变分高斯玻色采样的训练#

前置模块

关于玻色采样的介绍

关于高斯玻色采样的介绍

引言#

受到机器学习中神经网络成功的启发,许多应用层面的量子算法依赖于变分量子线路的训练,包括:

  1. 量子神经网络(Quantum Neural Networks, QNNs):一类模仿经典神经网络结构的量子算法,它们使用可变分的量子网络来表示信息,并利用量子力学原理进行信息处理。

  2. 量子支持向量机(Quantum Support Vector Machine, QSVM):使用变分量子线路定义核函数,用于解决凸优化、分类问题等。

  3. 量子近似优化算法(Quantum Approximate Optimization Algorithm, QAOA):通过调整量子线路的参数来找到优化问题的近似最优解。

  4. 变分量子本征求解器(Variational Quantum Eigensolver, VQE):一种用于求解分子能量基态问题的量子算法,通过训练量子线路的参数来近似哈密顿量的最低本征值。

  5. 量子机器学习算法(Quantum Machine Learning Algorithms):使用可变分的量子算法来加速机器学习任务,例如量子数据编码、量子特征提取等。

  6. 量子随机特征(Quantum Random Feature, QRF):将量子计算与经典机器学习模型结合的方法,通过量子线路生成高维空间中的随机特征,以提高模型的性能。

在DeepQuantum常规量子线路中,我们也已经展示了若干从简单、中级到困难的变分量子算法的案例👇

变分量子算法案例

对于光量子模块,光量子入门介绍 演示了如何搭建含参数的光量子线路,并用Fock后端进行采样测量。

那么,对于独具特色的高斯玻色采样(Gaussian Boson Sampling,简称GBS)任务,我们是否也能完成对于变分线路的构建和训练呢?

理论基础#

关于高斯玻色采样的介绍中,我们对高斯玻色采样(GBS)进行了细致的介绍。形如玻色采样的概率分布,对于GBS设备,观察到特定输出分布\(S\)的概率\(\Pr(S)\)如下:

\[\begin{equation*} \Pr(S) = \frac{1}{\mathcal{N}} \frac{|\text{Haf}(A_S)|^2}{s_1!\ldots s_m!}, \end{equation*}\]

其中,\(S=(s_1, s_2, \ldots, s_m)\), \(s_i\)是在第\(i\)个mode探测到的光子数。 而\(\mathcal{N}\) 是一个归一化常数,\(A\)是一个任意的特征值在 \(-1\)\(1\)间的对称矩阵。 矩阵 \(A\)也可以通过一个常数因子进行重新缩放,相当于定义在目标概率分布中总的平均光子数。

我们希望对这种分布进行训练,以执行特定任务。例如,希望再现给定数据集的统计特性,或者优化线路以高概率采样特定模式。以此,任何变分量子算法都有可能在GBS设备上实现。

用数学随机优化模型来表示,给定一个函数\(h(S)\)和参数\(\theta\),我们可以通过采样得到概率分布\(P_{\theta}(S)\)。而任务的目标则是找到合适的参数\(\theta\),来最小化如下期望值:

\[\begin{equation*} C (\theta) = \sum_{S} h(S) P_{\theta}(S). \end{equation*}\]

此案例将聚焦一个简单的5节点的棒棒糖🍭图。通过变分高斯玻色采样的训练,我们期望在特定的节点观察到尽可能多的光子,而在别的节点观察到尽量少的光子。

完成此变分案例需要以下3步:(i)选用合适的方法编码参数;(ii)调用DeepQuantum模块完成GBS采样模拟;(iii)根据采样结果,选取合适损失函数和优化器完成优化。

问题转化与参数化#

我们将会调用DeepQuantum中GBS模块,详情可见API文档

首先调用DeepQauntum和相关包:

import deepquantum as dq
import torch

调用networkx包以生成5节点的棒棒糖🍭图,并获得邻接矩阵以对应GBS中特征值在 \(-1\)\(1\)间的的对称矩阵\(A\)

import networkx as nx
import numpy as np

graph = nx.lollipop_graph(3, 2)

# 计算邻接矩阵
a = nx.to_numpy_array(graph)
print('邻接矩阵A:', a)

# 可视化图像
nx.draw(graph, with_labels=True)
邻接矩阵A: [[0. 1. 1. 0. 0.]
 [1. 0. 1. 0. 0.]
 [1. 1. 0. 1. 0.]
 [0. 0. 1. 0. 1.]
 [0. 0. 0. 1. 0.]]
../../_images/9b1ff8cacdd0fec15a2f6ce1afbe97451dc7b0bef3c602d89bda066d5b6c4e14.png

此时,若无参数化需要,GBS可通过邻接矩阵\(A\)采样生成概率分布\(P(S)\)

gbs = dq.photonic.ansatz.GBS_Graph(adj_mat=a, cutoff=3, mean_photon_num=6)
gbs()

# 高斯玻色采样
sample = gbs.measure(mcmc=True)
print('采样结果为:',sample)

# 计算每个节点理论平均光子数
photon_number = gbs.photon_number_mean_var()[0]
print('每个节点平均光子数为:',photon_number)
Using MCMC method to sample the final states!
chain 1: 100%|███████████████████████████████| 203/203 [00:00<00:00, 664.03it/s]
chain 2: 100%|██████████████████████████████| 203/203 [00:00<00:00, 1970.53it/s]
chain 3: 100%|██████████████████████████████| 203/203 [00:00<00:00, 4152.13it/s]
chain 4: 100%|██████████████████████████████| 203/203 [00:00<00:00, 8804.64it/s]
chain 5: 100%|█████████████████████████████| 207/207 [00:00<00:00, 13798.37it/s]
采样结果为: {|00110>: 180, |00022>: 1, |12210>: 6, |12100>: 72, |00000>: 436, |01210>: 29, |22200>: 33, |11011>: 5, |11000>: 61, |01100>: 45, |00121>: 30, |11200>: 12, |20200>: 8, |10210>: 13, |10221>: 16, |00011>: 22, |00220>: 3, |10100>: 36, |11211>: 1, |12221>: 15}
每个节点平均光子数为: tensor([1.3273, 1.3273, 2.0721, 0.9466, 0.3268], dtype=torch.float64)

为了实现变分优化,需要编码参数\(\theta\)进GBS设备,即参数化矩阵\(A\)。论文Training Gaussian Boson Sampling Distributions中引入了“WAW”的参数化方式,即将对称矩阵\(A\)转化为

\[\begin{equation*} A \rightarrow A_W = W A W, \end{equation*}\]

其中\(W = \text{diag}(\sqrt{w_1}, \sqrt{w_2}, \ldots, \sqrt{w_m})\) 是对角权重矩阵, \(m\)是GBS模式数。 这样的构造既可以方便的通过权重\(w\)实现参数化,又保留了\(A\)对称的特性。另外,在计算\(A_W\)的hafnian值时,可通过以下分解分离参数化部分,不会额外增加hafnian的计算难度:

\[\begin{equation*} \text{Haf}(A_W) = \text{Haf}(A)\text{det}(W), \end{equation*}\]

于是,我们可以方便地编码可训练参数\(\theta = (\theta_1, \ldots, \theta_d)\) 进权重 \(w_k\)。这里,我们选用指数嵌入的形式,

\[\begin{equation*} w_k = \exp(-\theta_k), \end{equation*}\]
# 生成初始参数
nr_modes = len(a)
params = torch.randn(nr_modes,dtype=torch.float64)
print('初始化参数为: ',params)

# 编码进权重矩阵
weights = torch.exp(-params)
print('指数权重为: ',weights)
w = torch.diag(weights)
print('权重矩阵为: ',w)

# 实现WAW参数化
waw = w @ a @ w
print('WAW矩阵为: ',waw)
初始化参数为:  tensor([ 0.3778, -0.8894, -1.4687, -0.7028,  2.0502], dtype=torch.float64)
指数权重为:  tensor([0.6854, 2.4337, 4.3437, 2.0193, 0.1287], dtype=torch.float64)
权重矩阵为:  tensor([[0.6854, 0.0000, 0.0000, 0.0000, 0.0000],
        [0.0000, 2.4337, 0.0000, 0.0000, 0.0000],
        [0.0000, 0.0000, 4.3437, 0.0000, 0.0000],
        [0.0000, 0.0000, 0.0000, 2.0193, 0.0000],
        [0.0000, 0.0000, 0.0000, 0.0000, 0.1287]], dtype=torch.float64)
WAW矩阵为:  tensor([[ 0.0000,  1.6680,  2.9771,  0.0000,  0.0000],
        [ 1.6680,  0.0000, 10.5711,  0.0000,  0.0000],
        [ 2.9771, 10.5711,  0.0000,  8.7713,  0.0000],
        [ 0.0000,  0.0000,  8.7713,  0.0000,  0.2599],
        [ 0.0000,  0.0000,  0.0000,  0.2599,  0.0000]], dtype=torch.float64)
C:\Users\Administrator\AppData\Local\Temp\ipykernel_14700\3856654281.py:13: DeprecationWarning: __array_wrap__ must accept context and return_scalar arguments (positionally) in the future. (Deprecated NumPy 2.0)
  waw = w @ a @ w

调用DeepQuantum模块完成GBS采样模拟#

如前模块所示,调用DeepQuantum实现GBS采样模拟十分便捷。高斯玻色采样(GBS)分布由对称矩阵 \(A\) 决定,在经过WAW方法参数化后,我们只需要输入waw矩阵。

总的平均光子数是分布的一个超参数:一般而言,不同的选择可能会导致训练中得到不同的结果。实际上,随着权重被优化,平均光子数在训练过程中可能会发生变化,但不会影响最终相对的概率分布。

最后,GBS设备可以操作具有分辨光子数能力的探测器或阈值探测器,这里我们只使用每个模式上的平均光子数。

#根据精度需求设定cutoff
#设定平均光子数为6(也可设置其它)
gbs = dq.photonic.GBS_Graph(adj_mat=waw, cutoff=3,mean_photon_num=6)
gbs()

# 计算每个节点理论平均光子数
photon_number = gbs.photon_number_mean_var()[0]
print('每个节点平均光子数为:',photon_number)
每个节点平均光子数为: tensor([1.7213e-01, 1.7177e+00, 2.9651e+00, 1.1445e+00, 5.4311e-04],
       dtype=torch.float64)

选取损失函数和优化器,完成优化#

根据案例开头的需求,在一个5节点的棒棒糖图中,通过变分高斯玻色采样的训练,我们期望在特定的节点观察到尽可能多的光子,而在别的节点观察到尽量少的光子。不失一般性,我们致力于增加棒棒糖图的“糖果”部分中的光子数,这对应于模式子集[0, 1, 2]

损失函数的构建很多样,先采用最简单的线性损失函数:

#构建期望模式子集
subset = [0, 1, 2]

#构建损失函数
def target(s):
    not_subset = [k for k in range(len(s)) if k not in subset]
    return sum(s[not_subset]) - sum(s[subset])

print('loss值为: ',target(photon_number))
loss值为:  tensor(-3.7099, dtype=torch.float64)

接下来仅需通过优化器,最小化损失函数的值,便可完成对于变分高斯玻色采样设备的训练。

为了方便调用优化器,我们整合上面代码,组合成一个VGBSclass

import deepquantum as dq
import torch
import networkx as nx
import torch.nn as nn

graph = nx.lollipop_graph(3, 2)
a = nx.to_numpy_array(graph)
nr_modes = len(a)
subset = [0,1,2]
loss_history = []
result = []

class VGBS(nn.Module):

    def __init__(self):
        super(VGBS,self).__init__()
        self.params = nn.Parameter(torch.randn(nr_modes, dtype=torch.float64), requires_grad=False)
        loss_history.clear()

    def target(self,s):
        not_subset = [k for k in range(len(s)) if k not in subset]
        return sum(s[not_subset]) - sum(s[subset])

    def loss(self,x):
        if not isinstance(x, torch.Tensor):
            x = torch.tensor(x).to(self.params.dtype).reshape(-1)
        weights = torch.exp(-x)
        w = torch.diag(weights)
        waw= w @ a @ w

        gbs = dq.photonic.GBS_Graph(adj_mat=waw, cutoff=5,mean_photon_num=6)
        gbs()
        photon_number = gbs.photon_number_mean_var()[0]
        print('每个节点平均光子数为: ',photon_number)
        l = self.target(photon_number)

        loss_history.append(l.item())
        result.clear()
        result.append(photon_number.tolist())

        return l

选取DeepQuantum内建SPSA优化器,设定优化器参数,完成优化。

# 生成刚创建的VGBS模型
model = VGBS()

# 定义优化器参数
spsa_hyperparam = {
    'a': 1,
    'c': 0.01,
    'A': 200,
    'nepoch': 1000,
    'alpha': 0.602,
    'gamma': 0.101
}
optimizer = dq.optimizer.OptimizerSPSA(model.loss, model.params)
optimizer.set_hyperparam(spsa_hyperparam)
param_best = torch.tensor(optimizer.run(100)).float()
C:\Users\Administrator\AppData\Local\Temp\ipykernel_14700\1964913715.py:29: DeprecationWarning: __array_wrap__ must accept context and return_scalar arguments (positionally) in the future. (Deprecated NumPy 2.0)
  waw= w @ a @ w
每个节点平均光子数为:  tensor([0.3701, 2.7801, 2.6902, 0.1102, 0.0494], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3970, 2.7638, 2.6681, 0.1179, 0.0532], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3239, 2.8097, 2.7298, 0.0952, 0.0414], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3235, 2.8064, 2.7268, 0.0986, 0.0447], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3279, 2.8099, 2.7326, 0.0916, 0.0380], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3209, 2.8160, 2.7331, 0.0919, 0.0381], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3257, 2.8168, 2.7350, 0.0871, 0.0354], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3243, 2.8077, 2.7305, 0.0965, 0.0409], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3221, 2.8400, 2.7534, 0.0632, 0.0213], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3373, 2.8426, 2.7390, 0.0600, 0.0212], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3446, 2.8437, 2.7321, 0.0585, 0.0211], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3446, 2.8437, 2.7321, 0.0585, 0.0211], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3552, 2.8388, 2.7241, 0.0602, 0.0217], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3343, 2.8484, 2.7398, 0.0569, 0.0205], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3107, 2.8562, 2.7591, 0.0545, 0.0195], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3245, 2.8561, 2.7459, 0.0541, 0.0194], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3172, 2.8604, 2.7510, 0.0525, 0.0188], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3225, 2.8518, 2.7497, 0.0559, 0.0201], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3097, 2.8699, 2.7519, 0.0502, 0.0183], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3152, 2.8663, 2.7525, 0.0489, 0.0171], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3168, 2.8657, 2.7532, 0.0480, 0.0163], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3167, 2.8646, 2.7522, 0.0491, 0.0174], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3142, 2.8683, 2.7536, 0.0478, 0.0161], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3197, 2.8634, 2.7532, 0.0477, 0.0161], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3171, 2.8657, 2.7533, 0.0478, 0.0161], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3171, 2.8657, 2.7533, 0.0478, 0.0161], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3199, 2.8632, 2.7531, 0.0477, 0.0161], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3145, 2.8681, 2.7536, 0.0478, 0.0161], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3083, 2.8679, 2.7597, 0.0480, 0.0161], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3268, 2.8629, 2.7468, 0.0475, 0.0160], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3212, 2.8649, 2.7512, 0.0472, 0.0156], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3211, 2.8639, 2.7503, 0.0482, 0.0166], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3239, 2.8626, 2.7511, 0.0470, 0.0154], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3185, 2.8675, 2.7515, 0.0471, 0.0154], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3240, 2.8615, 2.7512, 0.0479, 0.0154], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3190, 2.8681, 2.7514, 0.0461, 0.0154], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3186, 2.8702, 2.7517, 0.0446, 0.0149], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3182, 2.8675, 2.7511, 0.0473, 0.0159], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3192, 2.8738, 2.7528, 0.0408, 0.0134], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3187, 2.8705, 2.7515, 0.0442, 0.0151], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3135, 2.8778, 2.7604, 0.0369, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3263, 2.8776, 2.7481, 0.0366, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3238, 2.8746, 2.7528, 0.0374, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3189, 2.8807, 2.7530, 0.0360, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3254, 2.8806, 2.7468, 0.0359, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3126, 2.8808, 2.7591, 0.0361, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3116, 2.8830, 2.7578, 0.0361, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3294, 2.8783, 2.7451, 0.0358, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3319, 2.8766, 2.7430, 0.0368, 0.0117], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3145, 2.8833, 2.7561, 0.0351, 0.0111], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3107, 2.8834, 2.7606, 0.0344, 0.0109], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3060, 2.8877, 2.7610, 0.0345, 0.0109], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3169, 2.8822, 2.7544, 0.0353, 0.0112], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3002, 2.8886, 2.7670, 0.0336, 0.0106], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2869, 2.8937, 2.7770, 0.0322, 0.0102], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3029, 2.8876, 2.7649, 0.0339, 0.0107], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2880, 2.8960, 2.7750, 0.0310, 0.0100], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2765, 2.8950, 2.7860, 0.0325, 0.0100], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2909, 2.8944, 2.7745, 0.0307, 0.0097], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2865, 2.8977, 2.7743, 0.0313, 0.0103], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2830, 2.8974, 2.7803, 0.0299, 0.0094], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2986, 2.8915, 2.7685, 0.0314, 0.0099], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2792, 2.8991, 2.7834, 0.0293, 0.0091], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2791, 2.8985, 2.7829, 0.0298, 0.0096], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2869, 2.8970, 2.7778, 0.0292, 0.0091], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2716, 2.9010, 2.7888, 0.0295, 0.0091], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2753, 2.8981, 2.7875, 0.0300, 0.0091], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2865, 2.8990, 2.7767, 0.0287, 0.0091], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2810, 2.8983, 2.7817, 0.0296, 0.0094], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2925, 2.8997, 2.7712, 0.0278, 0.0088], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2972, 2.8995, 2.7667, 0.0279, 0.0088], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2974, 2.9010, 2.7670, 0.0263, 0.0084], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3033, 2.9012, 2.7614, 0.0258, 0.0082], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2917, 2.9014, 2.7726, 0.0260, 0.0082], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2925, 2.9009, 2.7718, 0.0265, 0.0082], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3044, 2.9017, 2.7604, 0.0254, 0.0082], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2980, 2.9020, 2.7667, 0.0253, 0.0080], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3099, 2.9013, 2.7548, 0.0255, 0.0084], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2948, 2.9015, 2.7697, 0.0259, 0.0081], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3067, 2.9022, 2.7583, 0.0248, 0.0081], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3061, 2.9022, 2.7589, 0.0248, 0.0081], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3061, 2.9022, 2.7589, 0.0248, 0.0081], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3082, 2.9005, 2.7589, 0.0246, 0.0078], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3040, 2.9038, 2.7589, 0.0251, 0.0083], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3018, 2.9010, 2.7646, 0.0247, 0.0079], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3137, 2.9008, 2.7531, 0.0246, 0.0079], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3006, 2.9029, 2.7638, 0.0247, 0.0079], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3167, 2.8989, 2.7520, 0.0245, 0.0079], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3102, 2.9005, 2.7568, 0.0246, 0.0079], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3102, 2.9005, 2.7568, 0.0246, 0.0079], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3184, 2.8982, 2.7506, 0.0247, 0.0081], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3023, 2.9027, 2.7628, 0.0245, 0.0077], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3143, 2.8989, 2.7537, 0.0251, 0.0080], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2986, 2.9041, 2.7656, 0.0240, 0.0076], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2915, 2.9050, 2.7724, 0.0237, 0.0074], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3029, 2.9043, 2.7610, 0.0240, 0.0078], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2942, 2.9048, 2.7697, 0.0238, 0.0075], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2942, 2.9048, 2.7697, 0.0238, 0.0075], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3018, 2.9020, 2.7637, 0.0246, 0.0079], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2868, 2.9075, 2.7755, 0.0231, 0.0071], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2864, 2.9101, 2.7750, 0.0218, 0.0066], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2755, 2.9091, 2.7852, 0.0232, 0.0070], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2887, 2.9105, 2.7731, 0.0214, 0.0064], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2886, 2.9101, 2.7728, 0.0217, 0.0067], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2888, 2.9111, 2.7733, 0.0207, 0.0061], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2886, 2.9096, 2.7728, 0.0222, 0.0068], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2816, 2.9140, 2.7790, 0.0197, 0.0057], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2963, 2.9092, 2.7678, 0.0207, 0.0060], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2818, 2.9140, 2.7790, 0.0196, 0.0056], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2818, 2.9137, 2.7787, 0.0199, 0.0059], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2764, 2.9137, 2.7841, 0.0201, 0.0057], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2873, 2.9142, 2.7736, 0.0192, 0.0056], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2858, 2.9148, 2.7754, 0.0187, 0.0053], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2857, 2.9135, 2.7749, 0.0200, 0.0059], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2859, 2.9150, 2.7753, 0.0185, 0.0053], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2859, 2.9152, 2.7756, 0.0182, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2877, 2.9130, 2.7753, 0.0188, 0.0053], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2841, 2.9173, 2.7758, 0.0178, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2842, 2.9172, 2.7758, 0.0178, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2842, 2.9172, 2.7758, 0.0178, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2915, 2.9155, 2.7703, 0.0178, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2770, 2.9189, 2.7811, 0.0179, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2851, 2.9171, 2.7752, 0.0177, 0.0049], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2851, 2.9169, 2.7749, 0.0180, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2870, 2.9154, 2.7749, 0.0178, 0.0049], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2834, 2.9187, 2.7753, 0.0178, 0.0049], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2781, 2.9188, 2.7806, 0.0177, 0.0048], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2925, 2.9151, 2.7695, 0.0178, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2848, 2.9156, 2.7766, 0.0181, 0.0049], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2814, 2.9195, 2.7768, 0.0174, 0.0049], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2805, 2.9200, 2.7768, 0.0177, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2840, 2.9171, 2.7767, 0.0174, 0.0048], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2829, 2.9174, 2.7767, 0.0180, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2831, 2.9183, 2.7768, 0.0171, 0.0047], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2902, 2.9161, 2.7713, 0.0175, 0.0048], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2761, 2.9204, 2.7822, 0.0167, 0.0046], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2723, 2.9201, 2.7862, 0.0168, 0.0046], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2828, 2.9199, 2.7760, 0.0167, 0.0046], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2849, 2.9178, 2.7751, 0.0173, 0.0049], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2711, 2.9222, 2.7860, 0.0163, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2699, 2.9226, 2.7870, 0.0162, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2699, 2.9226, 2.7870, 0.0162, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2715, 2.9208, 2.7869, 0.0165, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2683, 2.9244, 2.7871, 0.0159, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2691, 2.9234, 2.7870, 0.0161, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2691, 2.9234, 2.7870, 0.0161, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2743, 2.9233, 2.7820, 0.0160, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2641, 2.9235, 2.7919, 0.0161, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2680, 2.9252, 2.7867, 0.0158, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2712, 2.9216, 2.7865, 0.0163, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2622, 2.9258, 2.7917, 0.0160, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2756, 2.9227, 2.7815, 0.0159, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2645, 2.9239, 2.7910, 0.0163, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2747, 2.9243, 2.7811, 0.0156, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2793, 2.9222, 2.7780, 0.0161, 0.0045], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2659, 2.9261, 2.7884, 0.0154, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2675, 2.9252, 2.7869, 0.0159, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2677, 2.9260, 2.7871, 0.0151, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2611, 2.9279, 2.7921, 0.0148, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2743, 2.9240, 2.7819, 0.0155, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2646, 2.9259, 2.7905, 0.0149, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2615, 2.9287, 2.7908, 0.0149, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2566, 2.9291, 2.7956, 0.0146, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2696, 2.9254, 2.7856, 0.0152, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2522, 2.9301, 2.7990, 0.0147, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2650, 2.9271, 2.7892, 0.0146, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2607, 2.9268, 2.7936, 0.0149, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2577, 2.9301, 2.7938, 0.0144, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2537, 2.9290, 2.7984, 0.0149, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2635, 2.9293, 2.7889, 0.0142, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2596, 2.9309, 2.7915, 0.0140, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2626, 2.9275, 2.7910, 0.0148, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2599, 2.9302, 2.7913, 0.0145, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2600, 2.9309, 2.7915, 0.0138, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2537, 2.9322, 2.7963, 0.0139, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2665, 2.9293, 2.7865, 0.0138, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2543, 2.9325, 2.7960, 0.0134, 0.0037], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2670, 2.9287, 2.7859, 0.0143, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2497, 2.9323, 2.8005, 0.0137, 0.0037], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2594, 2.9326, 2.7911, 0.0132, 0.0037], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2506, 2.9343, 2.7986, 0.0129, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2631, 2.9307, 2.7886, 0.0137, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2558, 2.9344, 2.7936, 0.0126, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2463, 2.9340, 2.8028, 0.0133, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2532, 2.9357, 2.7949, 0.0127, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2561, 2.9331, 2.7947, 0.0127, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2547, 2.9344, 2.7948, 0.0127, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2547, 2.9344, 2.7948, 0.0127, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2485, 2.9357, 2.7995, 0.0127, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2610, 2.9330, 2.7899, 0.0126, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2566, 2.9330, 2.7943, 0.0127, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2538, 2.9355, 2.7945, 0.0127, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2552, 2.9342, 2.7943, 0.0128, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2552, 2.9343, 2.7945, 0.0126, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2538, 2.9354, 2.7945, 0.0128, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2566, 2.9331, 2.7944, 0.0126, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2509, 2.9340, 2.7990, 0.0127, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2605, 2.9338, 2.7897, 0.0126, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2560, 2.9340, 2.7942, 0.0125, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.2559, 2.9338, 2.7940, 0.0127, 0.0035], dtype=torch.float64)

由优化结果可见,前三个“糖果”节点平均光子数大于“棒子”节点平均光子数,优化成功!

可视化结果#

调用matplotlib库,绘制优化过程中损失函数随迭代次数下降曲线。 可见在该问题上,虽然使用的是非梯度算法,DeepQuantum自带的OptimizerSPSA优化器收敛非常迅速。

import matplotlib.pyplot as plt
plt.figure(figsize=(10, 6))
plt.plot(loss_history)
plt.xlabel('Epoch')
plt.ylabel('Loss')
plt.title('Loss over time')
Text(0.5, 1.0, 'Loss over time')
../../_images/fae952e8e49229ebf17b3ba98a9056201c451b188bf8e1ab75b7f309e77fdb61.png

绘制棒棒糖图查看变分优化结果。 其中,每个节点的大小代表平均光子数的多少。 明显可见位于“糖果”处的平均光子数远高于“棒子”,实现了本案例训练的目标。

result_scaled = [x * 800 for x in result[0]]
nx.draw(graph, node_size = result_scaled, with_labels=True)
../../_images/d9aa9e9feacbb35334b54f7b391bc08a15049a729d023a31b144232ee6d167a6.png

针对损失函数的进一步改进#

我们可以观察到,在上个模块中,虽然“糖果”节点处[0,1,2]的光子数远高于其它节点,但当前的简单线性损失函数无法很好控制[0,1,2]节点的相对光子数。 不失一般性,我们如果额外要求[0,1,2]节点的光子数相等,该如何处理?

其实,这项任务本质可以被认为是:训练一个变分高斯采样线路,使其输出的概率分布与目标概率分布相一致。对于概率分布的训练可以通过最小化Kullback-Leibler(KL)散度来执行,这在去掉常数项后可以写成:

\[\begin{equation*} KL(\theta) = -\frac{1}{T}\sum_S \log[P_{\theta}(S)]. \end{equation*}\]

在这种情况下,\( S \) 是概率分布中一个元素,\( P(S) \) 是从GBS分布中抽样时观察到该元素的概率,而 \( T \) 是元素的总数。 据此,我们可以写出新的损失函数target_kl:

def target_kl(s):
    return -sum(torch.log(s[subset] / 2))

更新损失函数,再次开始优化:

class VGBS(nn.Module):

    def __init__(self):
        super(VGBS,self).__init__()
        self.params = nn.Parameter(torch.randn(nr_modes, dtype=torch.float64), requires_grad=False)
        loss_history.clear()

    # 采用KL散度定义的损失函数    
    def target_kl(self,s):
        return -sum(torch.log(s[subset] / 2))

    def loss(self,x):
        if not isinstance(x, torch.Tensor):
            x = torch.tensor(x).to(self.params.dtype).reshape(-1)
        weights = torch.exp(-x)
        w = torch.diag(weights)
        waw= w @ a @ w

        gbs = dq.photonic.GBS_Graph(adj_mat=waw, cutoff=5,mean_photon_num=6)
        gbs()
        photon_number = gbs.photon_number_mean_var()[0]
        print('每个节点平均光子数为: ',photon_number)
        l = self.target_kl(photon_number)

        loss_history.append(l.item())
        result.clear()
        result.append(photon_number.tolist())

        return l
    
model = VGBS()
loss_history = []

# 定义优化器参数
spsa_hyperparam = {
    'a': 1,
    'c': 0.01,
    'A': 200,
    'nepoch': 1000,
    'alpha': 0.602,
    'gamma': 0.101
}
optimizer = dq.optimizer.OptimizerSPSA(model.loss, model.params)
optimizer.set_hyperparam(spsa_hyperparam)
param_best = torch.tensor(optimizer.run(1000)).float()

result_scaled = [x * 800 for x in result[0]]
nx.draw(graph, node_size = result_scaled, with_labels=True)
C:\Users\Administrator\AppData\Local\Temp\ipykernel_14700\1628393529.py:17: DeprecationWarning: __array_wrap__ must accept context and return_scalar arguments (positionally) in the future. (Deprecated NumPy 2.0)
  waw= w @ a @ w
每个节点平均光子数为:  tensor([0.3269, 1.7230, 2.7002, 1.1651, 0.0848], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3366, 1.6705, 2.6897, 1.2130, 0.0902], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3269, 1.7296, 2.7037, 1.1586, 0.0813], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3255, 1.7237, 2.6982, 1.1649, 0.0877], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3318, 1.7312, 2.7067, 1.1529, 0.0774], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3236, 1.7346, 2.7070, 1.1569, 0.0777], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3616, 1.7495, 2.7057, 1.1121, 0.0711], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.3454, 1.6939, 2.7061, 1.1728, 0.0819], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.4885, 2.1752, 2.6737, 0.6460, 0.0167], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.5195, 2.2143, 2.6468, 0.6031, 0.0163], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.8585, 2.5023, 2.3337, 0.2925, 0.0129], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.8585, 2.5023, 2.3337, 0.2925, 0.0129], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.8751, 2.4931, 2.3212, 0.2974, 0.0132], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.8420, 2.5115, 2.3462, 0.2877, 0.0126], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.9447, 2.4406, 2.2731, 0.3266, 0.0150], dtype=torch.float64)
每个节点平均光子数为:  tensor([0.9777, 2.4504, 2.2391, 0.3181, 0.0146], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0856, 2.4953, 2.1229, 0.2830, 0.0131], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0846, 2.4691, 2.1328, 0.2995, 0.0140], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0815, 2.5142, 2.1162, 0.2750, 0.0131], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0909, 2.5056, 2.1186, 0.2726, 0.0122], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0960, 2.5014, 2.1202, 0.2710, 0.0114], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0956, 2.5007, 2.1197, 0.2719, 0.0122], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0913, 2.5059, 2.1190, 0.2720, 0.0117], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.1005, 2.4963, 2.1210, 0.2706, 0.0116], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.1042, 2.4924, 2.1218, 0.2700, 0.0116], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.1042, 2.4924, 2.1218, 0.2700, 0.0116], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.1089, 2.4874, 2.1229, 0.2692, 0.0116], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0996, 2.4972, 2.1208, 0.2707, 0.0116], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.0914, 2.4833, 2.1404, 0.2732, 0.0117], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.1345, 2.4830, 2.1072, 0.2639, 0.0113], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2848, 2.4823, 1.9909, 0.2322, 0.0098], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2844, 2.4817, 1.9906, 0.2329, 0.0104], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2893, 2.4763, 1.9926, 0.2317, 0.0100], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2801, 2.4877, 1.9890, 0.2331, 0.0101], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2924, 2.4614, 1.9990, 0.2372, 0.0100], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2914, 2.4847, 1.9883, 0.2257, 0.0100], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2956, 2.4922, 1.9843, 0.2183, 0.0097], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2870, 2.4803, 1.9908, 0.2315, 0.0103], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.3071, 2.5082, 1.9756, 0.2005, 0.0085], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2990, 2.4969, 1.9814, 0.2132, 0.0097], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.2975, 2.5131, 1.9890, 0.1926, 0.0077], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.3309, 2.5229, 1.9521, 0.1865, 0.0075], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.3792, 2.5267, 1.9043, 0.1825, 0.0073], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.3777, 2.5471, 1.8943, 0.1736, 0.0073], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.3951, 2.5483, 1.8771, 0.1723, 0.0072], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.3610, 2.5383, 1.9151, 0.1783, 0.0074], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.4113, 2.5596, 1.8527, 0.1693, 0.0071], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.4534, 2.5589, 1.8183, 0.1626, 0.0068], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5297, 2.5535, 1.7556, 0.1545, 0.0066], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.4945, 2.5623, 1.7846, 0.1521, 0.0064], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5381, 2.5465, 1.7543, 0.1544, 0.0066], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5311, 2.5581, 1.7490, 0.1552, 0.0067], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5559, 2.5413, 1.7405, 0.1555, 0.0067], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5213, 2.5500, 1.7690, 0.1532, 0.0065], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5400, 2.5453, 1.7537, 0.1545, 0.0066], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5743, 2.5367, 1.7254, 0.1567, 0.0068], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5930, 2.5467, 1.7041, 0.1496, 0.0067], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.5527, 2.5273, 1.7491, 0.1640, 0.0069], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6302, 2.5567, 1.6691, 0.1377, 0.0063], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6236, 2.5681, 1.6629, 0.1388, 0.0067], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6140, 2.5590, 1.6841, 0.1366, 0.0061], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6480, 2.5514, 1.6558, 0.1384, 0.0063], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6369, 2.5541, 1.6653, 0.1377, 0.0061], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6367, 2.5537, 1.6651, 0.1380, 0.0064], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6566, 2.5537, 1.6487, 0.1348, 0.0061], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6169, 2.5541, 1.6817, 0.1409, 0.0063], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6494, 2.5444, 1.6607, 0.1393, 0.0061], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6880, 2.5626, 1.6164, 0.1270, 0.0059], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6734, 2.5557, 1.6330, 0.1317, 0.0062], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7120, 2.5738, 1.5890, 0.1196, 0.0056], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7084, 2.5702, 1.5922, 0.1233, 0.0058], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7138, 2.5764, 1.5877, 0.1166, 0.0055], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7303, 2.5822, 1.5680, 0.1141, 0.0054], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6976, 2.5709, 1.6072, 0.1187, 0.0056], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6874, 2.5653, 1.6186, 0.1231, 0.0056], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7250, 2.5823, 1.5750, 0.1122, 0.0054], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7002, 2.5730, 1.6046, 0.1167, 0.0054], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7325, 2.5839, 1.5655, 0.1125, 0.0055], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6875, 2.5666, 1.6190, 0.1214, 0.0055], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7248, 2.5834, 1.5758, 0.1107, 0.0053], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7159, 2.5794, 1.5862, 0.1132, 0.0054], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7159, 2.5794, 1.5862, 0.1132, 0.0054], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7188, 2.5736, 1.5896, 0.1128, 0.0052], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7130, 2.5850, 1.5828, 0.1136, 0.0056], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7036, 2.5665, 1.6097, 0.1149, 0.0053], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7355, 2.5777, 1.5712, 0.1105, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6926, 2.5697, 1.6161, 0.1163, 0.0053], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7302, 2.5688, 1.5845, 0.1113, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7254, 2.5689, 1.5885, 0.1120, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7254, 2.5689, 1.5885, 0.1120, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7439, 2.5684, 1.5728, 0.1097, 0.0052], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7068, 2.5695, 1.6043, 0.1143, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7505, 2.5655, 1.5673, 0.1115, 0.0052], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7183, 2.5719, 1.5945, 0.1103, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7119, 2.5647, 1.6057, 0.1126, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7431, 2.5755, 1.5676, 0.1086, 0.0052], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7166, 2.5663, 1.6000, 0.1120, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7166, 2.5663, 1.6000, 0.1120, 0.0051], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7326, 2.5629, 1.5864, 0.1128, 0.0053], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7006, 2.5697, 1.6136, 0.1112, 0.0049], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7284, 2.5757, 1.5844, 0.1066, 0.0048], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.6924, 2.5593, 1.6260, 0.1170, 0.0052], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7212, 2.5726, 1.5929, 0.1085, 0.0048], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7210, 2.5723, 1.5928, 0.1088, 0.0050], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7235, 2.5752, 1.5910, 0.1056, 0.0046], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7187, 2.5696, 1.5948, 0.1118, 0.0052], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7075, 2.5785, 1.6044, 0.1049, 0.0046], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7396, 2.5722, 1.5774, 0.1061, 0.0047], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7185, 2.5765, 1.5954, 0.1052, 0.0045], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7183, 2.5763, 1.5953, 0.1054, 0.0047], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7007, 2.5686, 1.6159, 0.1101, 0.0046], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7360, 2.5841, 1.5747, 0.1007, 0.0045], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7256, 2.5812, 1.5878, 0.1011, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7210, 2.5759, 1.5914, 0.1069, 0.0048], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7255, 2.5811, 1.5877, 0.1013, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7256, 2.5813, 1.5879, 0.1010, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7262, 2.5728, 1.5930, 0.1036, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7249, 2.5894, 1.5827, 0.0987, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7257, 2.5788, 1.5893, 0.1018, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7257, 2.5788, 1.5893, 0.1018, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7437, 2.5782, 1.5741, 0.0997, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7076, 2.5794, 1.6045, 0.1040, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7354, 2.5786, 1.5813, 0.1006, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7352, 2.5784, 1.5812, 0.1008, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7381, 2.5726, 1.5846, 0.1005, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7326, 2.5843, 1.5779, 0.1009, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7206, 2.5725, 1.6002, 0.1025, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7562, 2.5709, 1.5701, 0.0985, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7455, 2.5631, 1.5851, 0.1021, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7440, 2.5796, 1.5746, 0.0975, 0.0043], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7422, 2.5737, 1.5786, 0.1011, 0.0044], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7480, 2.5620, 1.5855, 0.1004, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7466, 2.5580, 1.5882, 0.1030, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7508, 2.5628, 1.5847, 0.0977, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7660, 2.5594, 1.5720, 0.0986, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7348, 2.5656, 1.5980, 0.0976, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7290, 2.5585, 1.6086, 0.0997, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7586, 2.5691, 1.5723, 0.0961, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7486, 2.5567, 1.5906, 0.0999, 0.0042], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7176, 2.5633, 1.6166, 0.0986, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7275, 2.5612, 1.6083, 0.0990, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7275, 2.5612, 1.6083, 0.0990, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7285, 2.5528, 1.6135, 0.1012, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7266, 2.5694, 1.6032, 0.0968, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7279, 2.5579, 1.6103, 0.0999, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7279, 2.5579, 1.6103, 0.0999, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7426, 2.5631, 1.5923, 0.0980, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7133, 2.5527, 1.6282, 0.1017, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7193, 2.5635, 1.6146, 0.0986, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7212, 2.5468, 1.6249, 0.1031, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7030, 2.5530, 1.6362, 0.1038, 0.0041], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7381, 2.5512, 1.6072, 0.0996, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7170, 2.5439, 1.6306, 0.1046, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7500, 2.5589, 1.5913, 0.0959, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7525, 2.5499, 1.5939, 0.0997, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7218, 2.5563, 1.6193, 0.0987, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7310, 2.5516, 1.6117, 0.1016, 0.0040], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7351, 2.5563, 1.6083, 0.0965, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7193, 2.5591, 1.6213, 0.0964, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7501, 2.5527, 1.5959, 0.0974, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7339, 2.5506, 1.6151, 0.0966, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7281, 2.5627, 1.6083, 0.0970, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7190, 2.5529, 1.6283, 0.0960, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7496, 2.5464, 1.6031, 0.0970, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7139, 2.5513, 1.6325, 0.0984, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7484, 2.5493, 1.6040, 0.0945, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7433, 2.5413, 1.6143, 0.0973, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7412, 2.5579, 1.6041, 0.0931, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7265, 2.5386, 1.6307, 0.1003, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7588, 2.5533, 1.5921, 0.0921, 0.0037], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7437, 2.5553, 1.6040, 0.0934, 0.0037], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7456, 2.5384, 1.6142, 0.0979, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7430, 2.5416, 1.6126, 0.0989, 0.0039], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7469, 2.5461, 1.6093, 0.0940, 0.0037], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7295, 2.5467, 1.6237, 0.0964, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7636, 2.5447, 1.5956, 0.0925, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7403, 2.5484, 1.6148, 0.0929, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7704, 2.5419, 1.5899, 0.0940, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7333, 2.5392, 1.6266, 0.0972, 0.0037], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7651, 2.5537, 1.5883, 0.0893, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7345, 2.5500, 1.6195, 0.0925, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7646, 2.5434, 1.5945, 0.0937, 0.0038], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7600, 2.5551, 1.5926, 0.0889, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7281, 2.5406, 1.6306, 0.0970, 0.0037], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7435, 2.5551, 1.6053, 0.0925, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7493, 2.5428, 1.6123, 0.0921, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7498, 2.5418, 1.6128, 0.0921, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7498, 2.5418, 1.6128, 0.0921, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7329, 2.5429, 1.6267, 0.0939, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7666, 2.5407, 1.5990, 0.0902, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7613, 2.5349, 1.6094, 0.0909, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7554, 2.5475, 1.6023, 0.0913, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7617, 2.5338, 1.6099, 0.0910, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7618, 2.5340, 1.6100, 0.0908, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7588, 2.5401, 1.6064, 0.0912, 0.0036], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7648, 2.5276, 1.6137, 0.0906, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7520, 2.5208, 1.6317, 0.0921, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7792, 2.5313, 1.5973, 0.0889, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7559, 2.5224, 1.6269, 0.0915, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7557, 2.5222, 1.6268, 0.0917, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7694, 2.5275, 1.6097, 0.0900, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7423, 2.5171, 1.6440, 0.0932, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7629, 2.5263, 1.6186, 0.0888, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7323, 2.5119, 1.6559, 0.0965, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7660, 2.5277, 1.6149, 0.0881, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7354, 2.5133, 1.6521, 0.0957, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7530, 2.5216, 1.6306, 0.0913, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7531, 2.5218, 1.6307, 0.0912, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7396, 2.5165, 1.6476, 0.0928, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7666, 2.5269, 1.6135, 0.0897, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7287, 2.5201, 1.6539, 0.0939, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7618, 2.5173, 1.6270, 0.0904, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7583, 2.5114, 1.6361, 0.0908, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7520, 2.5243, 1.6287, 0.0914, 0.0035], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7741, 2.5171, 1.6185, 0.0871, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7440, 2.5027, 1.6554, 0.0946, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7641, 2.5042, 1.6385, 0.0900, 0.0032], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7577, 2.5173, 1.6310, 0.0906, 0.0034], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7663, 2.4939, 1.6446, 0.0919, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7635, 2.5114, 1.6341, 0.0879, 0.0031], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7688, 2.4924, 1.6453, 0.0904, 0.0031], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7622, 2.5057, 1.6377, 0.0910, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7663, 2.4977, 1.6424, 0.0906, 0.0031], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7728, 2.4840, 1.6500, 0.0901, 0.0031], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7718, 2.4917, 1.6453, 0.0881, 0.0030], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7749, 2.4739, 1.6560, 0.0921, 0.0032], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7773, 2.4722, 1.6567, 0.0906, 0.0031], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7707, 2.4862, 1.6489, 0.0911, 0.0031], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7797, 2.4731, 1.6559, 0.0883, 0.0030], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7760, 2.4690, 1.6588, 0.0930, 0.0033], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7776, 2.4708, 1.6576, 0.0909, 0.0031], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7811, 2.4747, 1.6548, 0.0865, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7773, 2.4812, 1.6512, 0.0873, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7841, 2.4671, 1.6591, 0.0868, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8005, 2.4642, 1.6472, 0.0852, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7686, 2.4678, 1.6723, 0.0884, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7896, 2.4722, 1.6491, 0.0862, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7964, 2.4578, 1.6572, 0.0857, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7987, 2.4585, 1.6566, 0.0835, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7952, 2.4546, 1.6592, 0.0879, 0.0031], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7824, 2.4599, 1.6692, 0.0856, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8141, 2.4563, 1.6445, 0.0823, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7940, 2.4517, 1.6670, 0.0845, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8187, 2.4627, 1.6341, 0.0817, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7956, 2.4624, 1.6570, 0.0823, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7993, 2.4440, 1.6678, 0.0860, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7966, 2.4472, 1.6662, 0.0871, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7999, 2.4509, 1.6635, 0.0829, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7994, 2.4504, 1.6639, 0.0835, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7994, 2.4504, 1.6639, 0.0835, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7994, 2.4503, 1.6639, 0.0836, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7995, 2.4504, 1.6639, 0.0834, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7872, 2.4449, 1.6802, 0.0849, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8117, 2.4559, 1.6475, 0.0821, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7938, 2.4377, 1.6795, 0.0862, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7900, 2.4561, 1.6686, 0.0826, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7910, 2.4411, 1.6777, 0.0873, 0.0029], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7943, 2.4448, 1.6751, 0.0831, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7818, 2.4389, 1.6916, 0.0850, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8060, 2.4497, 1.6591, 0.0824, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8006, 2.4372, 1.6744, 0.0849, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7725, 2.4449, 1.6960, 0.0840, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7880, 2.4319, 1.6911, 0.0863, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7840, 2.4504, 1.6803, 0.0826, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7832, 2.4447, 1.6838, 0.0855, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7905, 2.4299, 1.6921, 0.0849, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7949, 2.4208, 1.6970, 0.0846, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7875, 2.4360, 1.6887, 0.0851, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7798, 2.4220, 1.7094, 0.0861, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8108, 2.4177, 1.6858, 0.0830, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8015, 2.4261, 1.6859, 0.0838, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8089, 2.4107, 1.6944, 0.0833, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7961, 2.4023, 1.7121, 0.0867, 0.0028], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8227, 2.4171, 1.6777, 0.0800, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7989, 2.4038, 1.7086, 0.0860, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8254, 2.4186, 1.6741, 0.0793, 0.0025], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8276, 2.4199, 1.6713, 0.0788, 0.0025], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8011, 2.4051, 1.7057, 0.0854, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8293, 2.4208, 1.6689, 0.0784, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8030, 2.4062, 1.7034, 0.0849, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8285, 2.4195, 1.6691, 0.0802, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8053, 2.4084, 1.7011, 0.0827, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8249, 2.4082, 1.6836, 0.0807, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.7942, 2.4126, 1.7069, 0.0837, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8144, 2.4169, 1.6844, 0.0817, 0.0027], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8219, 2.4014, 1.6931, 0.0810, 0.0025], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8226, 2.4001, 1.6939, 0.0810, 0.0025], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8226, 2.4001, 1.6939, 0.0810, 0.0025], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8241, 2.4017, 1.6927, 0.0790, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8210, 2.3983, 1.6951, 0.0830, 0.0026], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8221, 2.3995, 1.6943, 0.0816, 0.0025], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8251e+00, 2.4029e+00, 1.6919e+00, 7.7765e-02, 2.3982e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8284, 2.3944, 1.6967, 0.0782, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8209, 2.4102, 1.6879, 0.0786, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8326, 2.3855, 1.7017, 0.0779, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8250, 2.4015, 1.6927, 0.0784, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8329, 2.3846, 1.7021, 0.0779, 0.0025], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8330e+00, 2.3847e+00, 1.7021e+00, 7.7807e-02, 2.3356e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8330, 2.3847, 1.7021, 0.0779, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8330, 2.3847, 1.7021, 0.0779, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8456e+00, 2.3919e+00, 1.6852e+00, 7.4867e-02, 2.3603e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8203, 2.3773, 1.7189, 0.0810, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8224e+00, 2.3793e+00, 1.7171e+00, 7.8912e-02, 2.3581e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8447, 2.3906, 1.6857, 0.0766, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8267e+00, 2.3815e+00, 1.7110e+00, 7.8459e-02, 2.3699e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8267e+00, 2.3815e+00, 1.7110e+00, 7.8459e-02, 2.3699e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8266, 2.3814, 1.7110, 0.0785, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8267e+00, 2.3815e+00, 1.7111e+00, 7.8400e-02, 2.3135e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8252, 2.3798, 1.7122, 0.0804, 0.0024], dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8281e+00, 2.3831e+00, 1.7099e+00, 7.6592e-02, 2.3081e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8426e+00, 2.3801e+00, 1.6992e+00, 7.5781e-02, 2.2908e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8126e+00, 2.3850e+00, 1.7214e+00, 7.8690e-02, 2.3660e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8376e+00, 2.3827e+00, 1.7028e+00, 7.4583e-02, 2.2493e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8347e+00, 2.3796e+00, 1.7051e+00, 7.8254e-02, 2.3657e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8236e+00, 2.3862e+00, 1.7132e+00, 7.4855e-02, 2.2498e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8505e+00, 2.3782e+00, 1.6933e+00, 7.5627e-02, 2.2907e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8341e+00, 2.3811e+00, 1.7055e+00, 7.7023e-02, 2.3256e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8369e+00, 2.3842e+00, 1.7033e+00, 7.3415e-02, 2.2115e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8253e+00, 2.3780e+00, 1.7192e+00, 7.5250e-02, 2.2575e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8474e+00, 2.3893e+00, 1.6881e+00, 7.2924e-02, 2.2077e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8410e+00, 2.3860e+00, 1.6972e+00, 7.3597e-02, 2.2222e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8189e+00, 2.3747e+00, 1.7281e+00, 7.5928e-02, 2.2720e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8377e+00, 2.3734e+00, 1.7109e+00, 7.5756e-02, 2.2805e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8107e+00, 2.3815e+00, 1.7306e+00, 7.4966e-02, 2.2394e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8374e+00, 2.3735e+00, 1.7111e+00, 7.5746e-02, 2.2799e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8104e+00, 2.3816e+00, 1.7308e+00, 7.4956e-02, 2.2389e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8276e+00, 2.3694e+00, 1.7257e+00, 7.5101e-02, 2.2476e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8197e+00, 2.3857e+00, 1.7168e+00, 7.5584e-02, 2.2702e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8169e+00, 2.3633e+00, 1.7413e+00, 7.6244e-02, 2.2715e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8387e+00, 2.3746e+00, 1.7106e+00, 7.3932e-02, 2.2223e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8215e+00, 2.3648e+00, 1.7339e+00, 7.7430e-02, 2.3152e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8243e+00, 2.3679e+00, 1.7317e+00, 7.3819e-02, 2.2020e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8386e+00, 2.3648e+00, 1.7213e+00, 7.3086e-02, 2.1868e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8089e+00, 2.3700e+00, 1.7429e+00, 7.5852e-02, 2.2577e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8466e+00, 2.3616e+00, 1.7155e+00, 7.4018e-02, 2.2729e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8199e+00, 2.3699e+00, 1.7350e+00, 7.3140e-02, 2.1282e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8308e+00, 2.3645e+00, 1.7270e+00, 7.5376e-02, 2.3036e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8336e+00, 2.3676e+00, 1.7250e+00, 7.1760e-02, 2.0892e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8197e+00, 2.3712e+00, 1.7350e+00, 7.1935e-02, 2.0557e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8465e+00, 2.3629e+00, 1.7156e+00, 7.2796e-02, 2.1953e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8362e+00, 2.3591e+00, 1.7306e+00, 7.2046e-02, 2.0588e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8282e+00, 2.3755e+00, 1.7215e+00, 7.2623e-02, 2.1814e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8366e+00, 2.3584e+00, 1.7310e+00, 7.1970e-02, 2.0052e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8365e+00, 2.3583e+00, 1.7310e+00, 7.2073e-02, 2.1031e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8365e+00, 2.3584e+00, 1.7310e+00, 7.2019e-02, 2.0516e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8365e+00, 2.3584e+00, 1.7310e+00, 7.2019e-02, 2.0516e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8379e+00, 2.3598e+00, 1.7300e+00, 7.0328e-02, 2.0012e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8352e+00, 2.3569e+00, 1.7321e+00, 7.3750e-02, 2.1033e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8240e+00, 2.3635e+00, 1.7400e+00, 7.0580e-02, 1.9561e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8506e+00, 2.3551e+00, 1.7208e+00, 7.1420e-02, 2.0884e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8392e+00, 2.3497e+00, 1.7367e+00, 7.2437e-02, 2.0570e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8338e+00, 2.3693e+00, 1.7255e+00, 6.9536e-02, 1.9774e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8271e+00, 2.3495e+00, 1.7486e+00, 7.2711e-02, 2.0565e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8483e+00, 2.3608e+00, 1.7183e+00, 7.0535e-02, 2.0127e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8301e+00, 2.3623e+00, 1.7348e+00, 7.0711e-02, 2.0528e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8356e+00, 2.3427e+00, 1.7461e+00, 7.3546e-02, 2.0362e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8354e+00, 2.3495e+00, 1.7420e+00, 7.1069e-02, 1.9907e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8328e+00, 2.3466e+00, 1.7441e+00, 7.4516e-02, 2.0920e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8231e+00, 2.3419e+00, 1.7585e+00, 7.4506e-02, 2.0339e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8467e+00, 2.3560e+00, 1.7262e+00, 6.9048e-02, 1.9865e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8234e+00, 2.3543e+00, 1.7494e+00, 7.0942e-02, 1.9886e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8500e+00, 2.3458e+00, 1.7305e+00, 7.1688e-02, 2.0244e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8367e+00, 2.3500e+00, 1.7399e+00, 7.1318e-02, 2.0065e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8367e+00, 2.3500e+00, 1.7399e+00, 7.1318e-02, 2.0065e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8263e+00, 2.3444e+00, 1.7550e+00, 7.2345e-02, 1.9805e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8472e+00, 2.3556e+00, 1.7248e+00, 7.0295e-02, 2.0327e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8319e+00, 2.3474e+00, 1.7469e+00, 7.1843e-02, 2.0422e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8319e+00, 2.3475e+00, 1.7469e+00, 7.1744e-02, 1.9478e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8215e+00, 2.3419e+00, 1.7619e+00, 7.2819e-02, 1.9668e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8424e+00, 2.3530e+00, 1.7318e+00, 7.0767e-02, 2.0187e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8142e+00, 2.3494e+00, 1.7626e+00, 7.1833e-02, 1.9641e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8408e+00, 2.3409e+00, 1.7438e+00, 7.2600e-02, 1.9996e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8180e+00, 2.3393e+00, 1.7675e+00, 7.3272e-02, 1.9572e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8388e+00, 2.3504e+00, 1.7375e+00, 7.1218e-02, 2.0089e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8098e+00, 2.3456e+00, 1.7687e+00, 7.3918e-02, 1.9576e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8389e+00, 2.3399e+00, 1.7478e+00, 7.1367e-02, 1.9886e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8485e+00, 2.3380e+00, 1.7411e+00, 7.0496e-02, 1.9522e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8194e+00, 2.3437e+00, 1.7618e+00, 7.3121e-02, 2.0148e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8300e+00, 2.3433e+00, 1.7542e+00, 7.0548e-02, 1.9007e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8563e+00, 2.3348e+00, 1.7355e+00, 7.1384e-02, 2.0280e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8323e+00, 2.3336e+00, 1.7601e+00, 7.2011e-02, 1.9815e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8530e+00, 2.3449e+00, 1.7302e+00, 6.9891e-02, 1.9399e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8239e+00, 2.3398e+00, 1.7617e+00, 7.2652e-02, 1.9539e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8528e+00, 2.3340e+00, 1.7411e+00, 7.0141e-02, 1.9846e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8570e+00, 2.3409e+00, 1.7305e+00, 6.9611e-02, 1.9573e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8365e+00, 2.3295e+00, 1.7603e+00, 7.1718e-02, 1.9991e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8452e+00, 2.3228e+00, 1.7574e+00, 7.2548e-02, 2.0258e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8395e+00, 2.3427e+00, 1.7461e+00, 6.9694e-02, 1.9489e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8304e+00, 2.3332e+00, 1.7632e+00, 7.1300e-02, 1.9847e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8566e+00, 2.3246e+00, 1.7448e+00, 7.2050e-02, 2.0199e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8437e+00, 2.3288e+00, 1.7538e+00, 7.1683e-02, 2.0026e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8437e+00, 2.3288e+00, 1.7538e+00, 7.1683e-02, 2.0026e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8395e+00, 2.3373e+00, 1.7492e+00, 7.1978e-02, 2.0610e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8479e+00, 2.3202e+00, 1.7585e+00, 7.1387e-02, 1.9457e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8522e+00, 2.3114e+00, 1.7633e+00, 7.1132e-02, 1.9343e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8438e+00, 2.3287e+00, 1.7539e+00, 7.1629e-02, 1.9551e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8564e+00, 2.3029e+00, 1.7680e+00, 7.0841e-02, 1.8794e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8478e+00, 2.3203e+00, 1.7584e+00, 7.1438e-02, 1.9912e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8421e+00, 2.3060e+00, 1.7779e+00, 7.2093e-02, 1.8654e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8705e+00, 2.2999e+00, 1.7581e+00, 6.9610e-02, 1.8941e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8657e+00, 2.3026e+00, 1.7614e+00, 6.8479e-02, 1.7995e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8630e+00, 2.2998e+00, 1.7633e+00, 7.1855e-02, 1.9806e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8652e+00, 2.3021e+00, 1.7618e+00, 6.9070e-02, 1.7905e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8651e+00, 2.3021e+00, 1.7618e+00, 6.9160e-02, 1.8764e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8651e+00, 2.3021e+00, 1.7618e+00, 6.9158e-02, 1.8748e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8652e+00, 2.3021e+00, 1.7618e+00, 6.9068e-02, 1.7890e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8695e+00, 2.2932e+00, 1.7667e+00, 6.8820e-02, 1.7777e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8609e+00, 2.3109e+00, 1.7569e+00, 6.9401e-02, 1.8835e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8681e+00, 2.2921e+00, 1.7675e+00, 7.0453e-02, 1.8231e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8706e+00, 2.2948e+00, 1.7656e+00, 6.7239e-02, 1.7361e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8701e+00, 2.2942e+00, 1.7660e+00, 6.7922e-02, 1.7546e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8701e+00, 2.2942e+00, 1.7660e+00, 6.7922e-02, 1.7546e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8841e+00, 2.2912e+00, 1.7563e+00, 6.6697e-02, 1.7269e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8560e+00, 2.2973e+00, 1.7758e+00, 6.9164e-02, 1.7825e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8787e+00, 2.2939e+00, 1.7599e+00, 6.5721e-02, 1.6980e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8763e+00, 2.2913e+00, 1.7618e+00, 6.8858e-02, 1.7829e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8782e+00, 2.2933e+00, 1.7603e+00, 6.6415e-02, 1.7168e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8782e+00, 2.2933e+00, 1.7603e+00, 6.6415e-02, 1.7168e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8782e+00, 2.2934e+00, 1.7604e+00, 6.6374e-02, 1.6772e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8782e+00, 2.2933e+00, 1.7603e+00, 6.6457e-02, 1.7573e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8769e+00, 2.2920e+00, 1.7613e+00, 6.8022e-02, 1.7992e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8794e+00, 2.2947e+00, 1.7594e+00, 6.4845e-02, 1.6356e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8897e+00, 2.3012e+00, 1.7443e+00, 6.3111e-02, 1.6505e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8680e+00, 2.2870e+00, 1.7753e+00, 6.7991e-02, 1.6882e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8891e+00, 2.3003e+00, 1.7444e+00, 6.4481e-02, 1.6901e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8698e+00, 2.2886e+00, 1.7736e+00, 6.6308e-02, 1.6467e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8759e+00, 2.2929e+00, 1.7653e+00, 6.4326e-02, 1.6180e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8735e+00, 2.2903e+00, 1.7671e+00, 6.7387e-02, 1.6986e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8625e+00, 2.2967e+00, 1.7745e+00, 6.4649e-02, 1.5851e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8880e+00, 2.2879e+00, 1.7570e+00, 6.5395e-02, 1.6891e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8776e+00, 2.2824e+00, 1.7722e+00, 6.6244e-02, 1.6253e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8713e+00, 2.3027e+00, 1.7605e+00, 6.3772e-02, 1.6402e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8801e+00, 2.2794e+00, 1.7737e+00, 6.5233e-02, 1.5834e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8715e+00, 2.2973e+00, 1.7638e+00, 6.5786e-02, 1.6773e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8798e+00, 2.2799e+00, 1.7733e+00, 6.5290e-02, 1.6236e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8799e+00, 2.2800e+00, 1.7734e+00, 6.5213e-02, 1.5499e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8925e+00, 2.2755e+00, 1.7648e+00, 6.5622e-02, 1.6362e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8671e+00, 2.2845e+00, 1.7820e+00, 6.4876e-02, 1.5357e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8778e+00, 2.2789e+00, 1.7748e+00, 6.6795e-02, 1.6589e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8802e+00, 2.2815e+00, 1.7730e+00, 6.3695e-02, 1.5087e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8923e+00, 2.2765e+00, 1.7648e+00, 6.4730e-02, 1.5900e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8670e+00, 2.2855e+00, 1.7821e+00, 6.3995e-02, 1.4924e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8758e+00, 2.2915e+00, 1.7681e+00, 6.3097e-02, 1.5092e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8821e+00, 2.2709e+00, 1.7798e+00, 6.5606e-02, 1.5663e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8695e+00, 2.2703e+00, 1.7914e+00, 6.7271e-02, 1.6020e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8907e+00, 2.2846e+00, 1.7608e+00, 6.2412e-02, 1.4958e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8911e+00, 2.2843e+00, 1.7594e+00, 6.3573e-02, 1.5607e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8722e+00, 2.2726e+00, 1.7883e+00, 6.5349e-02, 1.5205e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8764e+00, 2.2747e+00, 1.7810e+00, 6.6355e-02, 1.5694e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8787e+00, 2.2772e+00, 1.7792e+00, 6.3357e-02, 1.4954e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8688e+00, 2.2708e+00, 1.7939e+00, 6.4970e-02, 1.5278e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8876e+00, 2.2825e+00, 1.7652e+00, 6.3140e-02, 1.4973e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8841e+00, 2.2803e+00, 1.7705e+00, 6.3515e-02, 1.5382e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8653e+00, 2.2687e+00, 1.7992e+00, 6.5273e-02, 1.4983e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8668e+00, 2.2814e+00, 1.7853e+00, 6.4992e-02, 1.5550e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8757e+00, 2.2632e+00, 1.7952e+00, 6.4438e-02, 1.4679e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8625e+00, 2.2688e+00, 1.8031e+00, 6.4130e-02, 1.4599e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8879e+00, 2.2596e+00, 1.7862e+00, 6.4802e-02, 1.4848e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8711e+00, 2.2732e+00, 1.7895e+00, 6.4753e-02, 1.5157e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8801e+00, 2.2549e+00, 1.7994e+00, 6.4198e-02, 1.4308e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8807e+00, 2.2572e+00, 1.7979e+00, 6.2768e-02, 1.4017e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8784e+00, 2.2547e+00, 1.7997e+00, 6.5729e-02, 1.4708e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8894e+00, 2.2625e+00, 1.7841e+00, 6.2602e-02, 1.4365e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8710e+00, 2.2508e+00, 1.8125e+00, 6.4315e-02, 1.3991e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8818e+00, 2.2454e+00, 1.8080e+00, 6.3458e-02, 1.3714e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8726e+00, 2.2639e+00, 1.7980e+00, 6.4012e-02, 1.4529e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8765e+00, 2.2560e+00, 1.8023e+00, 6.3774e-02, 1.4174e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8857e+00, 2.2374e+00, 1.8123e+00, 6.3218e-02, 1.3378e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8897e+00, 2.2294e+00, 1.8166e+00, 6.3014e-02, 1.3359e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8804e+00, 2.2482e+00, 1.8065e+00, 6.3507e-02, 1.3517e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8876e+00, 2.2300e+00, 1.8165e+00, 6.4563e-02, 1.4019e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8899e+00, 2.2324e+00, 1.8148e+00, 6.1599e-02, 1.2760e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8768e+00, 2.2367e+00, 1.8233e+00, 6.1904e-02, 1.2633e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9018e+00, 2.2272e+00, 1.8071e+00, 6.2617e-02, 1.3451e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8940e+00, 2.2223e+00, 1.8203e+00, 6.2015e-02, 1.2959e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8847e+00, 2.2413e+00, 1.8101e+00, 6.2505e-02, 1.3114e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8831e+00, 2.2172e+00, 1.8340e+00, 6.4353e-02, 1.3114e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9030e+00, 2.2315e+00, 1.8044e+00, 5.9855e-02, 1.2838e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8966e+00, 2.2273e+00, 1.8148e+00, 6.0094e-02, 1.2348e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8944e+00, 2.2249e+00, 1.8164e+00, 6.2980e-02, 1.3564e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8925e+00, 2.2374e+00, 1.8092e+00, 5.9647e-02, 1.2688e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8997e+00, 2.2160e+00, 1.8212e+00, 6.1895e-02, 1.2561e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8936e+00, 2.2342e+00, 1.8110e+00, 5.9981e-02, 1.2669e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9008e+00, 2.2128e+00, 1.8230e+00, 6.2238e-02, 1.2542e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9117e+00, 2.2168e+00, 1.8099e+00, 6.0348e-02, 1.2391e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8847e+00, 2.2240e+00, 1.8275e+00, 6.2526e-02, 1.2785e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9087e+00, 2.2078e+00, 1.8203e+00, 6.2010e-02, 1.2423e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9015e+00, 2.2293e+00, 1.8082e+00, 5.9764e-02, 1.2550e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9050e+00, 2.2143e+00, 1.8168e+00, 6.2618e-02, 1.2770e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9072e+00, 2.2166e+00, 1.8152e+00, 5.9815e-02, 1.2174e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9077e+00, 2.2172e+00, 1.8148e+00, 5.9107e-02, 1.1757e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9055e+00, 2.2149e+00, 1.8164e+00, 6.1937e-02, 1.2912e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9025e+00, 2.2262e+00, 1.8099e+00, 6.0048e-02, 1.2381e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9119e+00, 2.2070e+00, 1.8204e+00, 5.9514e-02, 1.1684e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9022e+00, 2.2031e+00, 1.8331e+00, 6.0392e-02, 1.1874e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9195e+00, 2.2153e+00, 1.8053e+00, 5.8759e-02, 1.1648e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9095e+00, 2.2086e+00, 1.8223e+00, 5.8451e-02, 1.1515e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9073e+00, 2.2064e+00, 1.8239e+00, 6.1186e-02, 1.2077e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9089e+00, 2.2080e+00, 1.8227e+00, 5.9140e-02, 1.1656e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9089e+00, 2.2080e+00, 1.8227e+00, 5.9140e-02, 1.1656e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9053e+00, 2.2188e+00, 1.8167e+00, 5.8036e-02, 1.1451e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9126e+00, 2.1972e+00, 1.8288e+00, 6.0261e-02, 1.1864e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9109e+00, 2.2064e+00, 1.8235e+00, 5.8076e-02, 1.1433e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9088e+00, 2.2042e+00, 1.8250e+00, 6.0790e-02, 1.1990e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9093e+00, 2.2048e+00, 1.8246e+00, 6.0122e-02, 1.1852e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9114e+00, 2.2070e+00, 1.8231e+00, 5.7439e-02, 1.1302e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8985e+00, 2.2112e+00, 1.8313e+00, 5.7801e-02, 1.1093e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9231e+00, 2.2016e+00, 1.8157e+00, 5.8454e-02, 1.1803e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9104e+00, 2.2066e+00, 1.8238e+00, 5.8144e-02, 1.1695e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9104e+00, 2.2066e+00, 1.8238e+00, 5.8090e-02, 1.1171e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9018e+00, 2.2006e+00, 1.8376e+00, 5.8908e-02, 1.1534e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9190e+00, 2.2126e+00, 1.8099e+00, 5.7326e-02, 1.1316e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9091e+00, 2.2060e+00, 1.8267e+00, 5.7013e-02, 1.1185e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9070e+00, 2.2039e+00, 1.8283e+00, 5.9672e-02, 1.1729e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9123e+00, 2.1946e+00, 1.8331e+00, 5.8791e-02, 1.1527e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9049e+00, 2.2162e+00, 1.8212e+00, 5.6629e-02, 1.1127e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9180e+00, 2.2088e+00, 1.8148e+00, 5.7215e-02, 1.1528e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9010e+00, 2.1968e+00, 1.8424e+00, 5.8731e-02, 1.1224e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9194e+00, 2.1963e+00, 1.8246e+00, 5.8503e-02, 1.1691e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8949e+00, 2.2060e+00, 1.8401e+00, 5.7846e-02, 1.0989e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9193e+00, 2.1964e+00, 1.8247e+00, 5.8471e-02, 1.1423e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8947e+00, 2.2061e+00, 1.8402e+00, 5.7868e-02, 1.1238e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9034e+00, 2.2120e+00, 1.8264e+00, 5.7096e-02, 1.1134e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9109e+00, 2.1903e+00, 1.8384e+00, 5.9268e-02, 1.1532e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9176e+00, 2.2057e+00, 1.8192e+00, 5.6374e-02, 1.1261e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8985e+00, 2.1915e+00, 1.8482e+00, 6.0551e-02, 1.1496e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9007e+00, 2.1932e+00, 1.8449e+00, 6.0053e-02, 1.1469e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9197e+00, 2.2074e+00, 1.8159e+00, 5.5908e-02, 1.1234e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9207e+00, 2.2078e+00, 1.8136e+00, 5.6769e-02, 1.1478e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9037e+00, 2.1958e+00, 1.8411e+00, 5.8271e-02, 1.1176e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9184e+00, 2.2061e+00, 1.8174e+00, 5.6951e-02, 1.1179e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9014e+00, 2.1941e+00, 1.8449e+00, 5.8506e-02, 1.1392e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9173e+00, 2.2057e+00, 1.8200e+00, 5.5853e-02, 1.0942e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8984e+00, 2.1916e+00, 1.8489e+00, 6.0039e-02, 1.1690e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.8969e+00, 2.2042e+00, 1.8394e+00, 5.8384e-02, 1.1137e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9234e+00, 2.1967e+00, 1.8224e+00, 5.6424e-02, 1.1300e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9255e+00, 2.2058e+00, 1.8127e+00, 5.4938e-02, 1.0888e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9065e+00, 2.1916e+00, 1.8416e+00, 5.9062e-02, 1.1632e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9178e+00, 2.2001e+00, 1.8244e+00, 5.6572e-02, 1.1183e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9178e+00, 2.2001e+00, 1.8244e+00, 5.6572e-02, 1.1183e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9226e+00, 2.1903e+00, 1.8297e+00, 5.6315e-02, 1.0865e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9131e+00, 2.2098e+00, 1.8191e+00, 5.6826e-02, 1.1510e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9119e+00, 2.1860e+00, 1.8426e+00, 5.8431e-02, 1.1066e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9306e+00, 2.2002e+00, 1.8137e+00, 5.4407e-02, 1.0841e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9321e+00, 2.2014e+00, 1.8114e+00, 5.4068e-02, 1.0580e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9134e+00, 2.1871e+00, 1.8402e+00, 5.8121e-02, 1.1302e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9290e+00, 2.1856e+00, 1.8288e+00, 5.5476e-02, 1.0566e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9196e+00, 2.2052e+00, 1.8181e+00, 5.5980e-02, 1.1193e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9407e+00, 2.1847e+00, 1.8189e+00, 5.4605e-02, 1.0732e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9146e+00, 2.1923e+00, 1.8356e+00, 5.6507e-02, 1.0580e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9204e+00, 2.1919e+00, 1.8318e+00, 5.4895e-02, 1.0362e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9445e+00, 2.1823e+00, 1.8166e+00, 5.5502e-02, 1.1016e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9193e+00, 2.1923e+00, 1.8324e+00, 5.4892e-02, 1.0570e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9434e+00, 2.1828e+00, 1.8173e+00, 5.5449e-02, 1.0739e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9389e+00, 2.1940e+00, 1.8116e+00, 5.4437e-02, 1.0791e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9223e+00, 2.1818e+00, 1.8390e+00, 5.5872e-02, 1.0508e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9270e+00, 2.1849e+00, 1.8304e+00, 5.6672e-02, 1.1106e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9289e+00, 2.1870e+00, 1.8290e+00, 5.4118e-02, 1.0126e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9246e+00, 2.1972e+00, 1.8233e+00, 5.3816e-02, 1.0438e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9322e+00, 2.1755e+00, 1.8355e+00, 5.5793e-02, 1.0327e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9246e+00, 2.1936e+00, 1.8255e+00, 5.5268e-02, 1.0433e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9341e+00, 2.1738e+00, 1.8362e+00, 5.4814e-02, 1.0304e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9445e+00, 2.1724e+00, 1.8269e+00, 5.5169e-02, 1.0408e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9204e+00, 2.1820e+00, 1.8419e+00, 5.4613e-02, 1.0245e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9227e+00, 2.1703e+00, 1.8491e+00, 5.6854e-02, 1.0427e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9410e+00, 2.1846e+00, 1.8205e+00, 5.2960e-02, 1.0218e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9381e+00, 2.1686e+00, 1.8380e+00, 5.4345e-02, 1.0241e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9285e+00, 2.1885e+00, 1.8272e+00, 5.4798e-02, 1.0369e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9483e+00, 2.1673e+00, 1.8287e+00, 5.4700e-02, 1.0345e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9243e+00, 2.1770e+00, 1.8435e+00, 5.4150e-02, 1.0183e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9365e+00, 2.1735e+00, 1.8358e+00, 5.3173e-02, 9.7976e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9346e+00, 2.1714e+00, 1.8372e+00, 5.5674e-02, 1.0742e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9442e+00, 2.1790e+00, 1.8226e+00, 5.3157e-02, 1.0183e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9279e+00, 2.1668e+00, 1.8497e+00, 5.4544e-02, 9.9155e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9328e+00, 2.1702e+00, 1.8407e+00, 5.5277e-02, 1.0248e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9347e+00, 2.1722e+00, 1.8394e+00, 5.2842e-02, 9.7797e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9390e+00, 2.1616e+00, 1.8452e+00, 5.3301e-02, 9.8490e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9293e+00, 2.1815e+00, 1.8344e+00, 5.3749e-02, 9.9731e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9452e+00, 2.1715e+00, 1.8296e+00, 5.2704e-02, 1.0005e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9291e+00, 2.1593e+00, 1.8566e+00, 5.4069e-02, 9.7410e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9440e+00, 2.1709e+00, 1.8324e+00, 5.1703e-02, 9.7403e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9261e+00, 2.1567e+00, 1.8607e+00, 5.5480e-02, 9.9369e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9448e+00, 2.1712e+00, 1.8305e+00, 5.2537e-02, 9.9519e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9287e+00, 2.1590e+00, 1.8574e+00, 5.3896e-02, 9.6895e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9386e+00, 2.1524e+00, 1.8536e+00, 5.4371e-02, 9.9548e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9308e+00, 2.1745e+00, 1.8414e+00, 5.2422e-02, 9.6211e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9225e+00, 2.1655e+00, 1.8566e+00, 5.4502e-02, 9.9697e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9482e+00, 2.1576e+00, 1.8406e+00, 5.2639e-02, 9.6657e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9364e+00, 2.1710e+00, 1.8394e+00, 5.2269e-02, 9.8126e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9443e+00, 2.1489e+00, 1.8517e+00, 5.4163e-02, 9.7046e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9420e+00, 2.1589e+00, 1.8460e+00, 5.2183e-02, 9.3115e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9401e+00, 2.1569e+00, 1.8473e+00, 5.4628e-02, 1.0206e-03],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9336e+00, 2.1522e+00, 1.8598e+00, 5.3531e-02, 9.4267e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9495e+00, 2.1645e+00, 1.8329e+00, 5.2185e-02, 9.6820e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9275e+00, 2.1617e+00, 1.8570e+00, 5.2756e-02, 9.4473e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9514e+00, 2.1519e+00, 1.8425e+00, 5.3294e-02, 9.5963e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9269e+00, 2.1620e+00, 1.8574e+00, 5.2742e-02, 9.4435e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9507e+00, 2.1521e+00, 1.8429e+00, 5.3280e-02, 9.5924e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9294e+00, 2.1502e+00, 1.8645e+00, 5.4889e-02, 9.6090e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9471e+00, 2.1644e+00, 1.8364e+00, 5.1167e-02, 9.4203e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9351e+00, 2.1686e+00, 1.8424e+00, 5.2872e-02, 9.5566e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9448e+00, 2.1485e+00, 1.8533e+00, 5.2426e-02, 9.4365e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9309e+00, 2.1576e+00, 1.8583e+00, 5.2230e-02, 9.1788e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9546e+00, 2.1478e+00, 1.8438e+00, 5.2805e-02, 9.7518e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9380e+00, 2.1640e+00, 1.8455e+00, 5.1574e-02, 9.4926e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9460e+00, 2.1419e+00, 1.8577e+00, 5.3434e-02, 9.3872e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9348e+00, 2.1450e+00, 1.8660e+00, 5.3328e-02, 9.3050e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9505e+00, 2.1572e+00, 1.8393e+00, 5.1997e-02, 9.5573e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9409e+00, 2.1497e+00, 1.8557e+00, 5.2792e-02, 9.1932e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9408e+00, 2.1497e+00, 1.8557e+00, 5.2835e-02, 9.6157e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9449e+00, 2.1386e+00, 1.8619e+00, 5.3753e-02, 9.3459e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9369e+00, 2.1607e+00, 1.8496e+00, 5.1886e-02, 9.4510e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9366e+00, 2.1580e+00, 1.8513e+00, 5.3194e-02, 9.4497e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9465e+00, 2.1377e+00, 1.8622e+00, 5.2738e-02, 9.3299e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9452e+00, 2.1431e+00, 1.8591e+00, 5.1649e-02, 8.9386e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9434e+00, 2.1412e+00, 1.8604e+00, 5.4057e-02, 9.7935e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9447e+00, 2.1426e+00, 1.8595e+00, 5.2341e-02, 9.3809e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9447e+00, 2.1426e+00, 1.8595e+00, 5.2299e-02, 8.9693e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9398e+00, 2.1527e+00, 1.8540e+00, 5.2545e-02, 9.2282e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9497e+00, 2.1323e+00, 1.8650e+00, 5.2092e-02, 9.1106e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9483e+00, 2.1379e+00, 1.8619e+00, 5.1042e-02, 8.9279e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9465e+00, 2.1360e+00, 1.8632e+00, 5.3375e-02, 9.3518e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9469e+00, 2.1364e+00, 1.8629e+00, 5.2907e-02, 9.4727e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9487e+00, 2.1383e+00, 1.8616e+00, 5.0554e-02, 8.6472e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9599e+00, 2.1328e+00, 1.8549e+00, 5.1480e-02, 8.9460e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9363e+00, 2.1428e+00, 1.8691e+00, 5.0961e-02, 8.8088e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9466e+00, 2.1371e+00, 1.8630e+00, 5.2363e-02, 9.0815e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9483e+00, 2.1390e+00, 1.8617e+00, 5.0076e-02, 8.6705e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9604e+00, 2.1343e+00, 1.8544e+00, 4.9898e-02, 8.8524e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9351e+00, 2.1425e+00, 1.8699e+00, 5.1609e-02, 8.7297e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9393e+00, 2.1412e+00, 1.8673e+00, 5.1345e-02, 8.9481e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9646e+00, 2.1330e+00, 1.8519e+00, 4.9602e-02, 8.6761e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9610e+00, 2.1255e+00, 1.8627e+00, 4.9965e-02, 8.7103e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9512e+00, 2.1460e+00, 1.8515e+00, 5.0401e-02, 8.8234e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9511e+00, 2.1241e+00, 1.8732e+00, 5.0716e-02, 8.8156e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9664e+00, 2.1366e+00, 1.8468e+00, 4.9423e-02, 8.6588e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9486e+00, 2.1219e+00, 1.8765e+00, 5.1997e-02, 9.0385e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9656e+00, 2.1362e+00, 1.8489e+00, 4.8465e-02, 8.4771e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9512e+00, 2.1243e+00, 1.8732e+00, 5.0500e-02, 8.7762e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9664e+00, 2.1367e+00, 1.8468e+00, 4.9213e-02, 8.6202e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9657e+00, 2.1362e+00, 1.8489e+00, 4.8280e-02, 8.6303e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9487e+00, 2.1221e+00, 1.8766e+00, 5.1754e-02, 8.7991e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9538e+00, 2.1407e+00, 1.8548e+00, 4.9895e-02, 8.7557e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9637e+00, 2.1201e+00, 1.8659e+00, 4.9461e-02, 8.6429e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9563e+00, 2.1355e+00, 1.8576e+00, 4.9785e-02, 8.7270e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9662e+00, 2.1148e+00, 1.8688e+00, 4.9349e-02, 8.6140e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9553e+00, 2.1129e+00, 1.8797e+00, 5.1222e-02, 8.9230e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9721e+00, 2.1272e+00, 1.8522e+00, 4.7751e-02, 8.3703e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9654e+00, 2.1214e+00, 1.8633e+00, 4.9122e-02, 8.5887e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9654e+00, 2.1214e+00, 1.8633e+00, 4.9122e-02, 8.5887e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9613e+00, 2.1326e+00, 1.8570e+00, 4.8252e-02, 8.4479e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9695e+00, 2.1101e+00, 1.8695e+00, 5.0004e-02, 8.7314e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9708e+00, 2.1098e+00, 1.8696e+00, 4.8976e-02, 8.3587e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9608e+00, 2.1305e+00, 1.8583e+00, 4.9450e-02, 8.8551e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9633e+00, 2.1254e+00, 1.8611e+00, 4.9312e-02, 8.5363e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9733e+00, 2.1046e+00, 1.8724e+00, 4.8877e-02, 8.4248e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9789e+00, 2.1173e+00, 1.8557e+00, 4.7305e-02, 8.1889e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9624e+00, 2.1030e+00, 1.8830e+00, 5.0733e-02, 8.7280e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9714e+00, 2.1107e+00, 1.8673e+00, 4.9768e-02, 8.7906e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9731e+00, 2.1124e+00, 1.8661e+00, 4.7567e-02, 8.0294e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9643e+00, 2.1048e+00, 1.8801e+00, 4.9920e-02, 8.3326e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9808e+00, 2.1190e+00, 1.8527e+00, 4.6582e-02, 8.1744e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9822e+00, 2.1202e+00, 1.8505e+00, 4.6324e-02, 8.1618e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9657e+00, 2.1059e+00, 1.8779e+00, 4.9645e-02, 8.3199e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9759e+00, 2.1149e+00, 1.8617e+00, 4.6650e-02, 7.8652e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9743e+00, 2.1132e+00, 1.8628e+00, 4.8807e-02, 8.6100e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9680e+00, 2.1082e+00, 1.8751e+00, 4.7894e-02, 7.9802e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9829e+00, 2.1207e+00, 1.8489e+00, 4.6718e-02, 8.1965e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9811e+00, 2.1192e+00, 1.8520e+00, 4.6857e-02, 8.1707e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9663e+00, 2.1067e+00, 1.8782e+00, 4.8034e-02, 7.9548e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9720e+00, 2.1115e+00, 1.8680e+00, 4.7595e-02, 8.2191e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9720e+00, 2.1115e+00, 1.8681e+00, 4.7558e-02, 7.8614e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9720e+00, 2.1115e+00, 1.8681e+00, 4.7576e-02, 8.0359e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9720e+00, 2.1115e+00, 1.8681e+00, 4.7576e-02, 8.0359e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9794e+00, 2.1178e+00, 1.8550e+00, 4.6989e-02, 8.1439e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9647e+00, 2.1053e+00, 1.8811e+00, 4.8165e-02, 7.9286e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9581e+00, 2.1144e+00, 1.8782e+00, 4.8506e-02, 7.9585e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9828e+00, 2.1060e+00, 1.8634e+00, 4.6904e-02, 8.0678e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9851e+00, 2.1042e+00, 1.8622e+00, 4.7750e-02, 8.2689e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9620e+00, 2.1142e+00, 1.8757e+00, 4.7242e-02, 7.7918e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9640e+00, 2.1027e+00, 1.8834e+00, 4.9145e-02, 8.2550e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9804e+00, 2.1169e+00, 1.8561e+00, 4.5836e-02, 7.7475e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9687e+00, 2.1214e+00, 1.8617e+00, 4.7402e-02, 8.1849e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9786e+00, 2.1006e+00, 1.8731e+00, 4.6947e-02, 7.7270e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9759e+00, 2.1062e+00, 1.8700e+00, 4.7069e-02, 7.8470e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9759e+00, 2.1062e+00, 1.8700e+00, 4.7069e-02, 7.8470e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9636e+00, 2.1104e+00, 1.8774e+00, 4.7864e-02, 7.7937e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9882e+00, 2.1020e+00, 1.8627e+00, 4.6284e-02, 7.9002e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9911e+00, 2.1010e+00, 1.8610e+00, 4.6084e-02, 7.7389e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9665e+00, 2.1094e+00, 1.8757e+00, 4.7695e-02, 7.9813e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9776e+00, 2.1155e+00, 1.8603e+00, 4.5877e-02, 7.7045e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9859e+00, 2.0929e+00, 1.8729e+00, 4.7525e-02, 7.9590e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9771e+00, 2.1138e+00, 1.8614e+00, 4.6967e-02, 7.8926e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9870e+00, 2.0928e+00, 1.8728e+00, 4.6549e-02, 7.7888e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9800e+00, 2.1101e+00, 1.8633e+00, 4.5852e-02, 7.6924e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9884e+00, 2.0874e+00, 1.8759e+00, 4.7496e-02, 7.9458e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9967e+00, 2.0939e+00, 1.8627e+00, 4.5923e-02, 7.7062e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9722e+00, 2.1023e+00, 1.8772e+00, 4.7528e-02, 7.9478e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9872e+00, 2.0972e+00, 1.8684e+00, 4.6526e-02, 7.6288e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9871e+00, 2.0971e+00, 1.8684e+00, 4.6561e-02, 7.9744e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9799e+00, 2.0908e+00, 1.8813e+00, 4.7135e-02, 7.8660e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9944e+00, 2.1035e+00, 1.8553e+00, 4.5953e-02, 7.7289e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9776e+00, 2.0887e+00, 1.8846e+00, 4.8311e-02, 8.0622e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9937e+00, 2.1030e+00, 1.8575e+00, 4.5069e-02, 7.5685e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9820e+00, 2.1075e+00, 1.8631e+00, 4.6611e-02, 7.8234e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9920e+00, 2.0864e+00, 1.8746e+00, 4.6195e-02, 7.7200e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9940e+00, 2.0820e+00, 1.8771e+00, 4.6107e-02, 7.6984e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9841e+00, 2.1031e+00, 1.8655e+00, 4.6525e-02, 7.8020e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9831e+00, 2.0812e+00, 1.8871e+00, 4.7843e-02, 7.8023e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9990e+00, 2.0955e+00, 1.8600e+00, 4.4671e-02, 7.6567e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0036e+00, 2.0844e+00, 1.8650e+00, 4.6236e-02, 7.9489e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9808e+00, 2.0945e+00, 1.8782e+00, 4.5751e-02, 7.4941e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0017e+00, 2.0853e+00, 1.8661e+00, 4.6178e-02, 7.7370e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9789e+00, 2.0953e+00, 1.8793e+00, 4.5728e-02, 7.6240e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9937e+00, 2.0804e+00, 1.8794e+00, 4.5695e-02, 7.4542e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9837e+00, 2.1015e+00, 1.8679e+00, 4.6145e-02, 7.8960e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9950e+00, 2.0753e+00, 1.8824e+00, 4.6635e-02, 7.7047e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9865e+00, 2.0980e+00, 1.8697e+00, 4.5032e-02, 7.4612e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9980e+00, 2.0926e+00, 1.8633e+00, 4.5298e-02, 7.6885e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9838e+00, 2.0800e+00, 1.8891e+00, 4.6417e-02, 7.4854e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9853e+00, 2.0964e+00, 1.8724e+00, 4.5168e-02, 7.4463e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9938e+00, 2.0736e+00, 1.8851e+00, 4.6774e-02, 7.6890e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9888e+00, 2.0839e+00, 1.8795e+00, 4.7012e-02, 7.7448e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9904e+00, 2.0855e+00, 1.8784e+00, 4.4988e-02, 7.4003e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9899e+00, 2.0850e+00, 1.8787e+00, 4.5619e-02, 7.3464e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9899e+00, 2.0850e+00, 1.8787e+00, 4.5653e-02, 7.6780e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9942e+00, 2.0736e+00, 1.8851e+00, 4.6420e-02, 7.4628e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9856e+00, 2.0963e+00, 1.8724e+00, 4.4862e-02, 7.5536e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9858e+00, 2.0958e+00, 1.8727e+00, 4.4895e-02, 7.5516e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9944e+00, 2.0731e+00, 1.8854e+00, 4.6454e-02, 7.4609e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9895e+00, 2.0832e+00, 1.8798e+00, 4.6718e-02, 7.6770e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9910e+00, 2.0848e+00, 1.8787e+00, 4.4708e-02, 7.3359e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9956e+00, 2.0737e+00, 1.8849e+00, 4.5130e-02, 7.2341e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9855e+00, 2.0948e+00, 1.8733e+00, 4.5577e-02, 7.6624e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9933e+00, 2.0810e+00, 1.8808e+00, 4.4284e-02, 7.1977e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9917e+00, 2.0794e+00, 1.8819e+00, 4.6273e-02, 7.5320e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0048e+00, 2.0762e+00, 1.8741e+00, 4.4182e-02, 7.3542e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9806e+00, 2.0848e+00, 1.8882e+00, 4.5682e-02, 7.2569e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9829e+00, 2.0840e+00, 1.8869e+00, 4.5558e-02, 7.4277e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0070e+00, 2.0754e+00, 1.8728e+00, 4.4029e-02, 7.2027e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9895e+00, 2.0717e+00, 1.8918e+00, 4.6190e-02, 7.3614e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0050e+00, 2.0860e+00, 1.8651e+00, 4.3145e-02, 7.2257e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0062e+00, 2.0870e+00, 1.8631e+00, 4.2930e-02, 7.2158e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9906e+00, 2.0728e+00, 1.8899e+00, 4.5961e-02, 7.3514e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0072e+00, 2.0880e+00, 1.8613e+00, 4.2717e-02, 7.0499e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9917e+00, 2.0737e+00, 1.8881e+00, 4.5768e-02, 7.5056e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9884e+00, 2.0861e+00, 1.8800e+00, 4.4769e-02, 7.3555e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0125e+00, 2.0776e+00, 1.8659e+00, 4.3264e-02, 7.1325e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9982e+00, 2.0925e+00, 1.8654e+00, 4.3147e-02, 7.2690e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0067e+00, 2.0697e+00, 1.8782e+00, 4.4642e-02, 7.1812e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9949e+00, 2.0735e+00, 1.8854e+00, 4.5463e-02, 7.4526e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0104e+00, 2.0878e+00, 1.8587e+00, 4.2433e-02, 7.0003e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0044e+00, 2.0822e+00, 1.8699e+00, 4.2778e-02, 6.8819e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0028e+00, 2.0807e+00, 1.8710e+00, 4.4729e-02, 7.5242e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0109e+00, 2.0881e+00, 1.8574e+00, 4.2884e-02, 7.1826e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9969e+00, 2.0754e+00, 1.8831e+00, 4.3944e-02, 6.9939e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0023e+00, 2.0803e+00, 1.8732e+00, 4.3535e-02, 7.0663e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0023e+00, 2.0803e+00, 1.8732e+00, 4.3535e-02, 7.0663e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0030e+00, 2.0810e+00, 1.8727e+00, 4.2592e-02, 6.9084e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0015e+00, 2.0795e+00, 1.8738e+00, 4.4499e-02, 7.2279e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9983e+00, 2.0918e+00, 1.8667e+00, 4.2496e-02, 7.0570e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0068e+00, 2.0691e+00, 1.8795e+00, 4.3965e-02, 6.9717e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9907e+00, 2.0842e+00, 1.8804e+00, 4.3989e-02, 6.9660e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0146e+00, 2.0757e+00, 1.8664e+00, 4.2544e-02, 7.0585e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0002e+00, 2.0907e+00, 1.8660e+00, 4.2432e-02, 7.0616e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0087e+00, 2.0680e+00, 1.8788e+00, 4.3897e-02, 6.9761e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0004e+00, 2.0901e+00, 1.8663e+00, 4.2466e-02, 7.0596e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0089e+00, 2.0674e+00, 1.8791e+00, 4.3932e-02, 6.9741e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0090e+00, 2.0669e+00, 1.8794e+00, 4.3981e-02, 7.1268e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0006e+00, 2.0896e+00, 1.8666e+00, 4.2483e-02, 6.9045e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9937e+00, 2.0830e+00, 1.8796e+00, 4.3042e-02, 6.9679e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0161e+00, 2.0730e+00, 1.8668e+00, 4.3459e-02, 7.0691e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0037e+00, 2.0796e+00, 1.8738e+00, 4.2265e-02, 6.7047e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0022e+00, 2.0781e+00, 1.8748e+00, 4.4186e-02, 7.3286e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0151e+00, 2.0748e+00, 1.8672e+00, 4.2185e-02, 6.9521e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9912e+00, 2.0833e+00, 1.8811e+00, 4.3616e-02, 6.8611e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0048e+00, 2.0785e+00, 1.8732e+00, 4.2797e-02, 6.9129e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0048e+00, 2.0785e+00, 1.8732e+00, 4.2797e-02, 6.9129e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0167e+00, 2.0743e+00, 1.8662e+00, 4.2088e-02, 6.9583e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9929e+00, 2.0828e+00, 1.8802e+00, 4.3515e-02, 6.8674e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0064e+00, 2.0779e+00, 1.8723e+00, 4.2687e-02, 6.7691e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0064e+00, 2.0779e+00, 1.8722e+00, 4.2718e-02, 7.0722e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0072e+00, 2.0787e+00, 1.8717e+00, 4.1765e-02, 6.6168e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0057e+00, 2.0772e+00, 1.8728e+00, 4.3661e-02, 7.2316e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0024e+00, 2.0895e+00, 1.8657e+00, 4.1680e-02, 6.8590e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0109e+00, 2.0668e+00, 1.8785e+00, 4.3117e-02, 6.7759e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0138e+00, 2.0840e+00, 1.8596e+00, 4.1898e-02, 6.7568e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9999e+00, 2.0713e+00, 1.8851e+00, 4.2959e-02, 6.8742e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0165e+00, 2.0713e+00, 1.8687e+00, 4.2745e-02, 6.8771e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9942e+00, 2.0813e+00, 1.8816e+00, 4.2336e-02, 6.7789e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9985e+00, 2.0877e+00, 1.8704e+00, 4.2714e-02, 7.0172e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0085e+00, 2.0665e+00, 1.8821e+00, 4.2297e-02, 6.6271e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0164e+00, 2.0684e+00, 1.8720e+00, 4.2635e-02, 6.7989e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9940e+00, 2.0784e+00, 1.8847e+00, 4.2226e-02, 6.7018e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9921e+00, 2.0792e+00, 1.8858e+00, 4.2192e-02, 6.6936e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0145e+00, 2.0692e+00, 1.8730e+00, 4.2601e-02, 6.7907e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0134e+00, 2.0707e+00, 1.8736e+00, 4.1665e-02, 6.7786e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9896e+00, 2.0793e+00, 1.8874e+00, 4.3071e-02, 6.6898e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9913e+00, 2.0787e+00, 1.8864e+00, 4.2983e-02, 6.8442e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0151e+00, 2.0701e+00, 1.8726e+00, 4.1549e-02, 6.6383e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9931e+00, 2.0780e+00, 1.8853e+00, 4.2859e-02, 6.6811e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0169e+00, 2.0695e+00, 1.8715e+00, 4.1459e-02, 6.7694e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0066e+00, 2.0732e+00, 1.8775e+00, 4.2047e-02, 6.5857e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0066e+00, 2.0732e+00, 1.8775e+00, 4.2077e-02, 6.8798e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9990e+00, 2.0661e+00, 1.8907e+00, 4.3521e-02, 6.9413e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0142e+00, 2.0803e+00, 1.8642e+00, 4.0645e-02, 6.5240e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9956e+00, 2.0783e+00, 1.8829e+00, 4.2598e-02, 6.6618e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0193e+00, 2.0697e+00, 1.8691e+00, 4.1206e-02, 6.7497e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0089e+00, 2.0735e+00, 1.8751e+00, 4.1812e-02, 6.7112e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0089e+00, 2.0735e+00, 1.8751e+00, 4.1812e-02, 6.7112e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0165e+00, 2.0805e+00, 1.8619e+00, 4.0419e-02, 6.6498e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0013e+00, 2.0664e+00, 1.8883e+00, 4.3248e-02, 6.7729e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0027e+00, 2.0678e+00, 1.8866e+00, 4.2203e-02, 6.7631e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0165e+00, 2.0805e+00, 1.8612e+00, 4.1167e-02, 6.6482e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0150e+00, 2.0791e+00, 1.8639e+00, 4.1276e-02, 6.6603e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0013e+00, 2.0664e+00, 1.8893e+00, 4.2313e-02, 6.7751e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9992e+00, 2.0644e+00, 1.8923e+00, 4.3333e-02, 6.7908e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0143e+00, 2.0786e+00, 1.8659e+00, 4.0504e-02, 6.6678e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0076e+00, 2.0722e+00, 1.8777e+00, 4.1746e-02, 6.7226e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0076e+00, 2.0722e+00, 1.8777e+00, 4.1746e-02, 6.7226e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0187e+00, 2.0673e+00, 1.8714e+00, 4.1961e-02, 6.9198e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9964e+00, 2.0773e+00, 1.8841e+00, 4.1530e-02, 6.5306e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9937e+00, 2.0775e+00, 1.8858e+00, 4.2402e-02, 6.6432e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0173e+00, 2.0689e+00, 1.8721e+00, 4.1020e-02, 6.7308e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0114e+00, 2.0612e+00, 1.8844e+00, 4.2337e-02, 6.7982e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0028e+00, 2.0839e+00, 1.8717e+00, 4.0908e-02, 6.5885e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0183e+00, 2.0674e+00, 1.8719e+00, 4.1834e-02, 6.7430e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9960e+00, 2.0773e+00, 1.8846e+00, 4.1435e-02, 6.6473e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0053e+00, 2.0732e+00, 1.8793e+00, 4.1601e-02, 6.6871e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0053e+00, 2.0732e+00, 1.8793e+00, 4.1601e-02, 6.6871e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0128e+00, 2.0802e+00, 1.8661e+00, 4.0220e-02, 6.6262e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9977e+00, 2.0662e+00, 1.8924e+00, 4.3024e-02, 6.7481e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9985e+00, 2.0669e+00, 1.8910e+00, 4.2874e-02, 6.7418e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0136e+00, 2.0810e+00, 1.8647e+00, 4.0079e-02, 6.6199e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0025e+00, 2.0858e+00, 1.8703e+00, 4.0617e-02, 6.5710e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0111e+00, 2.0633e+00, 1.8830e+00, 4.2035e-02, 6.7800e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9958e+00, 2.0792e+00, 1.8832e+00, 4.1130e-02, 6.4877e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0180e+00, 2.0693e+00, 1.8705e+00, 4.1555e-02, 6.8736e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0092e+00, 2.0638e+00, 1.8843e+00, 4.2003e-02, 6.6029e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0007e+00, 2.0864e+00, 1.8717e+00, 4.0616e-02, 6.6839e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0094e+00, 2.0634e+00, 1.8846e+00, 4.2032e-02, 6.6013e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0008e+00, 2.0859e+00, 1.8719e+00, 4.0644e-02, 6.6822e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0121e+00, 2.0806e+00, 1.8658e+00, 4.0851e-02, 6.5837e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9984e+00, 2.0679e+00, 1.8911e+00, 4.1873e-02, 6.6966e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0150e+00, 2.0680e+00, 1.8746e+00, 4.1673e-02, 6.8457e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9928e+00, 2.0780e+00, 1.8873e+00, 4.1245e-02, 6.4615e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9902e+00, 2.0782e+00, 1.8889e+00, 4.2126e-02, 6.7195e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0139e+00, 2.0696e+00, 1.8752e+00, 4.0730e-02, 6.5187e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0107e+00, 2.0795e+00, 1.8683e+00, 4.0812e-02, 6.5477e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9970e+00, 2.0669e+00, 1.8936e+00, 4.1830e-02, 6.6597e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9976e+00, 2.0826e+00, 1.8775e+00, 4.1602e-02, 6.6582e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0076e+00, 2.0614e+00, 1.8891e+00, 4.1224e-02, 6.5696e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0159e+00, 2.0644e+00, 1.8784e+00, 4.0676e-02, 6.6428e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9923e+00, 2.0730e+00, 1.8920e+00, 4.2039e-02, 6.5565e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0101e+00, 2.0567e+00, 1.8906e+00, 4.1971e-02, 6.7090e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0015e+00, 2.0794e+00, 1.8780e+00, 4.0562e-02, 6.5032e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0133e+00, 2.0750e+00, 1.8712e+00, 3.9906e-02, 6.5470e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9983e+00, 2.0610e+00, 1.8974e+00, 4.2675e-02, 6.6665e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0060e+00, 2.0681e+00, 1.8833e+00, 4.2021e-02, 6.8965e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0074e+00, 2.0695e+00, 1.8823e+00, 4.0213e-02, 6.3157e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0069e+00, 2.0690e+00, 1.8826e+00, 4.0829e-02, 6.5108e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0069e+00, 2.0690e+00, 1.8826e+00, 4.0829e-02, 6.5108e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9994e+00, 2.0620e+00, 1.8957e+00, 4.2219e-02, 6.5698e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0144e+00, 2.0760e+00, 1.8695e+00, 3.9480e-02, 6.4521e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0145e+00, 2.0760e+00, 1.8686e+00, 4.0200e-02, 6.5910e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0009e+00, 2.0635e+00, 1.8938e+00, 4.1171e-02, 6.4189e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0021e+00, 2.0797e+00, 1.8774e+00, 4.0104e-02, 6.5274e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0107e+00, 2.0572e+00, 1.8900e+00, 4.1466e-02, 6.4480e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0065e+00, 2.0682e+00, 1.8839e+00, 4.0797e-02, 6.4868e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0065e+00, 2.0682e+00, 1.8839e+00, 4.0797e-02, 6.4868e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0022e+00, 2.0795e+00, 1.8776e+00, 4.0107e-02, 6.3866e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0108e+00, 2.0569e+00, 1.8902e+00, 4.1497e-02, 6.5882e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9991e+00, 2.0611e+00, 1.8970e+00, 4.2194e-02, 6.5468e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0140e+00, 2.0750e+00, 1.8709e+00, 3.9461e-02, 6.4298e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0117e+00, 2.0575e+00, 1.8888e+00, 4.1355e-02, 6.5831e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0031e+00, 2.0801e+00, 1.8763e+00, 3.9969e-02, 6.3817e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9956e+00, 2.0729e+00, 1.8894e+00, 4.1357e-02, 6.5822e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0191e+00, 2.0644e+00, 1.8759e+00, 3.9990e-02, 6.3859e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0089e+00, 2.0681e+00, 1.8818e+00, 4.0581e-02, 6.4708e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0089e+00, 2.0681e+00, 1.8818e+00, 4.0581e-02, 6.4708e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9978e+00, 2.0731e+00, 1.8881e+00, 4.0386e-02, 6.4248e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0200e+00, 2.0631e+00, 1.8755e+00, 4.0773e-02, 6.5166e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0121e+00, 2.0583e+00, 1.8886e+00, 4.0363e-02, 6.4198e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0021e+00, 2.0794e+00, 1.8770e+00, 4.0732e-02, 6.5064e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9975e+00, 2.0706e+00, 1.8909e+00, 4.0297e-02, 6.4040e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0196e+00, 2.0607e+00, 1.8784e+00, 4.0684e-02, 6.4954e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0136e+00, 2.0728e+00, 1.8730e+00, 3.9966e-02, 6.3881e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0001e+00, 2.0602e+00, 1.8981e+00, 4.0954e-02, 6.4963e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0174e+00, 2.0611e+00, 1.8810e+00, 3.9868e-02, 6.3545e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9939e+00, 2.0697e+00, 1.8945e+00, 4.1227e-02, 6.5494e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0190e+00, 2.0605e+00, 1.8801e+00, 3.9776e-02, 6.3414e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9955e+00, 2.0691e+00, 1.8936e+00, 4.1133e-02, 6.5359e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0198e+00, 2.0592e+00, 1.8797e+00, 4.0568e-02, 6.6121e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9978e+00, 2.0693e+00, 1.8922e+00, 4.0153e-02, 6.2433e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0019e+00, 2.0756e+00, 1.8812e+00, 4.0523e-02, 6.5770e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0119e+00, 2.0545e+00, 1.8928e+00, 4.0126e-02, 6.2148e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0078e+00, 2.0611e+00, 1.8893e+00, 4.1141e-02, 6.4805e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0091e+00, 2.0625e+00, 1.8883e+00, 3.9406e-02, 6.1992e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0087e+00, 2.0620e+00, 1.8887e+00, 4.0015e-02, 6.2977e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0087e+00, 2.0620e+00, 1.8887e+00, 4.0015e-02, 6.2977e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0160e+00, 2.0690e+00, 1.8757e+00, 3.8686e-02, 6.1082e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0013e+00, 2.0551e+00, 1.9016e+00, 4.1383e-02, 6.4928e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0206e+00, 2.0579e+00, 1.8808e+00, 4.0035e-02, 6.3179e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9985e+00, 2.0679e+00, 1.8933e+00, 3.9654e-02, 6.2292e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0035e+00, 2.0749e+00, 1.8818e+00, 3.9158e-02, 6.3048e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0121e+00, 2.0524e+00, 1.8943e+00, 4.0480e-02, 6.2279e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0029e+00, 2.0741e+00, 1.8824e+00, 4.0007e-02, 6.3078e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0129e+00, 2.0529e+00, 1.8940e+00, 3.9642e-02, 6.2236e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0160e+00, 2.0668e+00, 1.8773e+00, 3.9304e-02, 6.3366e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0027e+00, 2.0542e+00, 1.9023e+00, 4.0241e-02, 6.1711e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9965e+00, 2.0638e+00, 1.8986e+00, 4.0521e-02, 6.3343e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0198e+00, 2.0551e+00, 1.8853e+00, 3.9189e-02, 6.1462e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9986e+00, 2.0639e+00, 1.8973e+00, 3.9574e-02, 6.1835e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0207e+00, 2.0538e+00, 1.8849e+00, 3.9954e-02, 6.2715e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0029e+00, 2.0702e+00, 1.8863e+00, 3.9916e-02, 6.2624e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0130e+00, 2.0490e+00, 1.8979e+00, 3.9551e-02, 6.1785e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0144e+00, 2.0460e+00, 1.8995e+00, 3.9486e-02, 6.0353e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0043e+00, 2.0673e+00, 1.8879e+00, 3.9879e-02, 6.3869e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0174e+00, 2.0600e+00, 1.8828e+00, 3.9150e-02, 6.1086e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0042e+00, 2.0474e+00, 1.9077e+00, 4.0106e-02, 6.2107e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0098e+00, 2.0528e+00, 1.8970e+00, 3.9708e-02, 6.3011e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0098e+00, 2.0528e+00, 1.8970e+00, 3.9681e-02, 6.0354e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0171e+00, 2.0598e+00, 1.8841e+00, 3.8383e-02, 5.9809e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0026e+00, 2.0459e+00, 1.9099e+00, 4.1045e-02, 6.3557e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0219e+00, 2.0488e+00, 1.8890e+00, 3.9682e-02, 6.1806e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9999e+00, 2.0589e+00, 1.9013e+00, 3.9305e-02, 6.0941e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0085e+00, 2.0540e+00, 1.8965e+00, 4.0334e-02, 6.4039e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0098e+00, 2.0553e+00, 1.8956e+00, 3.8613e-02, 5.8688e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0100e+00, 2.0555e+00, 1.8955e+00, 3.8382e-02, 5.9210e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0087e+00, 2.0542e+00, 1.8964e+00, 4.0065e-02, 6.1884e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0045e+00, 2.0657e+00, 1.8900e+00, 3.9159e-02, 6.0565e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0146e+00, 2.0444e+00, 1.9016e+00, 3.8799e-02, 5.9752e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0109e+00, 2.0522e+00, 1.8973e+00, 3.8932e-02, 6.0052e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0109e+00, 2.0522e+00, 1.8973e+00, 3.8932e-02, 6.0052e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0175e+00, 2.0585e+00, 1.8849e+00, 3.8465e-02, 5.9556e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0043e+00, 2.0460e+00, 1.9097e+00, 3.9401e-02, 6.0547e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0172e+00, 2.0583e+00, 1.8861e+00, 3.7724e-02, 5.9590e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0028e+00, 2.0445e+00, 1.9118e+00, 4.0306e-02, 6.0649e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0066e+00, 2.0636e+00, 1.8910e+00, 3.8168e-02, 5.9132e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0154e+00, 2.0410e+00, 1.9035e+00, 3.9473e-02, 6.0968e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0181e+00, 2.0595e+00, 1.8842e+00, 3.7537e-02, 5.9498e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0037e+00, 2.0457e+00, 1.9099e+00, 4.0107e-02, 6.0556e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0053e+00, 2.0472e+00, 1.9078e+00, 3.9102e-02, 6.0453e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0185e+00, 2.0598e+00, 1.8830e+00, 3.8172e-02, 5.9462e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([1.9992e+00, 2.0570e+00, 1.9038e+00, 3.9351e-02, 6.0935e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0225e+00, 2.0482e+00, 1.8907e+00, 3.8063e-02, 5.9133e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0195e+00, 2.0590e+00, 1.8836e+00, 3.7366e-02, 5.9394e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0051e+00, 2.0452e+00, 1.9092e+00, 3.9923e-02, 6.0450e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0138e+00, 2.0536e+00, 1.8944e+00, 3.7652e-02, 5.8551e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0126e+00, 2.0523e+00, 1.8953e+00, 3.9299e-02, 6.1189e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0206e+00, 2.0600e+00, 1.8818e+00, 3.6996e-02, 5.8974e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0062e+00, 2.0462e+00, 1.9075e+00, 3.9528e-02, 6.0022e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0257e+00, 2.0495e+00, 1.8867e+00, 3.7469e-02, 5.8551e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0026e+00, 2.0583e+00, 1.8998e+00, 3.8738e-02, 6.0335e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0597e+00, 1.8801e+00, 3.7588e-02, 6.0130e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0089e+00, 2.0472e+00, 1.9049e+00, 3.8478e-02, 5.8564e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0137e+00, 2.0517e+00, 1.8950e+00, 3.8930e-02, 6.0533e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0150e+00, 2.0530e+00, 1.8941e+00, 3.7299e-02, 5.7926e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0189e+00, 2.0412e+00, 1.9007e+00, 3.8527e-02, 5.9768e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0101e+00, 2.0638e+00, 1.8882e+00, 3.7256e-02, 5.7973e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0144e+00, 2.0527e+00, 1.8944e+00, 3.7879e-02, 5.8854e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0144e+00, 2.0527e+00, 1.8944e+00, 3.7879e-02, 5.8854e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0144e+00, 2.0527e+00, 1.8944e+00, 3.7879e-02, 5.8854e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0144e+00, 2.0527e+00, 1.8944e+00, 3.7879e-02, 5.8854e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0260e+00, 2.0483e+00, 1.8879e+00, 3.7253e-02, 5.7976e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0028e+00, 2.0571e+00, 1.9010e+00, 3.8513e-02, 5.9741e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0265e+00, 2.0473e+00, 1.8876e+00, 3.8005e-02, 6.0454e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0047e+00, 2.0573e+00, 1.8998e+00, 3.7621e-02, 5.7113e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0021e+00, 2.0575e+00, 1.9013e+00, 3.8412e-02, 5.9352e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0253e+00, 2.0488e+00, 1.8882e+00, 3.7156e-02, 5.7601e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0040e+00, 2.0577e+00, 1.9002e+00, 3.7521e-02, 5.6742e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0258e+00, 2.0477e+00, 1.8880e+00, 3.7905e-02, 6.0060e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0175e+00, 2.0422e+00, 1.9014e+00, 3.8316e-02, 5.8985e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0087e+00, 2.0647e+00, 1.8889e+00, 3.7054e-02, 5.7216e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0130e+00, 2.0536e+00, 1.8951e+00, 3.7687e-02, 5.9344e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0130e+00, 2.0537e+00, 1.8951e+00, 3.7662e-02, 5.6855e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0239e+00, 2.0486e+00, 1.8890e+00, 3.7866e-02, 5.9747e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0021e+00, 2.0587e+00, 1.9012e+00, 3.7482e-02, 5.6447e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0106e+00, 2.0538e+00, 1.8965e+00, 3.8468e-02, 6.0364e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0118e+00, 2.0551e+00, 1.8957e+00, 3.6835e-02, 5.5349e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0049e+00, 2.0485e+00, 1.9083e+00, 3.7857e-02, 5.6372e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0180e+00, 2.0609e+00, 1.8836e+00, 3.6985e-02, 5.7880e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0032e+00, 2.0469e+00, 1.9106e+00, 3.8755e-02, 5.8750e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0176e+00, 2.0605e+00, 1.8851e+00, 3.6258e-02, 5.5313e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0185e+00, 2.0614e+00, 1.8835e+00, 3.6108e-02, 5.5107e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0041e+00, 2.0477e+00, 1.9090e+00, 3.8595e-02, 5.8531e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0050e+00, 2.0485e+00, 1.9075e+00, 3.8434e-02, 5.7092e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0193e+00, 2.0622e+00, 1.8820e+00, 3.5980e-02, 5.6102e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0134e+00, 2.0566e+00, 1.8931e+00, 3.6272e-02, 5.4150e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0122e+00, 2.0554e+00, 1.8939e+00, 3.7878e-02, 5.9049e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0196e+00, 2.0624e+00, 1.8810e+00, 3.6411e-02, 5.5438e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0065e+00, 2.0500e+00, 1.9057e+00, 3.7295e-02, 5.6356e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0170e+00, 2.0446e+00, 1.9011e+00, 3.6752e-02, 5.5593e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0070e+00, 2.0658e+00, 1.8896e+00, 3.7091e-02, 5.6345e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0183e+00, 2.0419e+00, 1.9026e+00, 3.6708e-02, 5.5497e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0082e+00, 2.0631e+00, 1.8910e+00, 3.7048e-02, 5.6249e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0145e+00, 2.0499e+00, 1.8982e+00, 3.6824e-02, 5.4601e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0145e+00, 2.0499e+00, 1.8982e+00, 3.6849e-02, 5.6985e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0080e+00, 2.0437e+00, 1.9105e+00, 3.7264e-02, 5.5038e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0210e+00, 2.0561e+00, 1.8859e+00, 3.6409e-02, 5.6509e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0135e+00, 2.0490e+00, 1.9001e+00, 3.6900e-02, 5.5661e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0135e+00, 2.0490e+00, 1.9001e+00, 3.6900e-02, 5.5661e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0135e+00, 2.0490e+00, 1.9001e+00, 3.6912e-02, 5.6863e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0135e+00, 2.0490e+00, 1.9001e+00, 3.6888e-02, 5.4485e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0186e+00, 2.0383e+00, 1.9059e+00, 3.6717e-02, 5.4107e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0085e+00, 2.0596e+00, 1.8943e+00, 3.7082e-02, 5.7235e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0192e+00, 2.0350e+00, 1.9077e+00, 3.7473e-02, 5.6109e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0103e+00, 2.0576e+00, 1.8953e+00, 3.6245e-02, 5.4438e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0152e+00, 2.0473e+00, 1.9009e+00, 3.6051e-02, 5.2910e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0140e+00, 2.0460e+00, 1.9018e+00, 3.7644e-02, 5.7687e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0148e+00, 2.0468e+00, 1.9012e+00, 3.6617e-02, 5.3466e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0148e+00, 2.0468e+00, 1.9012e+00, 3.6641e-02, 5.5797e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0142e+00, 2.0462e+00, 1.9016e+00, 3.7429e-02, 5.7021e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0154e+00, 2.0474e+00, 1.9008e+00, 3.5846e-02, 5.2301e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0040e+00, 2.0520e+00, 1.9072e+00, 3.6236e-02, 5.2486e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0258e+00, 2.0419e+00, 1.8951e+00, 3.6606e-02, 5.5541e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0203e+00, 2.0546e+00, 1.8894e+00, 3.5215e-02, 5.3282e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0061e+00, 2.0410e+00, 1.9147e+00, 3.7604e-02, 5.4212e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0031e+00, 2.0536e+00, 1.9067e+00, 3.6081e-02, 5.3318e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0249e+00, 2.0436e+00, 1.8946e+00, 3.6425e-02, 5.4066e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0129e+00, 2.0499e+00, 1.9011e+00, 3.5466e-02, 5.2478e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0117e+00, 2.0487e+00, 1.9020e+00, 3.7006e-02, 5.4821e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0190e+00, 2.0557e+00, 1.8892e+00, 3.5607e-02, 5.2909e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0060e+00, 2.0433e+00, 1.9136e+00, 3.6463e-02, 5.3776e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0116e+00, 2.0487e+00, 1.9031e+00, 3.6092e-02, 5.3400e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0116e+00, 2.0487e+00, 1.9031e+00, 3.6092e-02, 5.3400e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0066e+00, 2.0592e+00, 1.8973e+00, 3.6270e-02, 5.4917e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0167e+00, 2.0380e+00, 1.9088e+00, 3.5912e-02, 5.1922e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0129e+00, 2.0461e+00, 1.9044e+00, 3.6049e-02, 5.3042e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0129e+00, 2.0461e+00, 1.9044e+00, 3.6049e-02, 5.3042e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0078e+00, 2.0567e+00, 1.8987e+00, 3.6215e-02, 5.3400e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0179e+00, 2.0354e+00, 1.9102e+00, 3.5881e-02, 5.2683e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0140e+00, 2.0437e+00, 1.9057e+00, 3.6023e-02, 5.4101e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0140e+00, 2.0437e+00, 1.9058e+00, 3.6000e-02, 5.1846e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0191e+00, 2.0330e+00, 1.9115e+00, 3.5831e-02, 5.1486e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0090e+00, 2.0543e+00, 1.9000e+00, 3.6190e-02, 5.4457e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0151e+00, 2.0413e+00, 1.9071e+00, 3.5970e-02, 5.2617e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0151e+00, 2.0413e+00, 1.9071e+00, 3.5970e-02, 5.2617e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0107e+00, 2.0525e+00, 1.9009e+00, 3.5379e-02, 5.1831e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0196e+00, 2.0300e+00, 1.9133e+00, 3.6570e-02, 5.3411e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0086e+00, 2.0355e+00, 1.9190e+00, 3.6362e-02, 5.1897e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0214e+00, 2.0479e+00, 1.8946e+00, 3.5536e-02, 5.3285e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0187e+00, 2.0296e+00, 1.9145e+00, 3.6599e-02, 5.3296e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0097e+00, 2.0522e+00, 1.9022e+00, 3.5407e-02, 5.1719e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0134e+00, 2.0408e+00, 1.9085e+00, 3.6748e-02, 5.3629e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0146e+00, 2.0420e+00, 1.9077e+00, 3.5222e-02, 5.1343e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0193e+00, 2.0308e+00, 1.9138e+00, 3.5620e-02, 5.1836e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0091e+00, 2.0522e+00, 1.9022e+00, 3.5954e-02, 5.2543e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0152e+00, 2.0393e+00, 1.9092e+00, 3.5752e-02, 5.2115e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0152e+00, 2.0393e+00, 1.9092e+00, 3.5752e-02, 5.2115e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0203e+00, 2.0286e+00, 1.9150e+00, 3.5585e-02, 5.1761e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0102e+00, 2.0499e+00, 1.9035e+00, 3.5919e-02, 5.2468e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0163e+00, 2.0371e+00, 1.9104e+00, 3.5718e-02, 5.2043e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0163e+00, 2.0371e+00, 1.9104e+00, 3.5718e-02, 5.2043e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0232e+00, 2.0439e+00, 1.8978e+00, 3.4559e-02, 5.0513e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0094e+00, 2.0303e+00, 1.9229e+00, 3.6912e-02, 5.3615e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0167e+00, 2.0374e+00, 1.9090e+00, 3.6324e-02, 5.4100e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0179e+00, 2.0386e+00, 1.9082e+00, 3.4795e-02, 4.9642e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0060e+00, 2.0427e+00, 1.9149e+00, 3.5944e-02, 5.2028e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0288e+00, 2.0337e+00, 1.9022e+00, 3.4781e-02, 5.0508e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0254e+00, 2.0446e+00, 1.8954e+00, 3.4171e-02, 5.0758e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0115e+00, 2.0310e+00, 1.9205e+00, 3.6475e-02, 5.1633e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0244e+00, 2.0279e+00, 1.9122e+00, 3.4992e-02, 4.9728e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0143e+00, 2.0492e+00, 1.9006e+00, 3.5342e-02, 5.2593e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0254e+00, 2.0256e+00, 1.9135e+00, 3.4955e-02, 4.9435e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0153e+00, 2.0470e+00, 1.9018e+00, 3.5305e-02, 5.2284e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0106e+00, 2.0393e+00, 1.9148e+00, 3.4917e-02, 4.9148e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0322e+00, 2.0291e+00, 1.9029e+00, 3.5271e-02, 5.1990e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0202e+00, 2.0356e+00, 1.9094e+00, 3.4320e-02, 4.8198e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0190e+00, 2.0344e+00, 1.9102e+00, 3.5826e-02, 5.2520e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0153e+00, 2.0464e+00, 1.9036e+00, 3.4308e-02, 4.9041e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0242e+00, 2.0239e+00, 1.9160e+00, 3.5457e-02, 5.0526e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0309e+00, 2.0312e+00, 1.9031e+00, 3.4283e-02, 4.9013e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0081e+00, 2.0402e+00, 1.9158e+00, 3.5428e-02, 5.0486e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0210e+00, 2.0359e+00, 1.9085e+00, 3.4066e-02, 4.7598e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0199e+00, 2.0347e+00, 1.9093e+00, 3.5559e-02, 5.1863e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0275e+00, 2.0422e+00, 1.8963e+00, 3.3500e-02, 4.7723e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0137e+00, 2.0287e+00, 1.9213e+00, 3.5777e-02, 5.0646e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0369e+00, 1.9069e+00, 3.3751e-02, 4.6929e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0209e+00, 2.0357e+00, 1.9077e+00, 3.5230e-02, 5.1133e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0261e+00, 2.0251e+00, 1.9134e+00, 3.4862e-02, 4.8174e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0171e+00, 2.0476e+00, 1.9010e+00, 3.3753e-02, 4.8784e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0214e+00, 2.0368e+00, 1.9070e+00, 3.4286e-02, 4.8489e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0214e+00, 2.0368e+00, 1.9070e+00, 3.4286e-02, 4.8489e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0374e+00, 1.9066e+00, 3.3559e-02, 4.6455e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0209e+00, 2.0362e+00, 1.9074e+00, 3.5029e-02, 5.0613e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0153e+00, 2.0307e+00, 1.9190e+00, 3.4511e-02, 4.8377e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0279e+00, 2.0431e+00, 1.8947e+00, 3.3709e-02, 4.7607e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0158e+00, 2.0468e+00, 1.9026e+00, 3.4328e-02, 4.9400e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0259e+00, 2.0255e+00, 1.9142e+00, 3.3988e-02, 4.6713e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0173e+00, 2.0453e+00, 1.9034e+00, 3.3567e-02, 4.7065e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0263e+00, 2.0227e+00, 1.9158e+00, 3.4689e-02, 4.8486e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0267e+00, 2.0238e+00, 1.9151e+00, 3.3929e-02, 4.6422e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0166e+00, 2.0452e+00, 1.9035e+00, 3.4269e-02, 4.9092e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0294e+00, 2.0392e+00, 1.8979e+00, 3.2965e-02, 4.6092e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0158e+00, 2.0257e+00, 1.9228e+00, 3.5201e-02, 4.8907e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0297e+00, 2.0395e+00, 1.8968e+00, 3.3535e-02, 4.6932e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0172e+00, 2.0271e+00, 1.9209e+00, 3.4330e-02, 4.7689e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0227e+00, 2.0325e+00, 1.9103e+00, 3.3978e-02, 4.7355e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0227e+00, 2.0325e+00, 1.9103e+00, 3.3978e-02, 4.7355e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0272e+00, 2.0213e+00, 1.9165e+00, 3.4529e-02, 4.7055e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0182e+00, 2.0438e+00, 1.9041e+00, 3.3434e-02, 4.7653e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0293e+00, 2.0398e+00, 1.8975e+00, 3.2868e-02, 4.6966e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0157e+00, 2.0263e+00, 1.9225e+00, 3.5075e-02, 4.7769e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0182e+00, 2.0444e+00, 1.9029e+00, 3.3991e-02, 4.7643e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0283e+00, 2.0230e+00, 1.9145e+00, 3.3675e-02, 4.7001e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0180e+00, 2.0256e+00, 1.9218e+00, 3.4200e-02, 4.7640e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0305e+00, 2.0380e+00, 1.8976e+00, 3.3409e-02, 4.6885e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0121e+00, 2.0356e+00, 1.9174e+00, 3.4397e-02, 4.7004e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0348e+00, 2.0266e+00, 1.9049e+00, 3.3309e-02, 4.7607e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0310e+00, 2.0376e+00, 1.8982e+00, 3.2723e-02, 4.5944e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0174e+00, 2.0240e+00, 1.9231e+00, 3.4939e-02, 4.8745e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0188e+00, 2.0254e+00, 1.9213e+00, 3.4079e-02, 4.7536e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0313e+00, 2.0378e+00, 1.8972e+00, 3.3291e-02, 4.6783e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0198e+00, 2.0421e+00, 1.9045e+00, 3.3191e-02, 4.7501e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0288e+00, 2.0196e+00, 1.9169e+00, 3.4276e-02, 4.6905e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0190e+00, 2.0420e+00, 1.9046e+00, 3.3874e-02, 4.8552e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0291e+00, 2.0206e+00, 1.9162e+00, 3.3538e-02, 4.5915e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0205e+00, 2.0406e+00, 1.9053e+00, 3.3138e-02, 4.7270e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0295e+00, 2.0181e+00, 1.9177e+00, 3.4220e-02, 4.6676e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0135e+00, 2.0344e+00, 1.9174e+00, 3.4203e-02, 4.7685e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0360e+00, 2.0254e+00, 1.9050e+00, 3.3103e-02, 4.6297e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0210e+00, 2.0408e+00, 1.9046e+00, 3.3077e-02, 4.7239e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0300e+00, 2.0183e+00, 1.9170e+00, 3.4158e-02, 4.6645e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0248e+00, 2.0296e+00, 1.9109e+00, 3.4303e-02, 4.7981e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0259e+00, 2.0307e+00, 1.9101e+00, 3.2889e-02, 4.5953e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0254e+00, 2.0303e+00, 1.9104e+00, 3.3419e-02, 4.5752e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0254e+00, 2.0303e+00, 1.9104e+00, 3.3439e-02, 4.7724e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0361e+00, 2.0252e+00, 1.9046e+00, 3.3596e-02, 4.8042e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0147e+00, 2.0353e+00, 1.9163e+00, 3.3262e-02, 4.5432e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0123e+00, 2.0357e+00, 1.9176e+00, 3.3950e-02, 4.7189e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0349e+00, 2.0267e+00, 1.9052e+00, 3.2859e-02, 4.5818e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0176e+00, 2.0241e+00, 1.9234e+00, 3.4471e-02, 4.7845e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0312e+00, 2.0376e+00, 1.8985e+00, 3.2289e-02, 4.5102e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0296e+00, 2.0203e+00, 1.9158e+00, 3.3779e-02, 4.6007e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0207e+00, 2.0428e+00, 1.9034e+00, 3.2711e-02, 4.6591e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0249e+00, 2.0320e+00, 1.9093e+00, 3.3231e-02, 4.7298e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0250e+00, 2.0320e+00, 1.9093e+00, 3.3211e-02, 4.5345e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0142e+00, 2.0371e+00, 1.9152e+00, 3.3064e-02, 4.5988e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0356e+00, 2.0270e+00, 1.9035e+00, 3.3376e-02, 4.6620e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0295e+00, 2.0390e+00, 1.8982e+00, 3.2819e-02, 4.6864e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0170e+00, 2.0267e+00, 1.9223e+00, 3.3573e-02, 4.5649e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0157e+00, 2.0254e+00, 1.9241e+00, 3.4332e-02, 4.6569e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0293e+00, 2.0388e+00, 1.8993e+00, 3.2180e-02, 4.5793e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0187e+00, 2.0440e+00, 1.9042e+00, 3.2588e-02, 4.5461e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0277e+00, 2.0216e+00, 1.9166e+00, 3.3671e-02, 4.6824e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0168e+00, 2.0272e+00, 1.9221e+00, 3.3489e-02, 4.6476e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0293e+00, 2.0395e+00, 1.8981e+00, 3.2717e-02, 4.5743e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0228e+00, 2.0331e+00, 1.9111e+00, 3.2448e-02, 4.4227e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0217e+00, 2.0320e+00, 1.9119e+00, 3.3861e-02, 4.8161e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0331e+00, 2.0277e+00, 1.9056e+00, 3.3151e-02, 4.6996e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0116e+00, 2.0378e+00, 1.9173e+00, 3.2821e-02, 4.4446e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0314e+00, 2.0285e+00, 1.9065e+00, 3.3124e-02, 4.6787e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0099e+00, 2.0386e+00, 1.9183e+00, 3.2794e-02, 4.4248e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0082e+00, 2.0394e+00, 1.9192e+00, 3.2768e-02, 4.4056e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0297e+00, 2.0293e+00, 1.9074e+00, 3.3099e-02, 4.6585e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0124e+00, 2.0457e+00, 1.9084e+00, 3.3072e-02, 4.6384e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0225e+00, 2.0244e+00, 1.9199e+00, 3.2745e-02, 4.3876e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0116e+00, 2.0264e+00, 1.9276e+00, 3.3965e-02, 4.6217e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0251e+00, 2.0398e+00, 1.9029e+00, 3.1822e-02, 4.3577e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0192e+00, 2.0339e+00, 1.9138e+00, 3.2749e-02, 4.4720e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0192e+00, 2.0339e+00, 1.9138e+00, 3.2749e-02, 4.4720e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0254e+00, 2.0400e+00, 1.9017e+00, 3.2370e-02, 4.4366e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0129e+00, 2.0278e+00, 1.9257e+00, 3.3129e-02, 4.5073e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0185e+00, 2.0332e+00, 1.9150e+00, 3.2789e-02, 4.4757e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0185e+00, 2.0332e+00, 1.9150e+00, 3.2789e-02, 4.4757e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0298e+00, 2.0287e+00, 1.9088e+00, 3.2269e-02, 4.5042e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0072e+00, 2.0378e+00, 1.9213e+00, 3.3315e-02, 4.4471e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0300e+00, 2.0279e+00, 1.9087e+00, 3.2906e-02, 4.5083e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0085e+00, 2.0380e+00, 1.9204e+00, 3.2597e-02, 4.4470e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0285e+00, 2.0286e+00, 1.9096e+00, 3.2884e-02, 4.5039e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0070e+00, 2.0387e+00, 1.9213e+00, 3.2575e-02, 4.4426e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0112e+00, 2.0449e+00, 1.9105e+00, 3.2870e-02, 4.5946e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0213e+00, 2.0237e+00, 1.9220e+00, 3.2546e-02, 4.3465e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0234e+00, 2.0385e+00, 1.9053e+00, 3.2301e-02, 4.4111e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0110e+00, 2.0263e+00, 1.9292e+00, 3.3056e-02, 4.4811e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0217e+00, 2.0212e+00, 1.9242e+00, 3.2550e-02, 4.3274e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0116e+00, 2.0424e+00, 1.9127e+00, 3.2876e-02, 4.5746e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0130e+00, 2.0411e+00, 1.9133e+00, 3.2166e-02, 4.4554e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0221e+00, 2.0187e+00, 1.9255e+00, 3.3210e-02, 4.3996e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0128e+00, 2.0416e+00, 1.9131e+00, 3.2133e-02, 4.3640e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0219e+00, 2.0192e+00, 1.9253e+00, 3.3196e-02, 4.4942e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0171e+00, 2.0310e+00, 1.9188e+00, 3.2635e-02, 4.4255e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0171e+00, 2.0310e+00, 1.9188e+00, 3.2635e-02, 4.4255e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0233e+00, 2.0371e+00, 1.9069e+00, 3.2268e-02, 4.4839e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0109e+00, 2.0249e+00, 1.9307e+00, 3.3002e-02, 4.3676e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0103e+00, 2.0244e+00, 1.9319e+00, 3.3036e-02, 4.3621e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0227e+00, 2.0365e+00, 1.9080e+00, 3.2303e-02, 4.4784e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0154e+00, 2.0293e+00, 1.9214e+00, 3.3394e-02, 4.5105e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0165e+00, 2.0304e+00, 1.9207e+00, 3.2025e-02, 4.3211e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0115e+00, 2.0411e+00, 1.9149e+00, 3.2029e-02, 4.3300e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0206e+00, 2.0188e+00, 1.9271e+00, 3.3086e-02, 4.4591e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0265e+00, 2.0255e+00, 1.9149e+00, 3.2690e-02, 4.5147e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0050e+00, 2.0357e+00, 1.9265e+00, 3.2363e-02, 4.2702e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0030e+00, 2.0358e+00, 1.9277e+00, 3.3024e-02, 4.3460e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0256e+00, 2.0267e+00, 1.9153e+00, 3.1991e-02, 4.4020e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0147e+00, 2.0303e+00, 1.9213e+00, 3.3158e-02, 4.5660e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0158e+00, 2.0314e+00, 1.9206e+00, 3.1781e-02, 4.1946e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0092e+00, 2.0250e+00, 1.9327e+00, 3.2673e-02, 4.2786e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0216e+00, 2.0371e+00, 1.9089e+00, 3.1948e-02, 4.3926e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0103e+00, 2.0416e+00, 1.9159e+00, 3.1821e-02, 4.2671e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0194e+00, 2.0193e+00, 1.9280e+00, 3.2871e-02, 4.3942e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0146e+00, 2.0310e+00, 1.9216e+00, 3.2317e-02, 4.3272e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0146e+00, 2.0310e+00, 1.9216e+00, 3.2317e-02, 4.3272e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0213e+00, 2.0376e+00, 1.9094e+00, 3.1285e-02, 4.2024e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0079e+00, 2.0244e+00, 1.9339e+00, 3.3378e-02, 4.4555e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0160e+00, 2.0324e+00, 1.9197e+00, 3.1512e-02, 4.2190e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0150e+00, 2.0314e+00, 1.9204e+00, 3.2857e-02, 4.4037e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0156e+00, 2.0320e+00, 1.9199e+00, 3.2034e-02, 4.2908e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0156e+00, 2.0320e+00, 1.9199e+00, 3.2034e-02, 4.2908e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0151e+00, 2.0315e+00, 1.9203e+00, 3.2720e-02, 4.4764e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0161e+00, 2.0325e+00, 1.9196e+00, 3.1363e-02, 4.1128e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0107e+00, 2.0427e+00, 1.9142e+00, 3.2045e-02, 4.3706e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0208e+00, 2.0215e+00, 1.9256e+00, 3.1729e-02, 4.1352e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0166e+00, 2.0303e+00, 1.9208e+00, 3.1869e-02, 4.3205e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0166e+00, 2.0303e+00, 1.9209e+00, 3.1851e-02, 4.1433e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0273e+00, 2.0252e+00, 1.9151e+00, 3.2010e-02, 4.2593e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0058e+00, 2.0354e+00, 1.9267e+00, 3.1708e-02, 4.2015e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0039e+00, 2.0355e+00, 1.9278e+00, 3.2357e-02, 4.2885e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0264e+00, 2.0264e+00, 1.9155e+00, 3.1329e-02, 4.1655e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0116e+00, 2.0417e+00, 1.9151e+00, 3.1286e-02, 4.1601e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0207e+00, 2.0194e+00, 1.9272e+00, 3.2316e-02, 4.2838e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0221e+00, 2.0371e+00, 1.9089e+00, 3.1419e-02, 4.2744e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0097e+00, 2.0250e+00, 1.9327e+00, 3.2130e-02, 4.1636e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0371e+00, 1.9097e+00, 3.0801e-02, 4.1790e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0087e+00, 2.0240e+00, 1.9341e+00, 3.2840e-02, 4.2485e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0273e+00, 2.0268e+00, 1.9143e+00, 3.1183e-02, 4.2363e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0049e+00, 2.0359e+00, 1.9266e+00, 3.2188e-02, 4.1826e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0232e+00, 2.0371e+00, 1.9081e+00, 3.1283e-02, 4.1786e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0108e+00, 2.0249e+00, 1.9318e+00, 3.2009e-02, 4.2443e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0210e+00, 2.0193e+00, 1.9271e+00, 3.2185e-02, 4.1878e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0119e+00, 2.0415e+00, 1.9150e+00, 3.1177e-02, 4.2408e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0055e+00, 2.0360e+00, 1.9266e+00, 3.1508e-02, 4.1866e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0269e+00, 2.0258e+00, 1.9150e+00, 3.1807e-02, 4.2442e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0143e+00, 2.0310e+00, 1.9219e+00, 3.2305e-02, 4.3026e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0154e+00, 2.0321e+00, 1.9212e+00, 3.0986e-02, 4.1227e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0088e+00, 2.0256e+00, 1.9333e+00, 3.1863e-02, 4.2257e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0211e+00, 2.0377e+00, 1.9096e+00, 3.1141e-02, 4.1604e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0256e+00, 2.0266e+00, 1.9163e+00, 3.1027e-02, 4.1352e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0032e+00, 2.0357e+00, 1.9286e+00, 3.2044e-02, 4.2570e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0373e+00, 1.9097e+00, 3.0497e-02, 4.1563e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0087e+00, 2.0242e+00, 1.9341e+00, 3.2513e-02, 4.2253e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0207e+00, 2.0204e+00, 1.9266e+00, 3.1882e-02, 4.2482e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0116e+00, 2.0426e+00, 1.9145e+00, 3.0867e-02, 4.1258e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0093e+00, 2.0255e+00, 1.9324e+00, 3.2369e-02, 4.2187e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0226e+00, 2.0386e+00, 1.9080e+00, 3.0361e-02, 4.1497e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0279e+00, 2.0282e+00, 1.9128e+00, 3.0748e-02, 4.2070e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0055e+00, 2.0373e+00, 1.9251e+00, 3.1738e-02, 4.1537e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0213e+00, 1.9246e+00, 3.1705e-02, 4.1559e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0129e+00, 2.0435e+00, 1.9125e+00, 3.0713e-02, 4.2084e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0173e+00, 2.0328e+00, 1.9183e+00, 3.1190e-02, 4.1830e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0173e+00, 2.0328e+00, 1.9183e+00, 3.1190e-02, 4.1830e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0061e+00, 2.0373e+00, 1.9245e+00, 3.1696e-02, 4.2440e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0285e+00, 2.0283e+00, 1.9122e+00, 3.0690e-02, 4.1226e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0176e+00, 2.0319e+00, 1.9182e+00, 3.1809e-02, 4.2687e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0186e+00, 2.0329e+00, 1.9175e+00, 3.0512e-02, 4.0905e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0070e+00, 2.0371e+00, 1.9240e+00, 3.1526e-02, 4.2213e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0294e+00, 2.0280e+00, 1.9116e+00, 3.0526e-02, 4.1006e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0252e+00, 2.0383e+00, 1.9055e+00, 3.0633e-02, 4.1240e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0129e+00, 2.0262e+00, 1.9292e+00, 3.1344e-02, 4.1889e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0189e+00, 2.0321e+00, 1.9182e+00, 3.0384e-02, 4.0720e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0179e+00, 2.0311e+00, 1.9189e+00, 3.1676e-02, 4.2493e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0119e+00, 2.0252e+00, 1.9306e+00, 3.1905e-02, 4.2640e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0252e+00, 2.0383e+00, 1.9062e+00, 2.9911e-02, 4.0230e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0254e+00, 2.0385e+00, 1.9053e+00, 3.0436e-02, 4.0970e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0131e+00, 2.0264e+00, 1.9290e+00, 3.1142e-02, 4.1613e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0125e+00, 2.0258e+00, 1.9302e+00, 3.1169e-02, 4.0786e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0247e+00, 2.0379e+00, 1.9065e+00, 3.0480e-02, 4.1866e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0118e+00, 2.0252e+00, 1.9314e+00, 3.1212e-02, 4.1590e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0241e+00, 2.0373e+00, 1.9077e+00, 3.0506e-02, 4.0948e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0169e+00, 2.0301e+00, 1.9210e+00, 3.1541e-02, 4.2187e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0179e+00, 2.0311e+00, 1.9203e+00, 3.0256e-02, 4.0429e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0175e+00, 2.0308e+00, 1.9206e+00, 3.0754e-02, 4.0274e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0175e+00, 2.0307e+00, 1.9206e+00, 3.0772e-02, 4.1989e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0241e+00, 2.0373e+00, 1.9084e+00, 2.9786e-02, 3.9940e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0109e+00, 2.0242e+00, 1.9327e+00, 3.1768e-02, 4.2329e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0121e+00, 2.0255e+00, 1.9310e+00, 3.0996e-02, 4.0453e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0244e+00, 2.0375e+00, 1.9074e+00, 3.0313e-02, 4.1524e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0227e+00, 2.0202e+00, 1.9261e+00, 3.0536e-02, 3.9820e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0126e+00, 2.0414e+00, 1.9148e+00, 3.0839e-02, 4.2075e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0118e+00, 2.0226e+00, 1.9335e+00, 3.1656e-02, 4.1082e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0251e+00, 2.0357e+00, 1.9092e+00, 2.9698e-02, 4.0414e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0130e+00, 2.0238e+00, 1.9319e+00, 3.0909e-02, 4.1028e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0253e+00, 2.0359e+00, 1.9082e+00, 3.0211e-02, 4.0396e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0140e+00, 2.0403e+00, 1.9151e+00, 3.0111e-02, 4.0997e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0232e+00, 2.0181e+00, 1.9272e+00, 3.1079e-02, 4.0485e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0134e+00, 2.0402e+00, 1.9153e+00, 3.0725e-02, 4.1888e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0235e+00, 2.0190e+00, 1.9267e+00, 3.0422e-02, 3.9643e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0192e+00, 2.0280e+00, 1.9219e+00, 3.0550e-02, 4.0570e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0192e+00, 2.0280e+00, 1.9219e+00, 3.0550e-02, 4.0570e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0142e+00, 2.0385e+00, 1.9162e+00, 3.0700e-02, 4.1702e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0243e+00, 2.0173e+00, 1.9276e+00, 3.0398e-02, 3.9467e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0261e+00, 2.0324e+00, 1.9109e+00, 3.0178e-02, 4.0082e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0139e+00, 2.0203e+00, 1.9345e+00, 3.0874e-02, 4.0708e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0190e+00, 2.0253e+00, 1.9241e+00, 3.1205e-02, 4.2158e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0200e+00, 2.0263e+00, 1.9234e+00, 2.9919e-02, 3.8757e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0307e+00, 2.0213e+00, 1.9176e+00, 2.9948e-02, 4.0332e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0084e+00, 2.0305e+00, 1.9298e+00, 3.0908e-02, 3.9823e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0096e+00, 2.0307e+00, 1.9291e+00, 3.0245e-02, 3.9002e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0309e+00, 2.0206e+00, 1.9176e+00, 3.0547e-02, 4.1213e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0234e+00, 2.0152e+00, 1.9302e+00, 3.0866e-02, 4.0523e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0142e+00, 2.0374e+00, 1.9181e+00, 2.9890e-02, 3.9364e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0292e+00, 2.0218e+00, 1.9181e+00, 3.0502e-02, 4.1026e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0079e+00, 2.0319e+00, 1.9296e+00, 3.0200e-02, 3.8825e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0111e+00, 2.0216e+00, 1.9363e+00, 3.0667e-02, 3.9247e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0233e+00, 2.0336e+00, 1.9128e+00, 2.9995e-02, 4.0287e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0212e+00, 2.0159e+00, 1.9316e+00, 3.0841e-02, 3.9471e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0121e+00, 2.0381e+00, 1.9196e+00, 2.9883e-02, 3.9970e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0230e+00, 2.0340e+00, 1.9132e+00, 2.9379e-02, 3.8598e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0099e+00, 2.0210e+00, 1.9374e+00, 3.1326e-02, 4.0897e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0233e+00, 2.0343e+00, 1.9121e+00, 2.9888e-02, 4.0114e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0111e+00, 2.0223e+00, 1.9356e+00, 3.0558e-02, 3.9080e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0055e+00, 2.0324e+00, 1.9310e+00, 3.0740e-02, 4.0124e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0278e+00, 2.0232e+00, 1.9188e+00, 2.9770e-02, 3.8983e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0236e+00, 2.0335e+00, 1.9127e+00, 2.9875e-02, 3.9205e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0114e+00, 2.0214e+00, 1.9362e+00, 3.0561e-02, 3.9814e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0124e+00, 2.0380e+00, 1.9194e+00, 2.9771e-02, 3.9782e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0216e+00, 2.0159e+00, 1.9314e+00, 3.0725e-02, 3.9285e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0234e+00, 2.0339e+00, 1.9130e+00, 2.9269e-02, 3.8417e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0102e+00, 2.0210e+00, 1.9372e+00, 3.1207e-02, 4.0703e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0222e+00, 2.0171e+00, 1.9298e+00, 3.0590e-02, 3.9163e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0130e+00, 2.0392e+00, 1.9177e+00, 2.9639e-02, 3.9658e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0175e+00, 1.9295e+00, 3.0579e-02, 3.9995e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0128e+00, 2.0396e+00, 1.9175e+00, 2.9613e-02, 3.8853e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0283e+00, 2.0245e+00, 1.9172e+00, 2.9603e-02, 3.9646e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0060e+00, 2.0337e+00, 1.9294e+00, 3.0549e-02, 3.9146e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0118e+00, 2.0228e+00, 1.9346e+00, 3.0384e-02, 3.9716e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0240e+00, 2.0348e+00, 1.9111e+00, 2.9702e-02, 3.9108e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0240e+00, 2.0348e+00, 1.9117e+00, 2.9130e-02, 3.9117e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0108e+00, 2.0218e+00, 1.9359e+00, 3.1041e-02, 3.9759e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0115e+00, 2.0225e+00, 1.9346e+00, 3.0937e-02, 3.9725e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0247e+00, 2.0355e+00, 1.9105e+00, 2.9032e-02, 3.9084e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0122e+00, 2.0231e+00, 1.9334e+00, 3.0847e-02, 4.0525e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0253e+00, 2.0361e+00, 1.9092e+00, 2.8931e-02, 3.8250e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0083e+00, 2.0348e+00, 1.9263e+00, 3.0251e-02, 3.9008e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0305e+00, 2.0257e+00, 1.9141e+00, 2.9313e-02, 3.9505e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0155e+00, 2.0410e+00, 1.9138e+00, 2.9279e-02, 3.8705e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0246e+00, 2.0190e+00, 1.9258e+00, 3.0234e-02, 3.9842e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0309e+00, 2.0259e+00, 1.9135e+00, 2.9271e-02, 3.9498e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0087e+00, 2.0350e+00, 1.9257e+00, 3.0207e-02, 3.9002e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0093e+00, 2.0347e+00, 1.9254e+00, 3.0181e-02, 3.9015e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0315e+00, 2.0257e+00, 1.9132e+00, 2.9246e-02, 3.9512e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0099e+00, 2.0345e+00, 1.9251e+00, 3.0156e-02, 3.9028e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0321e+00, 2.0254e+00, 1.9129e+00, 2.9222e-02, 3.9525e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0216e+00, 2.0297e+00, 1.9186e+00, 2.9671e-02, 4.0112e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0216e+00, 2.0297e+00, 1.9186e+00, 2.9655e-02, 3.8483e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0326e+00, 2.0252e+00, 1.9126e+00, 2.9199e-02, 3.9533e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0105e+00, 2.0343e+00, 1.9247e+00, 3.0132e-02, 3.9036e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0287e+00, 2.0360e+00, 1.9062e+00, 2.8711e-02, 3.8977e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0156e+00, 2.0230e+00, 1.9304e+00, 3.0595e-02, 3.9617e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0337e+00, 2.0255e+00, 1.9113e+00, 2.9099e-02, 3.9518e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0116e+00, 2.0346e+00, 1.9234e+00, 3.0030e-02, 3.9022e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0282e+00, 2.0192e+00, 1.9228e+00, 2.9403e-02, 3.9019e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0182e+00, 2.0403e+00, 1.9114e+00, 2.9677e-02, 3.9544e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0239e+00, 2.0282e+00, 1.9179e+00, 2.9528e-02, 4.0063e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0239e+00, 2.0282e+00, 1.9179e+00, 2.9511e-02, 3.8437e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0235e+00, 2.0277e+00, 1.9183e+00, 3.0144e-02, 4.0914e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0244e+00, 2.0287e+00, 1.9176e+00, 2.8908e-02, 3.7630e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0286e+00, 2.0172e+00, 1.9239e+00, 2.9875e-02, 3.9488e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0195e+00, 2.0393e+00, 1.9119e+00, 2.8933e-02, 3.8365e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0349e+00, 2.0242e+00, 1.9116e+00, 2.8924e-02, 3.9147e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0128e+00, 2.0333e+00, 1.9237e+00, 2.9849e-02, 3.8657e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0304e+00, 2.0346e+00, 1.9056e+00, 2.9030e-02, 3.8612e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0183e+00, 2.0225e+00, 1.9291e+00, 2.9698e-02, 3.9213e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0192e+00, 2.0389e+00, 1.9126e+00, 2.8931e-02, 3.8385e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0282e+00, 2.0169e+00, 1.9246e+00, 2.9872e-02, 3.9509e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0301e+00, 2.0348e+00, 1.9063e+00, 2.8461e-02, 3.8606e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0170e+00, 2.0219e+00, 1.9304e+00, 3.0326e-02, 3.9239e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0130e+00, 2.0334e+00, 1.9235e+00, 2.9778e-02, 3.9460e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0351e+00, 2.0244e+00, 1.9114e+00, 2.8840e-02, 3.8340e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0201e+00, 2.0396e+00, 1.9111e+00, 2.8818e-02, 3.8313e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0291e+00, 2.0176e+00, 1.9232e+00, 2.9756e-02, 3.9434e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0309e+00, 2.0356e+00, 1.9048e+00, 2.8344e-02, 3.7746e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0179e+00, 2.0226e+00, 1.9289e+00, 3.0218e-02, 3.9986e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0244e+00, 2.0291e+00, 1.9163e+00, 2.9802e-02, 3.9589e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0254e+00, 2.0300e+00, 1.9156e+00, 2.8597e-02, 3.7953e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0300e+00, 2.0191e+00, 1.9216e+00, 2.8948e-02, 3.8354e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0200e+00, 2.0401e+00, 1.9102e+00, 2.9216e-02, 3.8870e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0253e+00, 2.0276e+00, 1.9171e+00, 2.9677e-02, 4.0219e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0262e+00, 2.0285e+00, 1.9164e+00, 2.8461e-02, 3.6996e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0213e+00, 2.0391e+00, 1.9107e+00, 2.8488e-02, 3.7724e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0304e+00, 2.0171e+00, 1.9227e+00, 2.9415e-02, 3.8827e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0192e+00, 2.0221e+00, 1.9285e+00, 2.9871e-02, 3.9369e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0322e+00, 2.0350e+00, 1.9044e+00, 2.8020e-02, 3.7167e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0156e+00, 2.0340e+00, 1.9213e+00, 2.8730e-02, 3.7916e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0367e+00, 2.0241e+00, 1.9099e+00, 2.8997e-02, 3.8426e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0197e+00, 2.0402e+00, 1.9107e+00, 2.8977e-02, 3.8389e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0297e+00, 2.0192e+00, 1.9221e+00, 2.8711e-02, 3.7880e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0148e+00, 2.0332e+00, 1.9230e+00, 2.8691e-02, 3.7842e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0359e+00, 2.0232e+00, 1.9115e+00, 2.8958e-02, 3.8352e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0285e+00, 2.0178e+00, 1.9241e+00, 2.9261e-02, 3.7823e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0194e+00, 2.0398e+00, 1.9120e+00, 2.8356e-02, 3.8299e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0132e+00, 2.0342e+00, 1.9236e+00, 2.8651e-02, 3.7040e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0343e+00, 2.0242e+00, 1.9122e+00, 2.8934e-02, 3.9123e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0228e+00, 2.0303e+00, 1.9184e+00, 2.8179e-02, 3.6373e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0218e+00, 2.0294e+00, 1.9190e+00, 2.9380e-02, 3.9537e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0174e+00, 2.0404e+00, 1.9130e+00, 2.8802e-02, 3.8671e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0274e+00, 2.0194e+00, 1.9243e+00, 2.8521e-02, 3.6615e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0282e+00, 2.0178e+00, 1.9252e+00, 2.8508e-02, 3.7222e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0182e+00, 2.0388e+00, 1.9138e+00, 2.8773e-02, 3.7722e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0344e+00, 2.0218e+00, 1.9146e+00, 2.8754e-02, 3.7687e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0133e+00, 2.0318e+00, 1.9260e+00, 2.8488e-02, 3.7185e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0270e+00, 1.9214e+00, 2.9207e-02, 3.8995e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0229e+00, 2.0279e+00, 1.9208e+00, 2.8013e-02, 3.5876e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0180e+00, 2.0385e+00, 1.9150e+00, 2.8050e-02, 3.7349e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0271e+00, 2.0165e+00, 1.9270e+00, 2.8944e-02, 3.6884e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0164e+00, 2.0219e+00, 1.9325e+00, 2.8802e-02, 3.7409e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0285e+00, 2.0339e+00, 1.9091e+00, 2.8158e-02, 3.6840e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0112e+00, 2.0324e+00, 1.9277e+00, 2.8378e-02, 3.6902e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0324e+00, 2.0223e+00, 1.9163e+00, 2.8643e-02, 3.7400e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0159e+00, 2.0389e+00, 1.9167e+00, 2.8042e-02, 3.6589e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0250e+00, 2.0170e+00, 1.9287e+00, 2.8951e-02, 3.7655e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0313e+00, 2.0238e+00, 1.9165e+00, 2.8027e-02, 3.6572e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0092e+00, 2.0329e+00, 1.9285e+00, 2.8934e-02, 3.7634e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0259e+00, 2.0176e+00, 1.9278e+00, 2.8314e-02, 3.6073e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0159e+00, 2.0386e+00, 1.9165e+00, 2.8593e-02, 3.8097e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0212e+00, 2.0261e+00, 1.9233e+00, 2.9024e-02, 3.7708e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0221e+00, 2.0270e+00, 1.9227e+00, 2.7854e-02, 3.6156e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0217e+00, 2.0267e+00, 1.9229e+00, 2.8329e-02, 3.6786e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0217e+00, 2.0267e+00, 1.9229e+00, 2.8329e-02, 3.6786e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0222e+00, 2.0271e+00, 1.9226e+00, 2.7745e-02, 3.5286e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0212e+00, 2.0262e+00, 1.9232e+00, 2.8926e-02, 3.8350e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0153e+00, 2.0203e+00, 1.9348e+00, 2.9126e-02, 3.6803e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0283e+00, 2.0332e+00, 1.9109e+00, 2.7344e-02, 3.6216e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0223e+00, 2.0273e+00, 1.9219e+00, 2.8151e-02, 3.6486e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0223e+00, 2.0273e+00, 1.9219e+00, 2.8151e-02, 3.6486e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0283e+00, 2.0333e+00, 1.9102e+00, 2.7841e-02, 3.6960e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0163e+00, 2.0213e+00, 1.9335e+00, 2.8461e-02, 3.6014e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0172e+00, 2.0376e+00, 1.9171e+00, 2.7743e-02, 3.6667e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0263e+00, 2.0157e+00, 1.9291e+00, 2.8625e-02, 3.6210e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0325e+00, 2.0225e+00, 1.9169e+00, 2.7729e-02, 3.6676e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0105e+00, 2.0316e+00, 1.9289e+00, 2.8610e-02, 3.6216e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0175e+00, 2.0378e+00, 1.9167e+00, 2.7702e-02, 3.5937e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0266e+00, 2.0158e+00, 1.9286e+00, 2.8598e-02, 3.6982e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0269e+00, 2.0167e+00, 1.9281e+00, 2.7993e-02, 3.5457e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0169e+00, 2.0377e+00, 1.9167e+00, 2.8269e-02, 3.7443e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0226e+00, 2.0257e+00, 1.9232e+00, 2.8111e-02, 3.6295e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0226e+00, 2.0257e+00, 1.9232e+00, 2.8111e-02, 3.6295e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0286e+00, 2.0317e+00, 1.9115e+00, 2.7795e-02, 3.6018e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0166e+00, 2.0198e+00, 1.9348e+00, 2.8428e-02, 3.6571e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0330e+00, 2.0206e+00, 1.9183e+00, 2.7703e-02, 3.6548e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0110e+00, 2.0298e+00, 1.9303e+00, 2.8582e-02, 3.6091e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0225e+00, 2.0250e+00, 1.9240e+00, 2.8121e-02, 3.6329e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0225e+00, 2.0250e+00, 1.9240e+00, 2.8121e-02, 3.6329e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0120e+00, 2.0300e+00, 1.9297e+00, 2.7990e-02, 3.6086e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0330e+00, 2.0200e+00, 1.9183e+00, 2.8251e-02, 3.6572e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0258e+00, 2.0146e+00, 1.9307e+00, 2.8546e-02, 3.6070e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0166e+00, 2.0366e+00, 1.9188e+00, 2.7668e-02, 3.6526e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0165e+00, 2.0369e+00, 1.9186e+00, 2.7645e-02, 3.5790e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0256e+00, 2.0150e+00, 1.9305e+00, 2.8538e-02, 3.6828e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0208e+00, 2.0264e+00, 1.9243e+00, 2.8079e-02, 3.7040e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0209e+00, 2.0264e+00, 1.9243e+00, 2.8064e-02, 3.5547e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0098e+00, 2.0310e+00, 1.9303e+00, 2.8520e-02, 3.6803e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0318e+00, 2.0219e+00, 1.9183e+00, 2.7629e-02, 3.5768e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0169e+00, 2.0371e+00, 1.9180e+00, 2.7614e-02, 3.6484e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0260e+00, 2.0152e+00, 1.9300e+00, 2.8490e-02, 3.6029e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0208e+00, 2.0261e+00, 1.9241e+00, 2.8616e-02, 3.7033e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0217e+00, 2.0270e+00, 1.9235e+00, 2.7465e-02, 3.5512e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0168e+00, 2.0376e+00, 1.9178e+00, 2.7502e-02, 3.6359e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0259e+00, 2.0157e+00, 1.9297e+00, 2.8374e-02, 3.5906e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0162e+00, 2.0375e+00, 1.9179e+00, 2.8058e-02, 3.7136e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0262e+00, 2.0165e+00, 1.9292e+00, 2.7784e-02, 3.5169e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0283e+00, 2.0319e+00, 1.9124e+00, 2.7029e-02, 3.4987e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0155e+00, 2.0191e+00, 1.9362e+00, 2.8800e-02, 3.7043e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0229e+00, 2.0265e+00, 1.9230e+00, 2.7262e-02, 3.5169e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0220e+00, 2.0256e+00, 1.9236e+00, 2.8403e-02, 3.6674e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0334e+00, 2.0216e+00, 1.9173e+00, 2.7291e-02, 3.5277e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0115e+00, 2.0307e+00, 1.9293e+00, 2.8171e-02, 3.6298e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0180e+00, 2.0364e+00, 1.9174e+00, 2.7844e-02, 3.6747e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0280e+00, 2.0154e+00, 1.9287e+00, 2.7573e-02, 3.4801e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0287e+00, 2.0139e+00, 1.9295e+00, 2.7562e-02, 3.5390e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0187e+00, 2.0350e+00, 1.9181e+00, 2.7818e-02, 3.5864e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0303e+00, 2.0291e+00, 1.9129e+00, 2.7371e-02, 3.6059e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0184e+00, 2.0172e+00, 1.9361e+00, 2.7977e-02, 3.5137e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0179e+00, 2.0166e+00, 1.9372e+00, 2.8012e-02, 3.5824e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0298e+00, 2.0285e+00, 1.9139e+00, 2.7391e-02, 3.5284e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0183e+00, 2.0325e+00, 1.9209e+00, 2.7856e-02, 3.5814e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0283e+00, 2.0115e+00, 1.9322e+00, 2.7598e-02, 3.5339e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0290e+00, 2.0102e+00, 1.9329e+00, 2.7575e-02, 3.4592e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0189e+00, 2.0312e+00, 1.9216e+00, 2.7847e-02, 3.6527e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0182e+00, 2.0130e+00, 1.9398e+00, 2.8584e-02, 3.6449e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0309e+00, 2.0258e+00, 1.9161e+00, 2.6830e-02, 3.4430e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0251e+00, 2.0200e+00, 1.9269e+00, 2.7620e-02, 3.6064e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0252e+00, 2.0200e+00, 1.9269e+00, 2.7605e-02, 3.4614e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0251e+00, 2.0200e+00, 1.9269e+00, 2.7620e-02, 3.6061e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0252e+00, 2.0200e+00, 1.9269e+00, 2.7605e-02, 3.4611e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0361e+00, 2.0155e+00, 1.9210e+00, 2.7178e-02, 3.4824e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0142e+00, 2.0246e+00, 1.9328e+00, 2.8052e-02, 3.5831e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0320e+00, 2.0263e+00, 1.9147e+00, 2.6734e-02, 3.4313e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0192e+00, 2.0134e+00, 1.9385e+00, 2.8481e-02, 3.6324e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0216e+00, 2.0313e+00, 1.9196e+00, 2.7085e-02, 3.4718e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0307e+00, 2.0094e+00, 1.9316e+00, 2.7956e-02, 3.5720e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0319e+00, 2.0269e+00, 1.9137e+00, 2.7189e-02, 3.4925e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0200e+00, 2.0150e+00, 1.9368e+00, 2.7805e-02, 3.5459e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0314e+00, 2.0264e+00, 1.9147e+00, 2.7215e-02, 3.4948e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0195e+00, 2.0145e+00, 1.9378e+00, 2.7831e-02, 3.5481e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0144e+00, 2.0250e+00, 1.9329e+00, 2.7413e-02, 3.4292e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0354e+00, 2.0149e+00, 1.9216e+00, 2.7683e-02, 3.6206e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0185e+00, 2.0311e+00, 1.9224e+00, 2.7665e-02, 3.6075e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0286e+00, 2.0101e+00, 1.9337e+00, 2.7395e-02, 3.4166e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0305e+00, 2.0257e+00, 1.9168e+00, 2.6656e-02, 3.4008e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0178e+00, 2.0129e+00, 1.9405e+00, 2.8396e-02, 3.5999e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0184e+00, 2.0135e+00, 1.9394e+00, 2.8312e-02, 3.5904e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0311e+00, 2.0263e+00, 1.9157e+00, 2.6577e-02, 3.3918e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0190e+00, 2.0141e+00, 1.9384e+00, 2.8233e-02, 3.5813e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0317e+00, 2.0269e+00, 1.9146e+00, 2.6502e-02, 3.3832e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0263e+00, 2.0214e+00, 1.9252e+00, 2.6722e-02, 3.3318e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0254e+00, 2.0206e+00, 1.9258e+00, 2.7853e-02, 3.6192e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0305e+00, 2.0101e+00, 1.9314e+00, 2.7617e-02, 3.4972e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0214e+00, 2.0320e+00, 1.9195e+00, 2.6758e-02, 3.3993e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0261e+00, 2.0220e+00, 1.9249e+00, 2.6609e-02, 3.3062e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0253e+00, 2.0212e+00, 1.9255e+00, 2.7734e-02, 3.5913e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0212e+00, 2.0326e+00, 1.9192e+00, 2.6652e-02, 3.4431e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0304e+00, 2.0107e+00, 1.9311e+00, 2.7493e-02, 3.4001e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0260e+00, 2.0225e+00, 1.9246e+00, 2.6506e-02, 3.3518e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0252e+00, 2.0217e+00, 1.9252e+00, 2.7612e-02, 3.4946e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0152e+00, 2.0272e+00, 1.9305e+00, 2.6831e-02, 3.3194e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0361e+00, 2.0172e+00, 1.9192e+00, 2.7094e-02, 3.5044e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0289e+00, 2.0119e+00, 1.9316e+00, 2.7366e-02, 3.3770e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0197e+00, 2.0337e+00, 1.9197e+00, 2.6529e-02, 3.4196e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0182e+00, 2.0173e+00, 1.9369e+00, 2.7224e-02, 3.3554e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0300e+00, 2.0292e+00, 1.9138e+00, 2.6636e-02, 3.4432e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0240e+00, 2.0231e+00, 1.9262e+00, 2.6404e-02, 3.2577e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0231e+00, 2.0223e+00, 1.9267e+00, 2.7520e-02, 3.5384e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0173e+00, 2.0164e+00, 1.9382e+00, 2.7723e-02, 3.4686e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0300e+00, 2.0291e+00, 1.9145e+00, 2.6026e-02, 3.2771e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0301e+00, 2.0292e+00, 1.9139e+00, 2.6503e-02, 3.4076e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0182e+00, 2.0174e+00, 1.9370e+00, 2.7088e-02, 3.3207e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0345e+00, 2.0182e+00, 1.9206e+00, 2.6401e-02, 3.3126e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0126e+00, 2.0273e+00, 1.9325e+00, 2.7248e-02, 3.4080e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0240e+00, 2.0225e+00, 1.9263e+00, 2.6813e-02, 3.4276e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0240e+00, 2.0226e+00, 1.9263e+00, 2.6799e-02, 3.2902e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0244e+00, 2.0230e+00, 1.9260e+00, 2.6257e-02, 3.2221e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0236e+00, 2.0221e+00, 1.9266e+00, 2.7366e-02, 3.4995e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0291e+00, 2.0121e+00, 1.9319e+00, 2.6589e-02, 3.3126e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0191e+00, 2.0331e+00, 1.9206e+00, 2.6837e-02, 3.3570e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0306e+00, 2.0273e+00, 1.9153e+00, 2.6408e-02, 3.3753e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0188e+00, 2.0154e+00, 1.9384e+00, 2.6989e-02, 3.2893e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0137e+00, 2.0258e+00, 1.9336e+00, 2.6593e-02, 3.2393e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0346e+00, 2.0158e+00, 1.9223e+00, 2.6854e-02, 3.4196e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0233e+00, 2.0219e+00, 1.9284e+00, 2.6161e-02, 3.1827e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0224e+00, 2.0210e+00, 1.9289e+00, 2.7264e-02, 3.4565e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0338e+00, 2.0170e+00, 1.9227e+00, 2.6205e-02, 3.3147e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0120e+00, 2.0261e+00, 1.9345e+00, 2.7031e-02, 3.2734e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0279e+00, 2.0104e+00, 1.9343e+00, 2.7022e-02, 3.3417e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0187e+00, 2.0323e+00, 1.9225e+00, 2.6184e-02, 3.2484e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0294e+00, 2.0282e+00, 1.9163e+00, 2.5756e-02, 3.2007e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0168e+00, 2.0155e+00, 1.9399e+00, 2.7432e-02, 3.3874e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0345e+00, 2.0178e+00, 1.9213e+00, 2.6106e-02, 3.3058e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0127e+00, 2.0270e+00, 1.9331e+00, 2.6928e-02, 3.2647e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0344e+00, 2.0172e+00, 1.9214e+00, 2.6630e-02, 3.3760e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0135e+00, 2.0272e+00, 1.9326e+00, 2.6371e-02, 3.1981e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0231e+00, 2.0233e+00, 1.9274e+00, 2.5943e-02, 3.1424e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0222e+00, 2.0224e+00, 1.9280e+00, 2.7037e-02, 3.4125e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0168e+00, 2.0170e+00, 1.9392e+00, 2.6682e-02, 3.2107e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0286e+00, 2.0288e+00, 1.9161e+00, 2.6108e-02, 3.2947e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0281e+00, 2.0283e+00, 1.9171e+00, 2.6133e-02, 3.2910e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0163e+00, 2.0165e+00, 1.9401e+00, 2.6707e-02, 3.2071e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0213e+00, 2.0215e+00, 1.9299e+00, 2.6995e-02, 3.3820e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0221e+00, 2.0223e+00, 1.9293e+00, 2.5903e-02, 3.1144e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0159e+00, 2.0161e+00, 1.9410e+00, 2.6647e-02, 3.2478e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0277e+00, 2.0279e+00, 1.9180e+00, 2.6062e-02, 3.1994e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0318e+00, 2.0165e+00, 1.9249e+00, 2.6498e-02, 3.2468e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0108e+00, 2.0266e+00, 1.9361e+00, 2.6254e-02, 3.2040e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0201e+00, 2.0221e+00, 1.9311e+00, 2.6362e-02, 3.2229e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0201e+00, 2.0221e+00, 1.9311e+00, 2.6362e-02, 3.2229e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0151e+00, 2.0326e+00, 1.9255e+00, 2.6484e-02, 3.2443e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0251e+00, 2.0116e+00, 1.9367e+00, 2.6240e-02, 3.2015e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0161e+00, 2.0317e+00, 1.9259e+00, 2.5936e-02, 3.1751e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0253e+00, 2.0099e+00, 1.9377e+00, 2.6765e-02, 3.2662e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0309e+00, 2.0164e+00, 1.9259e+00, 2.6451e-02, 3.2398e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0100e+00, 2.0264e+00, 1.9371e+00, 2.6207e-02, 3.1970e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.0243e+00, 2.0114e+00, 1.9378e+00, 2.6187e-02, 3.1301e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([2.1206e-01, 2.1437e-01, 2.0085e-01, 4.0945e-03, 1.1991e-04],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.1102e-16,  3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  3.3307e-16, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -5.5511e-17, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 2.2204e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  2.2204e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 2.2204e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.6653e-16,  2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 6.1062e-15, 3.0000e+00, 2.2204e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -5.5511e-17,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16, -2.7756e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.7756e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 3.3307e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.1102e-16, -3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00,  0.0000e+00, -3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00,  0.0000e+00, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -5.5511e-17,  2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.3291e-15,  3.0000e+00, -2.2204e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.6653e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00,  0.0000e+00, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -2.2204e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 2.2204e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 2.2204e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -2.7756e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -2.7756e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.6653e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  3.3307e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.6653e-16, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.6653e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 2.2204e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.1102e-16,  3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00,  1.1102e-16, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  0.0000e+00, -2.7756e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 2.2204e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00,  1.1102e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -5.5511e-17, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -5.5511e-17, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 3.3307e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.9952e-15,  3.0000e+00, -5.5511e-17,  3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  3.3307e-16, -3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00,  1.1102e-16, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -5.5511e-17,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  0.0000e+00, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.1102e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00,  0.0000e+00, -2.7756e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -4.4409e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 2.2204e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -2.7756e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -2.2204e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.6653e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.6653e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00,  0.0000e+00, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -2.7756e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.3291e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 3.3307e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 2.2204e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.4401e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  0.0000e+00, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -1.6653e-16,  2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.6653e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -2.2204e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 2.2204e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00,  2.2204e-16, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.5511e-15,  3.0000e+00, -5.5511e-17, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.1102e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -1.6653e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  0.0000e+00, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  2.2204e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  3.3307e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -5.5511e-17,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -2.2204e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -1.1102e-16,  0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.4401e-15,  3.0000e+00,  0.0000e+00, -2.7756e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00,  1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00,  1.1102e-16, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00,  1.1102e-16, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  0.0000e+00, -1.6653e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00, -1.1102e-16, -5.5511e-17],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.8842e-15,  3.0000e+00, -2.2204e-16,  1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 3.3307e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.7732e-15,  3.0000e+00,  1.1102e-16, -2.2204e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.5511e-15, 3.0000e+00, 0.0000e+00, 1.1102e-16],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.8842e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.7732e-15, 3.0000e+00, 1.1102e-16, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([3.0000e+00, 5.6621e-15, 3.0000e+00, 0.0000e+00, 0.0000e+00],
       dtype=torch.float64)
每个节点平均光子数为:  tensor([ 3.0000e+00,  5.6621e-15,  3.0000e+00, -5.5511e-17, -1.1102e-16],
       dtype=torch.float64)
C:\Users\Administrator\AppData\Roaming\Python\Python310\site-packages\matplotlib\collections.py:999: RuntimeWarning: invalid value encountered in sqrt
  scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor
../../_images/d9d902c51e3aa0c8690bc9517634708896ed97507532f5a6e9b266887328e515.png

每个“糖果”节点输出近似2个光子,而其余节点几乎没有输出光子,优化结果非常完美!

附录#

[1] Leonardo Banchi, Nicolás Quesada, and Juan Miguel Arrazola. Training Gaussian Boson Sampling Distributions. arXiv:2004.04770. 2020.