(-1)

ax_real.bar3d(xx, yy, np.zeros_like(op_real), width, width, op_real)
ax_imag.bar3d(xx, yy, np.zeros_like(op_imag), width, width, op_imag)

return fig