batch_normalization_use_TF.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 显式地定义变量进行batch_normalization\n",
    "问题1:为什么TF的BN操作，和论文中不同？TF中的BN操作，在参数默认情况下，特征经过处理得到的是自身。\n",
    "答：直接run(y)得到的结果中间缺了操作（甚至tf.layers.batch_normalization接口也有同样“毛病”），完整的跑模型就没出现这个问题。问题出在不训练而直接推测，看函数内部，mean和variance是从变量拿得数值，变量这时候是初始值，mean=0,variance=1,(x-0)/1当然是x自己。\n",
    "\n",
    "问题2:为什么只做normalize就能预防梯度消失增加训练效率，还要有一个gamma和beta来转换？\n",
    "答：这个确实是一个矛盾，算是一个trade-off。往线性映射去靠是为了让数据更有效，防止消失，让数据偏离那个线性映射是因为完全线性映射，拟合能力就差了。\n",
    "\n",
    "问题3:多channel怎么处理？如果channel是最后一个axis，至少实际的CNN过程如此，FC呢？\n",
    "答：其实mean就是整个channel的平均，而不是第二三维对应的特征图的“像素点”之间平均，见例2。但是，这个算法不一定是权威或者普适，保留意见。如果需要，也可以办到。\n",
    "\n",
    "\n",
    "扩展：python手动的放别的文件了。\n",
    "\n",
    "其他内容放博客了\n",
    "https://blog.csdn.net/huqinweI987/article/details/88071425"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow.python.training import moving_averages"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 作为参考，测试不需要传参的黑盒接口tf.layers.batch_normalization的输出 \n",
    "help(tf.layers.batch_normalization)\n",
    "暂时没弄太清楚，输出不符合预期，原因，没训练过？\n",
    "这个正则化也有moving average，momentum在这里测不出来，是用来更新的，momentum用来处理当前维护的均值和当前batch的数值之间的平衡。\n",
    "y0也并不没有变化.\n",
    "\n",
    "用training选择阶段\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function batch_normalization in module tensorflow.python.layers.normalization:\n",
      "\n",
      "batch_normalization(inputs, axis=-1, momentum=0.99, epsilon=0.001, center=True, scale=True, beta_initializer=<tensorflow.python.ops.init_ops.Zeros object at 0x7f81762f8668>, gamma_initializer=<tensorflow.python.ops.init_ops.Ones object at 0x7f81762f86a0>, moving_mean_initializer=<tensorflow.python.ops.init_ops.Zeros object at 0x7f81762f86d8>, moving_variance_initializer=<tensorflow.python.ops.init_ops.Ones object at 0x7f81762f8710>, beta_regularizer=None, gamma_regularizer=None, beta_constraint=None, gamma_constraint=None, training=False, trainable=True, name=None, reuse=None, renorm=False, renorm_clipping=None, renorm_momentum=0.99, fused=None)\n",
      "    Functional interface for the batch normalization layer.\n",
      "    \n",
      "    Reference: http://arxiv.org/abs/1502.03167\n",
      "    \n",
      "    \"Batch Normalization: Accelerating Deep Network Training by Reducing\n",
      "    Internal Covariate Shift\"\n",
      "    \n",
      "    Sergey Ioffe, Christian Szegedy\n",
      "    \n",
      "    Note: when training, the moving_mean and moving_variance need to be updated.\n",
      "    By default the update ops are placed in `tf.GraphKeys.UPDATE_OPS`, so they\n",
      "    need to be added as a dependency to the `train_op`. For example:\n",
      "    \n",
      "    ```python\n",
      "      update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
      "      with tf.control_dependencies(update_ops):\n",
      "        train_op = optimizer.minimize(loss)\n",
      "    ```\n",
      "    \n",
      "    Arguments:\n",
      "      inputs: Tensor input.\n",
      "      axis: Integer, the axis that should be normalized (typically the features\n",
      "        axis). For instance, after a `Convolution2D` layer with\n",
      "        `data_format=\"channels_first\"`, set `axis=1` in `BatchNormalization`.\n",
      "      momentum: Momentum for the moving average.\n",
      "      epsilon: Small float added to variance to avoid dividing by zero.\n",
      "      center: If True, add offset of `beta` to normalized tensor. If False, `beta`\n",
      "        is ignored.\n",
      "      scale: If True, multiply by `gamma`. If False, `gamma` is\n",
      "        not used. When the next layer is linear (also e.g. `nn.relu`), this can be\n",
      "        disabled since the scaling can be done by the next layer.\n",
      "      beta_initializer: Initializer for the beta weight.\n",
      "      gamma_initializer: Initializer for the gamma weight.\n",
      "      moving_mean_initializer: Initializer for the moving mean.\n",
      "      moving_variance_initializer: Initializer for the moving variance.\n",
      "      beta_regularizer: Optional regularizer for the beta weight.\n",
      "      gamma_regularizer: Optional regularizer for the gamma weight.\n",
      "      beta_constraint: An optional projection function to be applied to the `beta`\n",
      "          weight after being updated by an `Optimizer` (e.g. used to implement\n",
      "          norm constraints or value constraints for layer weights). The function\n",
      "          must take as input the unprojected variable and must return the\n",
      "          projected variable (which must have the same shape). Constraints are\n",
      "          not safe to use when doing asynchronous distributed training.\n",
      "      gamma_constraint: An optional projection function to be applied to the\n",
      "          `gamma` weight after being updated by an `Optimizer`.\n",
      "      training: Either a Python boolean, or a TensorFlow boolean scalar tensor\n",
      "        (e.g. a placeholder). Whether to return the output in training mode\n",
      "        (normalized with statistics of the current batch) or in inference mode\n",
      "        (normalized with moving statistics). **NOTE**: make sure to set this\n",
      "        parameter correctly, or else your training/inference will not work\n",
      "        properly.\n",
      "      trainable: Boolean, if `True` also add variables to the graph collection\n",
      "        `GraphKeys.TRAINABLE_VARIABLES` (see tf.Variable).\n",
      "      name: String, the name of the layer.\n",
      "      reuse: Boolean, whether to reuse the weights of a previous layer\n",
      "        by the same name.\n",
      "      renorm: Whether to use Batch Renormalization\n",
      "        (https://arxiv.org/abs/1702.03275). This adds extra variables during\n",
      "        training. The inference is the same for either value of this parameter.\n",
      "      renorm_clipping: A dictionary that may map keys 'rmax', 'rmin', 'dmax' to\n",
      "        scalar `Tensors` used to clip the renorm correction. The correction\n",
      "        `(r, d)` is used as `corrected_value = normalized_value * r + d`, with\n",
      "        `r` clipped to [rmin, rmax], and `d` to [-dmax, dmax]. Missing rmax, rmin,\n",
      "        dmax are set to inf, 0, inf, respectively.\n",
      "      renorm_momentum: Momentum used to update the moving means and standard\n",
      "        deviations with renorm. Unlike `momentum`, this affects training\n",
      "        and should be neither too small (which would add noise) nor too large\n",
      "        (which would give stale estimates). Note that `momentum` is still applied\n",
      "        to get the means and variances for inference.\n",
      "      fused: if `True`, use a faster, fused implementation if possible.\n",
      "        If `None`, use the system recommended implementation.\n",
      "    \n",
      "    Returns:\n",
      "      Output tensor.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(tf.layers.batch_normalization)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensor(\"Const_6:0\", shape=(2, 3), dtype=float32)\n",
      "x0:\n",
      " [[ 1.  3.  3.]\n",
      " [ 5.  4.  5.]]\n",
      "y0:\n",
      " [[ 0.99950039  2.9985013   2.9985013 ]\n",
      " [ 4.99750185  3.99800158  4.99750185]]\n",
      "[<tf.Variable 'experiment_213/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'experiment_213/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'experiment_213/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'experiment_213/moving_variance:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'experiment_213/moving_mean/biased:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'experiment_213/moving_mean/local_step:0' shape=() dtype=float32_ref>, <tf.Variable 'experiment_213/moving_variance/biased:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'experiment_213/moving_variance/local_step:0' shape=() dtype=float32_ref>, <tf.Variable 'batch_normalization/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization/moving_variance:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_1/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_1/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_1/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_1/moving_variance:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_2/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_2/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_2/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_2/moving_variance:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_3/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_3/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_3/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_3/moving_variance:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_4/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_4/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_4/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'batch_normalization_4/moving_variance:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'BN/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'BN/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'BN/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'BN/moving_variance:0' shape=(3,) dtype=float32_ref>]\n"
     ]
    }
   ],
   "source": [
    "x0 = tf.constant([[1.,3.,3.],[5.,4.,5.]])\n",
    "y0 = tf.layers.batch_normalization(x0,momentum=0.5,name='BN')#momentum没有影响，单次前提？\n",
    "print(x0)\n",
    "\n",
    "\n",
    "init = tf.global_variables_initializer()\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    print('x0:\\n',sess.run(x0))\n",
    "    print('y0:\\n',sess.run(y0))\n",
    "\n",
    "    print(tf.global_variables())#可以观察到隐式声明的4个变量，属于global\n",
    "#help(tf.layers.batch_normalization)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# help(tf.layers.batch_normalization)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 带自定义变量的tf.nn.batch_normalization的基本使用\n",
    "按通道数手动定义四大参数。\n",
    "指定求平均的维度（按通道）。\n",
    "根据不同阶段自己选择参数用法：训练时用当前batch计算mean和var，并且更新滑动平均，推测时直接用。\n",
    "不过本测试不是完整训练过程，不包括更新操作，更新在下边。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def create_var(name, shape, initializer, trainable = True):\n",
    "    return tf.get_variable(name, shape = shape, dtype = tf.float32,\n",
    "                           initializer = initializer, trainable = trainable)\n",
    "# batch norm layer\n",
    "def batch_norm(x, decay=0.999, epsilon=1e-03, is_training=True,\n",
    "               scope=\"scope\"):\n",
    "    x_shape = x.get_shape()\n",
    "    \n",
    "    num_inputs = x_shape[-1]#最低维度的尺寸——通道数\n",
    "    reduce_dims = list(range(len(x_shape) - 1))#按channel做平均。（只是为了求平均值，输出当然还是原维度）\n",
    "    print('reduce_dims:',reduce_dims)\n",
    "    with tf.variable_scope(scope):\n",
    "        beta = create_var(\"beta\", [num_inputs,],\n",
    "                               initializer=tf.zeros_initializer())\n",
    "        gamma = create_var(\"gamma\", [num_inputs,],\n",
    "                                initializer=tf.ones_initializer())\n",
    "        # for inference\n",
    "        moving_mean = create_var(\"moving_mean\", [num_inputs,],\n",
    "                                 initializer=tf.zeros_initializer(),\n",
    "                                 trainable=False)\n",
    "        moving_variance = create_var(\"moving_variance\", [num_inputs],\n",
    "                                     initializer=tf.ones_initializer(),\n",
    "                                     trainable=False)\n",
    "    if is_training:\n",
    "        mean, variance = tf.nn.moments(x, axes=reduce_dims)\n",
    "        print('mean and variance:', mean, variance)\n",
    "        update_move_mean = moving_averages.assign_moving_average(moving_mean,\n",
    "                                                mean, decay=decay)\n",
    "        update_move_variance = moving_averages.assign_moving_average(moving_variance,\n",
    "                                                variance, decay=decay)\n",
    "        tf.add_to_collection(tf.GraphKeys.UPDATE_OPS, update_move_mean)#添加到更新操作\n",
    "        tf.add_to_collection(tf.GraphKeys.UPDATE_OPS, update_move_variance)\n",
    "    else:\n",
    "        mean, variance = moving_mean, moving_variance\n",
    "    return tf.nn.batch_normalization(x, mean, variance, beta, gamma, epsilon)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 3)\n",
      "x1.get_shape()[-1]: 3\n",
      "2\n",
      "range(0, 2)\n",
      "before： [0, 1]\n",
      "after: [0]\n",
      "reduce_dims: [0]\n",
      "Tensor(\"Const_1:0\", shape=(1, 3), dtype=float32)\n",
      "[[ 1.  2.  3.]]\n",
      "[[ 1.  2.  3.]]\n"
     ]
    }
   ],
   "source": [
    "#inference阶段，mean, variance不是x自身计算得到，是初始值，没经历训练的无意义的初始值，所以输出结果数值并不符合预期，主要是看一下epsilon\n",
    "#不训练的情况下，直接把x做BN得到y的结果，直接inference是使用了初始变量值\n",
    "#变量默认横移beta=0，缩放gamma=1，也就是维持原样。\n",
    "#最后0比0,分母多个epsilon，会比1:1小一些，默认epsilon会得到一个接近原来x并且小一点的值，主要是防止除以零，没太大作用。\n",
    "#如果让epsilon过小，比如1e-09，可以看到y的输出仍然是[1.,2.,3.]\n",
    "import tensorflow as tf\n",
    "#可以调整epsilon观察变化。\n",
    "x1 = tf.constant([1.,2.,3.])\n",
    "x1 = tf.constant([[1.,2.,3.]])\n",
    "print(x1.get_shape())\n",
    "print('x1.get_shape()[-1]:',x1.get_shape()[-1])#低维数据数量。\n",
    "print(len(x1.get_shape()))\n",
    "print(range(len(x1.get_shape())))\n",
    "print('before：',list(range(len(x1.get_shape()))))#各个axis\n",
    "print('after:',list(range(len(x1.get_shape()) - 1)))#各个axis，再减1,其实就是按通道做平均。\n",
    "y1 = batch_norm(x1, is_training=False,scope=\"bn_1\",epsilon=1e-09)#decay=0.999, epsilon=1e-03, 都不管\n",
    "print(x1)\n",
    "\n",
    "init = tf.global_variables_initializer()\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    print(sess.run(x1))\n",
    "    print(sess.run(y1))\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 封装成类，把里边的参数做一些接口，方便查询(但是不利于阶段控制，后边会改)\n",
    "通过多次修改类，最终发现还是placeholder好用，\n",
    "类对象一次定义，不用其他接口进行变更，内部参数可以去掉很多self，换成placeholder。保留查询接口即可。\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "# help(tf.python)#为什么tf没有python？下边from就可以？\n",
    "from tensorflow.python.training import moving_averages\n",
    "\n",
    "\n",
    "def create_var(name, shape, initializer, trainable = True):\n",
    "    return tf.get_variable(name, shape = shape, dtype = tf.float32,\n",
    "                           initializer = initializer, trainable = trainable)\n",
    "\n",
    "class batch_normalization:\n",
    "    def __init__(self, x, decay=0.999, epsilon=1e-03, is_training=True,\n",
    "                   scope=\"scope\"):\n",
    "        input_shape = x.get_shape()\n",
    "        num_inputs = input_shape[-1]#以2*3为例，num_inputs算是特征数量，但是有了channel的话\n",
    "        reduce_dims = list(range(len(input_shape) - 1))#一维数据的话，这就是空集了，不行\n",
    "#         self.epsilon = epsilon\n",
    "#         self.decay = decay\n",
    "        \n",
    "        with tf.variable_scope(scope):\n",
    "            self.beta = create_var(\"beta\", [num_inputs,],\n",
    "                                   initializer=tf.zeros_initializer())\n",
    "            self.gamma = create_var(\"gamma\", [num_inputs,],\n",
    "                                    initializer=tf.ones_initializer())\n",
    "            # for inference\n",
    "            self.moving_mean = create_var(\"moving_mean\", [num_inputs,],\n",
    "                                     initializer=tf.zeros_initializer(),\n",
    "                                     trainable=False)\n",
    "            self.moving_variance = create_var(\"moving_variance\", [num_inputs],\n",
    "                                         initializer=tf.ones_initializer(),\n",
    "                                         trainable=False)\n",
    "        if is_training == True:#训练阶段update变量\n",
    "            print('is training')\n",
    "            self.mean, self.variance = tf.nn.moments(x, axes=reduce_dims)#默认tf.nn.moments=False\n",
    "            update_move_mean = moving_averages.assign_moving_average(self.moving_mean,\n",
    "                                                    self.mean, decay=decay)\n",
    "            update_move_variance = moving_averages.assign_moving_average(self.moving_variance,\n",
    "                                                    self.variance, decay=decay)\n",
    "            tf.add_to_collection(tf.GraphKeys.UPDATE_OPS, update_move_mean)\n",
    "            tf.add_to_collection(tf.GraphKeys.UPDATE_OPS, update_move_variance)\n",
    "        else:#推测阶段直接使用变量\n",
    "            print('is not training')\n",
    "            self.mean, self.variance = self.moving_mean, self.moving_variance\n",
    "        #init不能return，可以定义一个out，直接引用\n",
    "        self.output = tf.nn.batch_normalization(x, self.mean, self.variance, self.beta, self.gamma, epsilon)\n",
    "        "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 例0:用多个样本随便跑一下BN的输出\n",
    "一个数据的话，每个特征就是自身，经过normalize还是得到自身。\n",
    "如果是多个数据，bn的axis是0,也就是最外部的中括号，是多个数据的同一个特征平均来算\n",
    "\n",
    "### 对比直接预测和直接训练，两个流程的输出：\n",
    "if那里bug了，都是\n",
    "没训练过的模型，参数是初始化的，训练过的才是平均。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is not training\n",
      "x2: [[ 1.  2.  3.]\n",
      " [ 4.  5.  6.]\n",
      " [ 2.  3.  4.]]\n",
      "y2: [[ 0.99950039  1.99900079  2.9985013 ]\n",
      " [ 3.99800158  4.99750185  5.9970026 ]\n",
      " [ 1.99900079  2.9985013   3.99800158]]\n",
      "moving_mean: [ 0.  0.  0.]\n",
      "moving_variance: [ 1.  1.  1.]\n",
      "gamma: [ 1.  1.  1.]\n",
      "beta: [ 0.  0.  0.]\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "x2 = tf.constant([[1.,2.,3.],[4.,5.,6.]])\n",
    "x2 = tf.constant([[1.,1.,1.],[2.,2.,2.],[3.,3.,3.]])#默认变换下，1和3变换后对称，2是0\n",
    "x2 = tf.constant([[1.,2.,3.],[4.,5.,6.],[2.,3.,4.]])\n",
    "train=False\n",
    "if train:#符合预期，按x2自己的均值做了处理\n",
    "    bn = batch_normalization(x2, is_training=True,scope=\"BN_training_False\")\n",
    "else:#用默认参数平移，得到的输出接近输入，几乎没变，不算BN处理。\n",
    "    bn = batch_normalization(x2, is_training=False,scope=\"BN_training_False\")#不可用False\n",
    "y2 = bn.output\n",
    "init = tf.global_variables_initializer()\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    print('x2:',sess.run(x2))\n",
    "    print('y2:',sess.run(y2))\n",
    "    print('moving_mean:',sess.run(bn.moving_mean))\n",
    "    print('moving_variance:',sess.run(bn.moving_variance))\n",
    "    print('gamma:',sess.run(bn.gamma))\n",
    "    print('beta:',sess.run(bn.beta))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 例1：一个带训练和更新average的基本完整流程\n",
    "### 注意：x2一样处于训练阶段，此处只看BN效果，不看预测阶段和滑动平均，这个问题后边会修正。\n",
    "不是用WX+B，直接就通过BN去拟合input_和label_\n",
    "不过这个例子不算一个实际的BN操作，这里beta和gamma过大了，实际的BN缩放和偏移是很微小的。\n",
    "\n",
    "placeholder这里会有些冲突，每次重启内核！！！！\n",
    "\n",
    "经过了训练和测试两个阶段：\n",
    "训练使用x1_和label1_\n",
    "测试使用x2_\n",
    "结果x2_和x1_输出一样\n",
    "结果“不符合预期”，但也符合预期，因为这是BN，不是真的prediction，BN目的是让不同的输入x，都接近共同的输出分布。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "is training\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "x1_ = np.array([[1.,2.,3.],[11.,12.,13.]], dtype=np.float)#\n",
    "label1_ = tf.constant([[2.,4.,6.],[22.,24.,26.]],dtype=tf.float32)\n",
    "\n",
    "x2_ = np.array([[3.,3.,3.],[10.,14.,20.]],dtype=np.float)\n",
    "\n",
    "input_ = tf.placeholder(shape=[2,3],dtype = tf.float32)\n",
    "is_training = tf.placeholder(dtype=tf.bool)\n",
    "\n",
    "bn_ = batch_normalization(input_, is_training = is_training,scope='experiment_2')\n",
    "pred = bn_.output\n",
    "loss = tf.reduce_sum(tf.square(pred - label1_))\n",
    "\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "with tf.control_dependencies(update_ops):\n",
    "    train_op = tf.train.GradientDescentOptimizer(learning_rate=0.01).minimize(loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i: 0\n",
      "pred is  [[-0.99997997 -0.99997997 -0.99997997]\n",
      " [ 0.99997997  0.99997997  0.99997997]]\n",
      "beta: [ 0.  0.  0.]\n",
      "gamma: [ 1.  1.  1.]\n",
      "i: 1\n",
      "pred is  [[-0.87996638 -0.79996634 -0.71996629]\n",
      " [ 1.83996654  1.91996646  1.99996626]]\n",
      "beta: [ 0.47999999  0.56        0.63999999]\n",
      "gamma: [ 1.35999358  1.35999358  1.35999346]\n",
      "i: 2\n",
      "pred is  [[-0.764754   -0.60795408 -0.45115376]\n",
      " [ 2.64635372  2.80315375  2.95995402]]\n",
      "beta: [ 0.94080001  1.09759998  1.25440001]\n",
      "gamma: [ 1.70558798  1.7055881   1.70558798]\n",
      "i: 3\n",
      "pred is  [[-0.65415061 -0.42362243 -0.19309449]\n",
      " [ 3.42048621  3.6510148   3.88154244]]\n",
      "beta: [ 1.38316798  1.61369598  1.84422398]\n",
      "gamma: [ 2.03735924  2.03735924  2.03735924]\n",
      "i: 4\n",
      "pred is  [[-0.5479719  -0.24666512  0.05464196]\n",
      " [ 4.16365433  4.46496105  4.76626778]]\n",
      "beta: [ 1.8078413   2.10914803  2.41045499]\n",
      "gamma: [ 2.35586023  2.35586023  2.35586023]\n",
      "i: 5\n",
      "pred is  [[-0.44604081 -0.07678616  0.29246855]\n",
      " [ 4.8770957   5.24635029  5.61560488]]\n",
      "beta: [ 2.21552753  2.58478212  2.95403671]\n",
      "gamma: [ 2.66162157  2.66162157  2.66162157]\n",
      "i: 6\n",
      "pred is  [[-0.34818739  0.08629715  0.52078176]\n",
      " [ 5.5619998   5.99648476  6.43096924]]\n",
      "beta: [ 2.60690641  3.0413909   3.47587538]\n",
      "gamma: [ 2.95515299  2.95515299  2.95515299]\n",
      "i: 7\n",
      "pred is  [[-0.25424844  0.24285614  0.73996139]\n",
      " [ 6.21950912  6.71661377  7.21371937]]\n",
      "beta: [ 2.98263025  3.47973514  3.97684026]\n",
      "gamma: [ 3.23694372  3.23694372  3.23694372]\n",
      "i: 8\n",
      "pred is  [[-0.1640681   0.39315307  0.95037365]\n",
      " [ 6.85071802  7.40793896  7.96515942]]\n",
      "beta: [ 3.34332514  3.90054584  4.45776653]\n",
      "gamma: [ 3.50746322  3.50746298  3.50746322]\n",
      "i: 9\n",
      "pred is  [[-0.0774945   0.53743756  1.15236902]\n",
      " [ 7.45667934  8.0716114   8.68654251]]\n",
      "beta: [ 3.68959212  4.30452394  4.91945601]\n",
      "gamma: [ 3.76716232  3.76716208  3.76716232]\n",
      "i: 10\n",
      "pred is  [[  5.61499596e-03   6.75949574e-01   1.34628415e+00]\n",
      " [  8.03840160e+00   8.70873642e+00   9.37907124e+00]]\n",
      "beta: [ 4.02200842  4.69234276  5.36267757]\n",
      "gamma: [ 4.01647377  4.01647377  4.01647377]\n",
      "i: 11\n",
      "pred is  [[  0.08539993   0.80892146   1.53244257]\n",
      " [  8.59685516   9.32037735  10.04389858]]\n",
      "beta: [ 4.34112787  5.06464911  5.78817034]\n",
      "gamma: [ 4.25581312  4.25581312  4.25581312]\n",
      "i: 12\n",
      "pred is  [[  0.16199338   0.93657327   1.71115351]\n",
      " [  9.13297272   9.90755272  10.68213272]]\n",
      "beta: [ 4.64748287  5.42206287  6.19664335]\n",
      "gamma: [ 4.48557949  4.48557949  4.48557949]\n",
      "i: 13\n",
      "pred is  [[  0.23552233   1.05911934   1.88271642]\n",
      " [  9.64764404  10.47124195  11.29483795]]\n",
      "beta: [ 4.94158363  5.76518059  6.58877754]\n",
      "gamma: [ 4.7061553  4.7061553  4.7061553]\n",
      "i: 14\n",
      "pred is  [[  0.30610996   1.17676318   2.04741645]\n",
      " [ 10.14173031  11.01238441  11.88303661]]\n",
      "beta: [ 5.22392035  6.0945735   6.96522665]\n",
      "gamma: [ 4.91790867  4.91790867  4.91790867]\n",
      "i: 15\n",
      "pred is  [[  0.37387443   1.28970098   2.2055285 ]\n",
      " [ 10.61605263  11.53187943  12.44770622]]\n",
      "beta: [ 5.49496365  6.41079044  7.32661772]\n",
      "gamma: [ 5.12119198  5.12119198  5.12119198]\n",
      "i: 16\n",
      "pred is  [[  0.43892753   1.39812112   2.35731506]\n",
      " [ 11.0714035   12.03059578  12.98978996]]\n",
      "beta: [ 5.7551651   6.71435881  7.67355299]\n",
      "gamma: [ 5.31634426  5.31634426  5.31634426]\n",
      "i: 17\n",
      "pred is  [[  0.50137722   1.50220394   2.50302982]\n",
      " [ 11.5085392   12.50936508  13.51019192]]\n",
      "beta: [ 6.00495863  7.00578451  8.00661087]\n",
      "gamma: [ 5.5036912   5.50369072  5.5036912 ]\n",
      "i: 18\n",
      "pred is  [[  0.56133008   1.60212302   2.64291596]\n",
      " [ 11.92819023  12.9689827   14.00977707]]\n",
      "beta: [ 6.24476051  7.28555298  8.3263464 ]\n",
      "gamma: [ 5.68354416  5.68354368  5.68354416]\n",
      "i: 19\n",
      "pred is  [[  0.61888385   1.69804478   2.77720618]\n",
      " [ 12.33105659  13.41021729  14.48937798]]\n",
      "beta: [ 6.47496986  7.55413103  8.6332922 ]\n",
      "gamma: [ 5.85620356  5.85620308  5.85620356]\n",
      "i: 20\n",
      "pred is  [[  0.67413437   1.79012966   2.90612411]\n",
      " [ 12.71780777  13.83380127  14.94979668]]\n",
      "beta: [ 6.69597101  7.81196594  8.9279604 ]\n",
      "gamma: [ 6.02195692  6.02195644  6.02195692]\n",
      "i: 21\n",
      "pred is  [[  0.72717571   1.8785305    3.02988577]\n",
      " [ 13.08908844  14.24044323  15.39179802]]\n",
      "beta: [ 6.90813208  8.05948734  9.21084213]\n",
      "gamma: [ 6.18108034  6.18107986  6.18108034]\n",
      "i: 22\n",
      "pred is  [[  0.77809453   1.96339631   3.14869618]\n",
      " [ 13.44551849  14.63082027  15.81612015]]\n",
      "beta: [ 7.11180687  8.2971077   9.48240852]\n",
      "gamma: [ 6.33383894  6.33383846  6.33383894]\n",
      "i: 23\n",
      "pred is  [[  0.82697678   2.04486632   3.26275492]\n",
      " [ 13.78769112  15.00557995  16.22347069]]\n",
      "beta: [ 7.30733442  8.52522373  9.74311256]\n",
      "gamma: [ 6.48048735  6.48048687  6.48048735]\n",
      "i: 24\n",
      "pred is  [[  0.87390304   2.12307763   3.37225032]\n",
      " [ 14.11617851  15.36535263  16.61452484]]\n",
      "beta: [ 7.49504089  8.74421501  9.99338818]\n",
      "gamma: [ 6.62127018  6.6212697   6.62127018]\n",
      "i: 25\n",
      "pred is  [[  0.91895247   2.19816089   3.47736645]\n",
      " [ 14.43152618  15.71073246  16.98994064]]\n",
      "beta: [  7.67523909   8.95444679  10.23365307]\n",
      "gamma: [ 6.75642204  6.75642157  6.75642204]\n",
      "i: 26\n",
      "pred is  [[  0.96219933   2.27023911   3.57827711]\n",
      " [ 14.73425865  16.04229927  17.35033607]]\n",
      "beta: [  7.84822941   9.15626907  10.46430683]\n",
      "gamma: [ 6.886168    6.88616753  6.886168  ]\n",
      "i: 27\n",
      "pred is  [[  1.00371647   2.33943534   3.67515087]\n",
      " [ 15.02488422  16.36060143  17.69631958]]\n",
      "beta: [  8.01430035   9.3500185   10.68573475]\n",
      "gamma: [ 7.01072454  7.01072359  7.01072454]\n",
      "i: 28\n",
      "pred is  [[  1.04357243   2.40586257   3.76814938]\n",
      " [ 15.30388355  16.66617203  18.02846146]]\n",
      "beta: [  8.17372799   9.53601742  10.89830494]\n",
      "gamma: [ 7.13029861  7.13029766  7.13029861]\n",
      "i: 29\n",
      "pred is  [[  1.081833     2.46963286   3.85742807]\n",
      " [ 15.57172298  16.95952034  18.34731674]]\n",
      "beta: [  8.32677841   9.71457672  11.10237312]\n",
      "gamma: [ 7.24509001  7.24508905  7.24509001]\n",
      "i: 30\n",
      "pred is  [[  1.11856389   2.53085232   3.94313526]\n",
      " [ 15.82884979  17.24113464  18.65341949]]\n",
      "beta: [  8.4737072    9.88599396  11.29827785]\n",
      "gamma: [ 7.35528994  7.35528898  7.35528994]\n",
      "i: 31\n",
      "pred is  [[  1.15382576   2.58962297   4.02541447]\n",
      " [ 16.07569122  17.51148605  18.94728088]]\n",
      "beta: [  8.61475849  10.05055428  11.4863472 ]\n",
      "gamma: [ 7.46108198  7.46108103  7.46108198]\n",
      "i: 32\n",
      "pred is  [[  1.18767679   2.64604211   4.10440159]\n",
      " [ 16.31266022  17.7710228   19.22938538]]\n",
      "beta: [  8.75016785  10.20853233  11.66689301]\n",
      "gamma: [ 7.56264257  7.56264162  7.56264257]\n",
      "i: 33\n",
      "pred is  [[  1.22017372   2.70020509   4.18022966]\n",
      " [ 16.54014969  18.02017975  19.50020599]]\n",
      "beta: [  8.88016129  10.36019135  11.84021759]\n",
      "gamma: [ 7.66014099  7.66014004  7.66014099]\n",
      "i: 34\n",
      "pred is  [[  1.25137091   2.75219989   4.25302505]\n",
      " [ 16.75854111  18.25936699  19.76019287]]\n",
      "beta: [  9.00495529  10.50578403  12.00660896]\n",
      "gamma: [ 7.75373983  7.75373888  7.75373936]\n",
      "i: 35\n",
      "pred is  [[  1.28131962   2.80211616   4.32290745]\n",
      " [ 16.96819305  18.48898888  20.00978088]]\n",
      "beta: [  9.12475681  10.64555264  12.16634464]\n",
      "gamma: [ 7.84359455  7.8435936   7.84359407]\n",
      "i: 36\n",
      "pred is  [[  1.31006992   2.85003519   4.38999462]\n",
      " [ 17.1694622   18.70942688  20.24938583]]\n",
      "beta: [  9.23976612  10.7797308   12.3196907 ]\n",
      "gamma: [ 7.92985535  7.92985439  7.92985487]\n",
      "i: 37\n",
      "pred is  [[  1.33767045   2.8960371    4.45439768]\n",
      " [ 17.36268234  18.92104721  20.47940826]]\n",
      "beta: [  9.35017586  10.90854168  12.46690273]\n",
      "gamma: [ 8.01266575  8.01266479  8.01266575]\n",
      "i: 38\n",
      "pred is  [[  1.36416709   2.94019914   4.51622438]\n",
      " [ 17.548172    19.12420273  20.70022964]]\n",
      "beta: [  9.45616913  11.03219986  12.60822678]\n",
      "gamma: [ 8.09216404  8.09216309  8.09216404]\n",
      "i: 39\n",
      "pred is  [[  1.38960338   2.98259354   4.57557774]\n",
      " [ 17.72624207  19.31922913  20.91221619]]\n",
      "beta: [  9.55792236  11.15091228  12.74389744]\n",
      "gamma: [ 8.16848278  8.16848183  8.16848278]\n",
      "i: 40\n",
      "pred is  [[  1.41402185   3.02329278   4.63255787]\n",
      " [ 17.89719009  19.50645828  21.11572647]]\n",
      "beta: [  9.65560532  11.26487541  12.87414169]\n",
      "gamma: [ 8.24174881  8.24174786  8.24174881]\n",
      "i: 41\n",
      "pred is  [[  1.43746328   3.06236315   4.68725824]\n",
      " [ 18.06129837  19.68619728  21.31109428]]\n",
      "beta: [  9.74938107  11.37427998  12.99917603]\n",
      "gamma: [ 8.3120842   8.31208324  8.3120842 ]\n",
      "i: 42\n",
      "pred is  [[  1.45996726   3.0998714    4.73977089]\n",
      " [ 18.21884537  19.85874557  21.4986496 ]]\n",
      "beta: [  9.83940601  11.47930908  13.11920929]\n",
      "gamma: [ 8.37960625  8.37960529  8.37960625]\n",
      "i: 43\n",
      "pred is  [[  1.48157156   3.1358788    4.79018211]\n",
      " [ 18.37009048  20.02439499  21.67869949]]\n",
      "beta: [  9.92582989  11.5801363   13.2344408 ]\n",
      "gamma: [ 8.44442749  8.44442654  8.44442749]\n",
      "i: 44\n",
      "pred is  [[  1.50231099   3.17044568   4.83857822]\n",
      " [ 18.51528168  20.18341446  21.85154724]]\n",
      "beta: [ 10.00879669  11.67693043  13.34506321]\n",
      "gamma: [ 8.50665569  8.50665474  8.50665569]\n",
      "i: 45\n",
      "pred is  [[  1.52222085   3.2036314    4.88503742]\n",
      " [ 18.6546669   20.33607483  22.01748276]]\n",
      "beta: [ 10.08844471  11.76985359  13.45126057]\n",
      "gamma: [ 8.56639481  8.56639385  8.56639481]\n",
      "i: 46\n",
      "pred is  [[  1.54133427   3.23548794   4.92963839]\n",
      " [ 18.78847885  20.48263168  22.17678261]]\n",
      "beta: [ 10.1649065   11.85905933  13.55321026]\n",
      "gamma: [ 8.62374496  8.62374401  8.62374496]\n",
      "i: 47\n",
      "pred is  [[  1.55968285   3.2660718    4.97245502]\n",
      " [ 18.91693687  20.62332153  22.3297081 ]]\n",
      "beta: [ 10.23830986  11.94469738  13.65108204]\n",
      "gamma: [ 8.67880058  8.67879963  8.67880058]\n",
      "i: 48\n",
      "pred is  [[  1.577299     3.29543161   5.01355982]\n",
      " [ 19.0402565   20.75838852  22.47651672]]\n",
      "beta: [ 10.30877781  12.02690983  13.74503899]\n",
      "gamma: [ 8.73165417  8.73165321  8.73165417]\n",
      "i: 49\n",
      "pred is  [[  1.59420848   3.32361507   5.05301857]\n",
      " [ 19.15864563  20.88805008  22.61745644]]\n",
      "beta: [ 10.3764267   12.10583305  13.8352375 ]\n",
      "gamma: [ 8.78239441  8.78239346  8.78239441]\n",
      "i: 50\n",
      "pred is  [[  1.61044288   3.35067368   5.09090042]\n",
      " [ 19.27229881  21.01252747  22.75275421]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 10.44137001  12.18159962  13.92182827]\n",
      "gamma: [ 8.83110428  8.83110332  8.83110428]\n",
      "i: 51\n",
      "pred is  [[  1.62602723   3.37664866   5.12726593]\n",
      " [ 19.38140488  21.13202286  22.88264465]]\n",
      "beta: [ 10.50371552  12.2543354   14.00495529]\n",
      "gamma: [ 8.87786579  8.87786484  8.87786674]\n",
      "i: 52\n",
      "pred is  [[  1.64098871   3.40158391   5.16217756]\n",
      " [ 19.48614502  21.24673843  23.00733566]]\n",
      "beta: [ 10.56356716  12.32416153  14.08475685]\n",
      "gamma: [ 8.92275715  8.9227562   8.9227581 ]\n",
      "i: 53\n",
      "pred is  [[  1.65535069   3.42552328   5.19569254]\n",
      " [ 19.58669662  21.35686684  23.12704086]]\n",
      "beta: [ 10.62102413  12.3911953   14.16136646]\n",
      "gamma: [ 8.96585274  8.96585178  8.96585369]\n",
      "i: 54\n",
      "pred is  [[  1.66913807   3.44850349   5.22786617]\n",
      " [ 19.68322754  21.46259117  23.24195671]]\n",
      "beta: [ 10.67618275  12.45554733  14.23491192]\n",
      "gamma: [ 9.00722504  9.00722408  9.00722599]\n",
      "i: 55\n",
      "pred is  [[  1.68237436   3.47056437   5.25875282]\n",
      " [ 19.77589798  21.56408691  23.35227966]]\n",
      "beta: [ 10.72913551  12.5173254   14.30551529]\n",
      "gamma: [ 9.04694271  9.04694176  9.04694366]\n",
      "i: 56\n",
      "pred is  [[  1.69508028   3.49174356   5.28840446]\n",
      " [ 19.86486053  21.66152191  23.4581871 ]]\n",
      "beta: [ 10.77997017  12.5766325   14.37329483]\n",
      "gamma: [ 9.08507156  9.08507061  9.08507252]\n",
      "i: 57\n",
      "pred is  [[  1.70727897   3.51207542   5.31686926]\n",
      " [ 19.95026588  21.75505829  23.55985641]]\n",
      "beta: [ 10.82877159  12.63356686  14.43836308]\n",
      "gamma: [ 9.12167549  9.12167454  9.12167645]\n",
      "i: 58\n",
      "pred is  [[  1.71899009   3.53159285   5.34419632]\n",
      " [ 20.03225327  21.84485435  23.65745926]]\n",
      "beta: [ 10.87562084  12.68822384  14.50082874]\n",
      "gamma: [ 9.15681458  9.15681458  9.15681553]\n",
      "i: 59\n",
      "pred is  [[  1.73023057   3.55032969   5.37042999]\n",
      " [ 20.11096191  21.93106079  23.75116158]]\n",
      "beta: [ 10.92059612  12.740695    14.56079578]\n",
      "gamma: [ 9.1905489   9.1905489   9.19054985]\n",
      "i: 60\n",
      "pred is  [[  1.74102271   3.56831861   5.39561415]\n",
      " [ 20.18651962  22.01381683  23.84111404]]\n",
      "beta: [ 10.96377182  12.79106712  14.61836433]\n",
      "gamma: [ 9.22293377  9.22293377  9.22293472]\n",
      "i: 61\n",
      "pred is  [[  1.7513833    3.58558559   5.41979027]\n",
      " [ 20.25905991  22.09326172  23.92746925]]\n",
      "beta: [ 11.00522137  12.83942413  14.67362976]\n",
      "gamma: [ 9.25402355  9.25402355  9.25402451]\n",
      "i: 62\n",
      "pred is  [[  1.76132834   3.60216355   5.44299984]\n",
      " [ 20.3286972   22.16953278  24.01036835]]\n",
      "beta: [ 11.04501247  12.88584709  14.72668457]\n",
      "gamma: [ 9.28386974  9.28386974  9.2838707 ]\n",
      "i: 63\n",
      "pred is  [[  1.77087617   3.61807775   5.46528101]\n",
      " [ 20.39554596  22.24274826  24.08995438]]\n",
      "beta: [ 11.0832119   12.93041325  14.77761745]\n",
      "gamma: [ 9.31252193  9.31252193  9.31252289]\n",
      "i: 64\n",
      "pred is  [[  1.78004229   3.63335633   5.48667049]\n",
      " [ 20.45972443  22.31303787  24.16635513]]\n",
      "beta: [ 11.11988354  12.97319698  14.82651234]\n",
      "gamma: [ 9.34002781  9.34002781  9.34002876]\n",
      "i: 65\n",
      "pred is  [[  1.78884149   3.64802217   5.50720596]\n",
      " [ 20.52133369  22.38051605  24.23970032]]\n",
      "beta: [ 11.15508842  13.01426888  14.87345219]\n",
      "gamma: [ 9.3664341  9.3664341  9.3664341]\n",
      "i: 66\n",
      "pred is  [[  1.79728925   3.66210246   5.52691841]\n",
      " [ 20.58048058  22.44529343  24.31010818]]\n",
      "beta: [ 11.18888474  13.05369854  14.91851425]\n",
      "gamma: [ 9.39178371  9.39178371  9.39178371]\n",
      "i: 67\n",
      "pred is  [[  1.80539882   3.67561984   5.54584265]\n",
      " [ 20.63726044  22.50748062  24.37770462]]\n",
      "beta: [ 11.22132969  13.09155083  14.96177387]\n",
      "gamma: [ 9.41611958  9.41611958  9.41611958]\n",
      "i: 68\n",
      "pred is  [[  1.8131839    3.68859601   5.56401014]\n",
      " [ 20.69176865  22.56718063  24.44259453]]\n",
      "beta: [ 11.25247669  13.12788868  15.00330257]\n",
      "gamma: [ 9.43948174  9.43948174  9.43948174]\n",
      "i: 69\n",
      "pred is  [[  1.82065725   3.70105267   5.58145094]\n",
      " [ 20.74409866  22.62449265  24.50489044]]\n",
      "beta: [ 11.28237724  13.16277313  15.04317093]\n",
      "gamma: [ 9.46190929  9.46190929  9.46190929]\n",
      "i: 70\n",
      "pred is  [[  1.82783198   3.71301222   5.59819317]\n",
      " [ 20.79433441  22.67951202  24.56469345]]\n",
      "beta: [ 11.31108189  13.19626236  15.08144379]\n",
      "gamma: [ 9.4834404  9.4834404  9.4834404]\n",
      "i: 71\n",
      "pred is  [[  1.83471823   3.72449112   5.61426592]\n",
      " [ 20.84255981  22.73233032  24.62210464]]\n",
      "beta: [ 11.33863831  13.22841167  15.118186  ]\n",
      "gamma: [ 9.50411034  9.50411034  9.50411034]\n",
      "i: 72\n",
      "pred is  [[  1.84133029   3.73551321   5.62969589]\n",
      " [ 20.88885498  22.78303719  24.67721939]]\n",
      "beta: [ 11.36509228  13.25927544  15.1534586 ]\n",
      "gamma: [ 9.52395344  9.52395344  9.52395344]\n",
      "i: 73\n",
      "pred is  [[  1.84767771   3.7460928    5.64450979]\n",
      " [ 20.93330002  22.83171463  24.73013115]]\n",
      "beta: [ 11.39048862  13.28890419  15.18732071]\n",
      "gamma: [ 9.54300213  9.54300213  9.54300213]\n",
      "i: 74\n",
      "pred is  [[  1.85377085   3.75625062   5.65872955]\n",
      " [ 20.97596741  22.87844849  24.78092575]]\n",
      "beta: [ 11.41486931  13.31734848  15.21982765]\n",
      "gamma: [ 9.56128979  9.56128979  9.56128979]\n",
      "i: 75\n",
      "pred is  [[  1.85962045   3.76600099   5.67238045]\n",
      " [ 21.01692963  22.92330742  24.82968903]]\n",
      "beta: [ 11.43827438  13.34465408  15.25103474]\n",
      "gamma: [ 9.57884598  9.57884502  9.57884598]\n",
      "i: 76\n",
      "pred is  [[  1.86523604   3.77536201   5.68548584]\n",
      " [ 21.05625153  22.96637344  24.87649918]]\n",
      "beta: [ 11.46074295  13.37086773  15.28099346]\n",
      "gamma: [ 9.59569931  9.59569836  9.59569931]\n",
      "i: 77\n",
      "pred is  [[  1.87062705   3.78434825   5.69806767]\n",
      " [ 21.09399796  23.00771713  24.92144012]]\n",
      "beta: [ 11.48231316  13.39603329  15.30975342]\n",
      "gamma: [ 9.6118784   9.61187744  9.6118784 ]\n",
      "i: 78\n",
      "pred is  [[  1.87580204   3.79297495   5.710145  ]\n",
      " [ 21.13023758  23.04740906  24.96458054]]\n",
      "beta: [ 11.50302029  13.42019176  15.33736324]\n",
      "gamma: [ 9.62741089  9.62740993  9.62741089]\n",
      "i: 79\n",
      "pred is  [[  1.88077152   3.80125666   5.72174025]\n",
      " [ 21.16502762  23.08551025  25.0059967 ]]\n",
      "beta: [ 11.52289963  13.44338417  15.36386871]\n",
      "gamma: [ 9.64232159  9.64232063  9.64232159]\n",
      "i: 80\n",
      "pred is  [[  1.88554084   3.8092072    5.73287058]\n",
      " [ 21.1984272   23.12209129  25.04575729]]\n",
      "beta: [ 11.5419836   13.46564865  15.3893137 ]\n",
      "gamma: [ 9.65663624  9.65663528  9.65663624]\n",
      "i: 81\n",
      "pred is  [[  1.89012027   3.8168385    5.74355602]\n",
      " [ 21.23048973  23.15720749  25.08392715]]\n",
      "beta: [ 11.56030464  13.4870224   15.41374111]\n",
      "gamma: [ 9.67037868  9.67037773  9.67037868]\n",
      "i: 82\n",
      "pred is  [[  1.8945154    3.82416558   5.75381374]\n",
      " [ 21.26127052  23.19091797  25.12056732]]\n",
      "beta: [ 11.5778923   13.50754166  15.43719101]\n",
      "gamma: [ 9.68357086  9.68356991  9.68357086]\n",
      "i: 83\n",
      "pred is  [[  1.89873433   3.83119893   5.76366234]\n",
      " [ 21.29081726  23.22328186  25.15574455]]\n",
      "beta: [ 11.59477615  13.5272398   15.45970345]\n",
      "gamma: [ 9.69623566  9.6962347   9.69623566]\n",
      "i: 84\n",
      "pred is  [[  1.9027853    3.83795142   5.77311611]\n",
      " [ 21.31918526  23.25434875  25.18951416]]\n",
      "beta: [ 11.6109848   13.54615021  15.48131561]\n",
      "gamma: [ 9.70839405  9.7083931   9.70839405]\n",
      "i: 85\n",
      "pred is  [[  1.90667415   3.84443402   5.78219128]\n",
      " [ 21.34641647  23.28417587  25.22193527]]\n",
      "beta: [ 11.62654495  13.56430435  15.5020628 ]\n",
      "gamma: [ 9.72006607  9.72006512  9.72006607]\n",
      "i: 86\n",
      "pred is  [[  1.91040754   3.85065627   5.79090452]\n",
      " [ 21.37255859  23.31280518  25.25305557]]\n",
      "beta: [ 11.64148331  13.5817318   15.52198029]\n",
      "gamma: [ 9.73127079  9.73126984  9.73127079]\n",
      "i: 87\n",
      "pred is  [[  1.91399121   3.85663056   5.79926968]\n",
      " [ 21.39765549  23.34029388  25.28293419]]\n",
      "beta: [ 11.65582371  13.5984621   15.54110146]\n",
      "gamma: [ 9.74202728  9.74202633  9.74202728]\n",
      "i: 88\n",
      "pred is  [[  1.91743267   3.86236691   5.80729914]\n",
      " [ 21.42174911  23.36668205  25.31161499]]\n",
      "beta: [ 11.66959095  13.61452389  15.55945778]\n",
      "gamma: [ 9.75235367  9.75235271  9.75235367]\n",
      "i: 89\n",
      "pred is  [[  1.92073607   3.86787248   5.81500816]\n",
      " [ 21.44487762  23.39201355  25.33915138]]\n",
      "beta: [ 11.68280697  13.62994289  15.57707977]\n",
      "gamma: [ 9.76226711  9.76226616  9.76226711]\n",
      "i: 90\n",
      "pred is  [[  1.9239068    3.87315726   5.82240915]\n",
      " [ 21.46708298  23.41633224  25.36558533]]\n",
      "beta: [ 11.69549465  13.64474487  15.593997  ]\n",
      "gamma: [ 9.77178383  9.77178288  9.77178383]\n",
      "i: 91\n",
      "pred is  [[  1.92695093   3.87823081   5.82951307]\n",
      " [ 21.48839951  23.43967819  25.39096069]]\n",
      "beta: [ 11.70767498  13.65895462  15.61023712]\n",
      "gamma: [ 9.78092003  9.78091908  9.78092003]\n",
      "i: 92\n",
      "pred is  [[  1.92987335   3.88310266   5.8363328 ]\n",
      " [ 21.50886154  23.46208954  25.41532135]]\n",
      "beta: [ 11.71936798  13.67259598  15.62582779]\n",
      "gamma: [ 9.78969097  9.78969002  9.78969097]\n",
      "i: 93\n",
      "pred is  [[  1.93267882   3.88777828   5.84288025]\n",
      " [ 21.52850723  23.48360634  25.43870926]]\n",
      "beta: [ 11.73059368  13.68569183  15.64079475]\n",
      "gamma: [ 9.79811096  9.79811001  9.79811096]\n",
      "i: 94\n",
      "pred is  [[  1.93537223   3.89226747   5.84916449]\n",
      " [ 21.547369    23.50426102  25.46116257]]\n",
      "beta: [ 11.7413702   13.69826412  15.65516281]\n",
      "gamma: [ 9.80619431  9.80619335  9.80619431]\n",
      "i: 95\n",
      "pred is  [[  1.93795788   3.89657688   5.85519838]\n",
      " [ 21.56547356  23.52408981  25.4827137 ]]\n",
      "beta: [ 11.75171566  13.71033382  15.6689558 ]\n",
      "gamma: [ 9.81395435  9.8139534   9.81395435]\n",
      "i: 96\n",
      "pred is  [[  1.94044054   3.90071416   5.86099052]\n",
      " [ 21.58285522  23.54312515  25.50340271]]\n",
      "beta: [ 11.76164722  13.72192001  15.68219757]\n",
      "gamma: [ 9.8214035   9.82140255  9.8214035 ]\n",
      "i: 97\n",
      "pred is  [[  1.94282258   3.90468669   5.86655188]\n",
      " [ 21.59954071  23.56140137  25.52326965]]\n",
      "beta: [ 11.77118111  13.73304367  15.69491005]\n",
      "gamma: [ 9.82855511  9.82855415  9.82855511]\n",
      "i: 98\n",
      "pred is  [[  1.9451102    3.90849924   5.87188959]\n",
      " [ 21.61555672  23.57894516  25.54233551]]\n",
      "beta: [ 11.78033352  13.74372196  15.70711327]\n",
      "gamma: [ 9.83542061  9.83541965  9.83542061]\n",
      "i: 99\n",
      "pred is  [[  1.94730484   3.91215968   5.87701464]\n",
      " [ 21.63093567  23.59578705  25.56064415]]\n",
      "beta: [ 11.78911972  13.75397301  15.71882915]\n",
      "gamma: [ 9.84201145  9.8420105   9.84201145]\n",
      "i: 100\n",
      "pred is  [[  1.9494133    3.91567302   5.88193417]\n",
      " [ 21.64569855  23.61195374  25.57821655]]\n",
      "beta: [ 11.79755497  13.76381397  15.73007584]\n",
      "gamma: [ 9.84833908  9.84833813  9.84833908]\n",
      "i: 101\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred is  [[  1.95143771   3.91904664   5.88665676]\n",
      " [ 21.65986824  23.62747574  25.59508896]]\n",
      "beta: [ 11.80565262  13.77326107  15.74087238]\n",
      "gamma: [ 9.85441303  9.85441208  9.85441303]\n",
      "i: 102\n",
      "pred is  [[  1.95338035   3.92228436   5.89119148]\n",
      " [ 21.67347527  23.64237785  25.61128616]]\n",
      "beta: [ 11.81342697  13.78233051  15.75123787]\n",
      "gamma: [ 9.86024475  9.8602438   9.8602438 ]\n",
      "i: 103\n",
      "pred is  [[  1.95524478   3.92539334   5.89554405]\n",
      " [ 21.68653488  23.65668297  25.62683487]]\n",
      "beta: [ 11.82088947  13.79103756  15.76118851]\n",
      "gamma: [ 9.86584282  9.86584187  9.86584187]\n",
      "i: 104\n",
      "pred is  [[  1.95703483   3.92837715   5.89972258]\n",
      " [ 21.69907379  23.67041397  25.64175797]]\n",
      "beta: [ 11.82805347  13.79939556  15.77074051]\n",
      "gamma: [ 9.87121677  9.87121582  9.87121582]\n",
      "i: 105\n",
      "pred is  [[  1.95875335   3.93124199   5.90373373]\n",
      " [ 21.71110916  23.68359756  25.65608788]]\n",
      "beta: [ 11.83493137  13.80741978  15.77991104]\n",
      "gamma: [ 9.87637615  9.8763752   9.8763752 ]\n",
      "i: 106\n",
      "pred is  [[  1.96040273   3.93399262   5.90758467]\n",
      " [ 21.72266388  23.69625282  25.66984367]]\n",
      "beta: [ 11.84153366  13.8151226   15.78871441]\n",
      "gamma: [ 9.88132858  9.88132763  9.88132763]\n",
      "i: 107\n",
      "pred is  [[  1.96198702   3.93663263   5.91128159]\n",
      " [ 21.73375893  23.70840263  25.68305206]]\n",
      "beta: [ 11.84787273  13.8225174   15.79716587]\n",
      "gamma: [ 9.8860836   9.88608265  9.88608265]\n",
      "i: 108\n",
      "pred is  [[  1.96350825   3.93916798   5.91482973]\n",
      " [ 21.74440765  23.72006607  25.6957283 ]]\n",
      "beta: [ 11.85395813  13.82961655  15.80527878]\n",
      "gamma: [ 9.89064789  9.89064693  9.89064693]\n",
      "i: 109\n",
      "pred is  [[  1.96496737   3.94159985   5.91823626]\n",
      " [ 21.75463104  23.73126221  25.70789719]]\n",
      "beta: [ 11.85979939  13.8364315   15.81306744]\n",
      "gamma: [ 9.89503002  9.89502907  9.89502907]\n",
      "i: 110\n",
      "pred is  [[  1.96636856   3.94393754   5.92150784]\n",
      " [ 21.76444626  23.74201202  25.7195816 ]]\n",
      "beta: [ 11.86540699  13.84297466  15.8205452 ]\n",
      "gamma: [ 9.89923668  9.89923573  9.89923573]\n",
      "i: 111\n",
      "pred is  [[  1.96771407   3.94617963   5.92464733]\n",
      " [ 21.77386856  23.75233269  25.73080063]]\n",
      "beta: [ 11.87079048  13.84925556  15.8277235 ]\n",
      "gamma: [ 9.90327549  9.90327454  9.90327454]\n",
      "i: 112\n",
      "pred is  [[  1.96900535   3.94833302   5.9276619 ]\n",
      " [ 21.78291321  23.76223946  25.74156761]]\n",
      "beta: [ 11.87595844  13.85528564  15.83461475]\n",
      "gamma: [ 9.90715218  9.90715122  9.90715122]\n",
      "i: 113\n",
      "pred is  [[  1.97024477   3.95039964   5.93055582]\n",
      " [ 21.79159737  23.7717495   25.75190353]]\n",
      "beta: [ 11.88092041  13.86107445  15.84123039]\n",
      "gamma: [ 9.91087437  9.91087341  9.91087341]\n",
      "i: 114\n",
      "pred is  [[  1.97143602   3.95238376   5.93333292]\n",
      " [ 21.79993248  23.78087807  25.76182938]]\n",
      "beta: [ 11.88568401  13.86663151  15.84758091]\n",
      "gamma: [ 9.91444683  9.91444588  9.91444683]\n",
      "i: 115\n",
      "pred is  [[  1.97257805   3.95428896   5.93599892]\n",
      " [ 21.80793571  23.78964233  25.77135658]]\n",
      "beta: [ 11.89025688  13.87196636  15.85367775]\n",
      "gamma: [ 9.9178772   9.91787624  9.9178772 ]\n",
      "i: 116\n",
      "pred is  [[  1.97367525   3.95611644   5.93855906]\n",
      " [ 21.81561852  23.79805756  25.78050232]]\n",
      "beta: [ 11.89464664  13.87708759  15.85953045]\n",
      "gamma: [ 9.92117023  9.92116928  9.92117023]\n",
      "i: 117\n",
      "pred is  [[  1.97472811   3.9578712    5.94101667]\n",
      " [ 21.82299423  23.80613518  25.78928375]]\n",
      "beta: [ 11.89886093  13.88200378  15.8651495 ]\n",
      "gamma: [ 9.92433167  9.92433071  9.92433167]\n",
      "i: 118\n",
      "pred is  [[  1.97573936   3.95955706   5.94337606]\n",
      " [ 21.83007431  23.81388855  25.79771042]]\n",
      "beta: [ 11.90290642  13.88672352  15.87054348]\n",
      "gamma: [ 9.92736626  9.9273653   9.92736626]\n",
      "i: 119\n",
      "pred is  [[  1.97670925   3.96117449   5.94564104]\n",
      " [ 21.8368721   23.82133484  25.8058033 ]]\n",
      "beta: [ 11.90678978  13.89125443  15.87572193]\n",
      "gamma: [ 9.93027973  9.93027878  9.93027973]\n",
      "i: 120\n",
      "pred is  [[  1.97763968   3.96272707   5.94781542]\n",
      " [ 21.84339523  23.82848167  25.81357193]]\n",
      "beta: [ 11.91051769  13.89560413  15.88069344]\n",
      "gamma: [ 9.93307686  9.9330759   9.93307686]\n",
      "i: 121\n",
      "pred is  [[  1.97853422   3.96421862   5.94990301]\n",
      " [ 21.84965897  23.83534241  25.82102776]]\n",
      "beta: [ 11.91409683  13.89978027  15.88546562]\n",
      "gamma: [ 9.93576145  9.9357605   9.93576145]\n",
      "i: 122\n",
      "pred is  [[  1.97939301   3.96565032   5.95190716]\n",
      " [ 21.85567093  23.84192848  25.82818794]]\n",
      "beta: [ 11.91753292  13.90378952  15.89004707]\n",
      "gamma: [ 9.93833923  9.93833828  9.93833923]\n",
      "i: 123\n",
      "pred is  [[  1.98021698   3.96702361   5.95383072]\n",
      " [ 21.86144638  23.84825134  25.83506012]]\n",
      "beta: [ 11.92083168  13.9076376   15.89444542]\n",
      "gamma: [ 9.94081402  9.94081306  9.94081402]\n",
      "i: 124\n",
      "pred is  [[  1.98100781   3.96834278   5.95567703]\n",
      " [ 21.86698914  23.85432053  25.84165955]]\n",
      "beta: [ 11.92399883  13.91133213  15.89866734]\n",
      "gamma: [ 9.94318962  9.94318867  9.94318962]\n",
      "i: 125\n",
      "pred is  [[  1.98176897   3.96960878   5.95744991]\n",
      " [ 21.87231064  23.86014938  25.84799004]]\n",
      "beta: [ 11.92703915  13.91487885  15.90272045]\n",
      "gamma: [ 9.94546986  9.9454689   9.94546986]\n",
      "i: 126\n",
      "pred is  [[  1.98249853   3.97082472   5.95915222]\n",
      " [ 21.87741852  23.86574173  25.85407066]]\n",
      "beta: [ 11.92995739  13.91828346  15.90661144]\n",
      "gamma: [ 9.94765854  9.94765759  9.94765854]\n",
      "i: 127\n",
      "pred is  [[  1.98319745   3.97199154   5.96078587]\n",
      " [ 21.8823204   23.87111282  25.85990906]]\n",
      "beta: [ 11.93275928  13.9215517   15.91034698]\n",
      "gamma: [ 9.94976044  9.94975948  9.94976044]\n",
      "i: 128\n",
      "pred is  [[  1.98386991   3.97311068   5.96235466]\n",
      " [ 21.88702774  23.87626839  25.86551094]]\n",
      "beta: [ 11.93544865  13.92468929  15.9139328 ]\n",
      "gamma: [ 9.95177841  9.95177746  9.95177746]\n",
      "i: 129\n",
      "pred is  [[  1.98451388   3.97418666   5.96386051]\n",
      " [ 21.89154625  23.88121605  25.87089157]]\n",
      "beta: [ 11.93803024  13.92770195  15.91737556]\n",
      "gamma: [ 9.95371532  9.95371437  9.95371437]\n",
      "i: 130\n",
      "pred is  [[  1.98513281   3.97521853   5.96530628]\n",
      " [ 21.89588547  23.88596725  25.87605667]]\n",
      "beta: [ 11.94050884  13.93059349  15.920681  ]\n",
      "gamma: [ 9.95557499  9.95557404  9.95557404]\n",
      "i: 131\n",
      "pred is  [[  1.98572731   3.97621012   5.96669388]\n",
      " [ 21.90004921  23.89052963  25.88101196]]\n",
      "beta: [ 11.94288826  13.93336964  15.92385387]\n",
      "gamma: [ 9.95736027  9.95735931  9.95735931]\n",
      "i: 132\n",
      "pred is  [[  1.98629797   3.97716165   5.96802664]\n",
      " [ 21.90404892  23.89490891  25.88577271]]\n",
      "beta: [ 11.94517231  13.93603516  15.92689991]\n",
      "gamma: [ 9.95907402  9.95907307  9.95907307]\n",
      "i: 133\n",
      "pred is  [[  1.98684633   3.97807527   5.96930552]\n",
      " [ 21.90788651  23.8991127   25.89034271]]\n",
      "beta: [ 11.94736576  13.93859386  15.92982388]\n",
      "gamma: [ 9.96071911  9.96071815  9.96071815]\n",
      "i: 134\n",
      "pred is  [[  1.98737288   3.97895217   5.97053242]\n",
      " [ 21.9115696   23.90314865  25.89472961]]\n",
      "beta: [ 11.94947147  13.94105053  15.93263054]\n",
      "gamma: [ 9.96229839  9.96229744  9.96229744]\n",
      "i: 135\n",
      "pred is  [[  1.98787737   3.97979426   5.97171116]\n",
      " [ 21.91510773  23.90702248  25.89894104]]\n",
      "beta: [ 11.95149231  13.94340897  15.93532562]\n",
      "gamma: [ 9.96381474  9.96381378  9.96381378]\n",
      "i: 136\n",
      "pred is  [[  1.98836303   3.98060322   5.97284365]\n",
      " [ 21.91850281  23.91074181  25.9029808 ]]\n",
      "beta: [ 11.95343304  13.94567299  15.93791294]\n",
      "gamma: [ 9.96527004  9.96526909  9.96526909]\n",
      "i: 137\n",
      "pred is  [[  1.98882842   3.98138046   5.97392988]\n",
      " [ 21.92176437  23.91431427  25.90686417]]\n",
      "beta: [ 11.95529556  13.94784641  15.94039631]\n",
      "gamma: [ 9.96666718  9.96666622  9.96666622]\n",
      "i: 138\n",
      "pred is  [[  1.98927581   3.98212481   5.97497272]\n",
      " [ 21.92489243  23.91773987  25.91058731]]\n",
      "beta: [ 11.9570837   13.9499321   15.94278049]\n",
      "gamma: [ 9.96800804  9.96800709  9.96800709]\n",
      "i: 139\n",
      "pred is  [[  1.98970497   3.98284006   5.97597408]\n",
      " [ 21.9278965   23.92102814  25.9141655 ]]\n",
      "beta: [ 11.95880032  13.95193481  15.94506931]\n",
      "gamma: [ 9.9692955   9.96929455  9.96929455]\n",
      "i: 140\n",
      "pred is  [[  1.99011624   3.98352695   5.97693586]\n",
      " [ 21.93078041  23.92418671  25.91759682]]\n",
      "beta: [ 11.96044827  13.95385742  15.94726658]\n",
      "gamma: [ 9.97053146  9.97053051  9.97053051]\n",
      "i: 141\n",
      "pred is  [[  1.99051273   3.9841857    5.97785854]\n",
      " [ 21.93354797  23.92721939  25.92089462]]\n",
      "beta: [ 11.96203041  13.95570278  15.94937611]\n",
      "gamma: [ 9.97171783  9.97171688  9.97171688]\n",
      "i: 142\n",
      "pred is  [[  1.99089229   3.98481798   5.97874355]\n",
      " [ 21.93620682  23.93013     25.92405701]]\n",
      "beta: [ 11.96354961  13.95747471  15.95140076]\n",
      "gamma: [ 9.97285748  9.97285652  9.97285652]\n",
      "i: 143\n",
      "pred is  [[  1.991256     3.98542523   5.97959375]\n",
      " [ 21.93875885  23.93292618  25.92709351]]\n",
      "beta: [ 11.96500778  13.95917606  15.95334435]\n",
      "gamma: [ 9.97395134  9.97395039  9.97395039]\n",
      "i: 144\n",
      "pred is  [[  1.99160624   3.98600817   5.98041058]\n",
      " [ 21.94120789  23.93560982  25.93001175]]\n",
      "beta: [ 11.96640778  13.96080875  15.95521069]\n",
      "gamma: [ 9.97500134  9.97500038  9.97500038]\n",
      "i: 145\n",
      "pred is  [[  1.99194229   3.98656797   5.98119354]\n",
      " [ 21.94356155  23.93818474  25.93281174]]\n",
      "beta: [ 11.9677515   13.96237659  15.95700264]\n",
      "gamma: [ 9.97600937  9.97600842  9.97600842]\n",
      "i: 146\n",
      "pred is  [[  1.99226463   3.98710489   5.98194504]\n",
      " [ 21.94581985  23.94065857  25.93549728]]\n",
      "beta: [ 11.96904182  13.96388149  15.95872211]\n",
      "gamma: [ 9.97697735  9.97697639  9.97697639]\n",
      "i: 147\n",
      "pred is  [[  1.9925735    3.98762035   5.98266745]\n",
      " [ 21.9479866   23.94303131  25.93807793]]\n",
      "beta: [ 11.97027969  13.96532631  15.96037292]\n",
      "gamma: [ 9.97790623  9.97790527  9.97790527]\n",
      "i: 148\n",
      "pred is  [[  1.99287105   3.98811626   5.98336077]\n",
      " [ 21.95006943  23.94531059  25.94055557]]\n",
      "beta: [ 11.97146893  13.96671295  15.96195793]\n",
      "gamma: [ 9.97879791  9.97879696  9.97879696]\n",
      "i: 149\n",
      "pred is  [[  1.99315572   3.98859048   5.98402643]\n",
      " [ 21.95206451  23.94749832  25.94293213]]\n",
      "beta: [ 11.97261047  13.96804428  15.96348   ]\n",
      "gamma: [ 9.97965431  9.97965336  9.97965336]\n",
      "i: 150\n",
      "pred is  [[  1.99342978   3.98904705   5.98466539]\n",
      " [ 21.95398331  23.94959831  25.94521713]]\n",
      "beta: [ 11.97370625  13.9693222   15.96494102]\n",
      "gamma: [ 9.98047638  9.98047543  9.98047543]\n",
      "i: 151\n",
      "pred is  [[  1.99369252   3.9894855    5.98527861]\n",
      " [ 21.95582199  23.95161438  25.94740677]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 11.97475815  13.97054958  15.96634293]\n",
      "gamma: [ 9.98126507  9.98126411  9.98126411]\n",
      "i: 152\n",
      "pred is  [[  1.99394596   3.98990655   5.98586845]\n",
      " [ 21.9575901   23.95354843  25.94951248]]\n",
      "beta: [ 11.97576809  13.97172737  15.96768951]\n",
      "gamma: [ 9.98202229  9.98202133  9.98202133]\n",
      "i: 153\n",
      "pred is  [[  1.99418759   3.99030995   5.98643351]\n",
      " [ 21.95928574  23.95540619  25.95153046]]\n",
      "beta: [ 11.97673702  13.97285843  15.96898174]\n",
      "gamma: [ 9.98274899  9.98274803  9.98274803]\n",
      "i: 154\n",
      "pred is  [[  1.99442065   3.99069691   5.98697615]\n",
      " [ 21.96091461  23.95718956  25.95346832]]\n",
      "beta: [ 11.97766781  13.97394371  15.97022247]\n",
      "gamma: [ 9.98344707  9.98344612  9.98344612]\n",
      "i: 155\n",
      "pred is  [[  1.99464345   3.99106908   5.98749685]\n",
      " [ 21.96247864  23.95890427  25.9553299 ]]\n",
      "beta: [ 11.9785614   13.97498608  15.97141361]\n",
      "gamma: [ 9.98411751  9.98411655  9.98411655]\n",
      "i: 156\n",
      "pred is  [[  1.99485707   3.99142575   5.98799658]\n",
      " [ 21.96397781  23.9605484   25.95711899]]\n",
      "beta: [ 11.97941875  13.97598648  15.97255707]\n",
      "gamma: [ 9.98476124  9.98476028  9.98476028]\n",
      "i: 157\n",
      "pred is  [[  1.99506271   3.99176908   5.98847675]\n",
      " [ 21.96541977  23.96212578  25.95883369]]\n",
      "beta: [ 11.98024178  13.97694683  15.97365475]\n",
      "gamma: [ 9.98537922  9.98537827  9.98537827]\n",
      "i: 158\n",
      "pred is  [[  1.99525952   3.99209785   5.98893738]\n",
      " [ 21.9668045   23.96364021  25.96047974]]\n",
      "beta: [ 11.98103237  13.97786903  15.97470856]\n",
      "gamma: [ 9.9859724   9.98597145  9.98597145]\n",
      "i: 159\n",
      "pred is  [[  1.99544966   3.99241352   5.98937941]\n",
      " [ 21.96813202  23.96509552  25.96206284]]\n",
      "beta: [ 11.9817915   13.97875404  15.97572041]\n",
      "gamma: [ 9.98654175  9.98654079  9.98654079]\n",
      "i: 160\n",
      "pred is  [[  1.99563146   3.99271679   5.98980427]\n",
      " [ 21.96940613  23.9664917   25.96357727]]\n",
      "beta: [ 11.9825201   13.97960377  15.97669125]\n",
      "gamma: [ 9.9870882   9.98708725  9.98708725]\n",
      "i: 161\n",
      "pred is  [[  1.99580598   3.99300766   5.99021244]\n",
      " [ 21.97063065  23.96783066  25.96503448]]\n",
      "beta: [ 11.98321915  13.98041916  15.97762394]\n",
      "gamma: [ 9.98761272  9.98761177  9.98761177]\n",
      "i: 162\n",
      "pred is  [[  1.99597442   3.99328732   5.9906044 ]\n",
      " [ 21.97180557  23.96911812  25.96643448]]\n",
      "beta: [ 11.98389053  13.98120213  15.97851944]\n",
      "gamma: [ 9.98811626  9.98811531  9.98811531]\n",
      "i: 163\n",
      "pred is  [[  1.996135     3.99355507   5.99098015]\n",
      " [ 21.97293472  23.97035217  25.96777725]]\n",
      "beta: [ 11.98453522  13.98195362  15.9793787 ]\n",
      "gamma: [ 9.98859978  9.98859882  9.98859882]\n",
      "i: 164\n",
      "pred is  [[  1.99628985   3.99381161   5.99134016]\n",
      " [ 21.9740181   23.97153854  25.96906662]]\n",
      "beta: [ 11.98515415  13.98267555  15.98020363]\n",
      "gamma: [ 9.98906422  9.98906326  9.98906326]\n",
      "i: 165\n",
      "pred is  [[  1.99643898   3.99406028   5.99168634]\n",
      " [ 21.9750576   23.97267723  25.97030258]]\n",
      "beta: [ 11.98574829  13.98336887  15.98099518]\n",
      "gamma: [ 9.98950958  9.98950863  9.98950863]\n",
      "i: 166\n",
      "pred is  [[  1.99658167   3.99429893   5.99201918]\n",
      " [ 21.97605515  23.97377014  25.97149277]]\n",
      "beta: [ 11.98631859  13.98403454  15.98175526]\n",
      "gamma: [ 9.98993683  9.98993587  9.98993587]\n",
      "i: 167\n",
      "pred is  [[  1.996719     3.9945271    5.99233866]\n",
      " [ 21.97701263  23.97482109  25.97263145]]\n",
      "beta: [ 11.986866    13.9846735   15.98248482]\n",
      "gamma: [ 9.99034691  9.99034691  9.99034595]\n",
      "i: 168\n",
      "pred is  [[  1.99685025   3.99474573   5.99264622]\n",
      " [ 21.97793198  23.97582817  25.97372437]]\n",
      "beta: [ 11.98739147  13.98528671  15.98318577]\n",
      "gamma: [ 9.99074078  9.99074078  9.99073982]\n",
      "i: 169\n",
      "pred is  [[  1.99697649   3.99495625   5.99293995]\n",
      " [ 21.97881508  23.9767952   25.97477722]]\n",
      "beta: [ 11.98789597  13.98587513  15.98385811]\n",
      "gamma: [ 9.99111938  9.99111938  9.99111843]\n",
      "i: 170\n",
      "pred is  [[  1.99709785   3.995157     5.99322224]\n",
      " [ 21.97966385  23.97772217  25.97578621]]\n",
      "beta: [ 11.98838043  13.9864397   15.98450375]\n",
      "gamma: [ 9.99148273  9.99148273  9.99148178]\n",
      "i: 171\n",
      "pred is  [[  1.99721336   3.99535084   5.9934926 ]\n",
      " [ 21.98047638  23.97861481  25.97675514]]\n",
      "beta: [ 11.98884487  13.98698235  15.98512363]\n",
      "gamma: [ 9.99183178  9.99183178  9.99183083]\n",
      "i: 172\n",
      "pred is  [[  1.99732423   3.99553633   5.99375343]\n",
      " [ 21.98125839  23.9794693   25.97768402]]\n",
      "beta: [ 11.98929119  13.98750305  15.98571873]\n",
      "gamma: [ 9.99216652  9.99216652  9.99216557]\n",
      "i: 173\n",
      "pred is  [[  1.9974314    3.99571538   5.9940033 ]\n",
      " [ 21.98200607  23.98029137  25.97857666]]\n",
      "beta: [ 11.98971939  13.98800278  15.98628998]\n",
      "gamma: [ 9.99248791  9.99248791  9.99248695]\n",
      "i: 174\n",
      "pred is  [[  1.99753404   3.99588633   5.99424267]\n",
      " [ 21.98272705  23.9810791   25.97943497]]\n",
      "beta: [ 11.99013042  13.98848248  15.98683834]\n",
      "gamma: [ 9.99279594  9.99279594  9.99279594]\n",
      "i: 175\n",
      "pred is  [[  1.99763334   3.9960506    5.9944725 ]\n",
      " [ 21.98341751  23.98183441  25.98025703]]\n",
      "beta: [ 11.99052525  13.9889431   15.98736477]\n",
      "gamma: [ 9.99309254  9.99309254  9.99309254]\n",
      "i: 176\n",
      "pred is  [[  1.99772739   3.99620914   5.99469376]\n",
      " [ 21.98408127  23.98256302  25.98104477]]\n",
      "beta: [ 11.99090385  13.9893856   15.98787022]\n",
      "gamma: [ 9.99337673  9.99337673  9.99337673]\n",
      "i: 177\n",
      "pred is  [[  1.99781823   3.9963603    5.99490643]\n",
      " [ 21.98471642  23.98326111  25.9818058 ]]\n",
      "beta: [ 11.99126816  13.98980999  15.98835564]\n",
      "gamma: [ 9.99364948  9.99364948  9.99364948]\n",
      "i: 178\n",
      "pred is  [[  1.99790502   3.99650526   5.99510956]\n",
      " [ 21.98532867  23.98392868  25.9825325 ]]\n",
      "beta: [ 11.9916172   13.99021721  15.98882103]\n",
      "gamma: [ 9.99391174  9.99391174  9.99391174]\n",
      "i: 179\n",
      "pred is  [[  1.99798965   3.99664497   5.99530506]\n",
      " [ 21.98591614  23.98457146  25.98323059]]\n",
      "beta: [ 11.9919529   13.99060822  15.9892683 ]\n",
      "gamma: [ 9.99416351  9.99416351  9.99416351]\n",
      "i: 180\n",
      "pred is  [[  1.99807036   3.99677968   5.99549294]\n",
      " [ 21.98647881  23.98518944  25.98390198]]\n",
      "beta: [ 11.99227524  13.99098396  15.98969746]\n",
      "gamma: [ 9.99440479  9.99440479  9.99440479]\n",
      "i: 181\n",
      "pred is  [[  1.99814725   3.99690771   5.99567318]\n",
      " [ 21.98702049  23.98578262  25.98454666]]\n",
      "beta: [ 11.99258423  13.99134445  15.99010944]\n",
      "gamma: [ 9.99463654  9.99463654  9.99463654]\n",
      "i: 182\n",
      "pred is  [[  1.99822223   3.99703193   5.99584627]\n",
      " [ 21.98753929  23.98634911  25.98516464]]\n",
      "beta: [ 11.99288082  13.99169064  15.99050522]\n",
      "gamma: [ 9.99485874  9.99485874  9.99485874]\n",
      "i: 183\n",
      "pred is  [[  1.99829352   3.99715161   5.99601269]\n",
      " [ 21.98803711  23.98689651  25.98575592]]\n",
      "beta: [ 11.99316597  13.99202347  15.99088478]\n",
      "gamma: [ 9.99507236  9.99507236  9.99507236]\n",
      "i: 184\n",
      "pred is  [[  1.99836218   3.99726605   5.99617195]\n",
      " [ 21.98851776  23.98742104  25.98632812]]\n",
      "beta: [ 11.99343967  13.99234295  15.99124908]\n",
      "gamma: [ 9.9952774  9.9952774  9.9952774]\n",
      "i: 185\n",
      "pred is  [[  1.99842823   3.99737525   5.99632502]\n",
      " [ 21.98897552  23.98792267  25.98687363]]\n",
      "beta: [ 11.99370193  13.99264908  15.99159908]\n",
      "gamma: [ 9.99547386  9.99547386  9.99547386]\n",
      "i: 186\n",
      "pred is  [[  1.99849164   3.99748015   5.99647236]\n",
      " [ 21.98941612  23.98840332  25.98739624]]\n",
      "beta: [ 11.9939537   13.99294281  15.99193478]\n",
      "gamma: [ 9.99566269  9.99566269  9.99566269]\n",
      "i: 187\n",
      "pred is  [[  1.99855268   3.99758124   5.9966135 ]\n",
      " [ 21.98983955  23.98886871  25.98789978]]\n",
      "beta: [ 11.99419594  13.9932251   15.99225712]\n",
      "gamma: [ 9.99584389  9.99584389  9.99584389]\n",
      "i: 188\n",
      "pred is  [[  1.99860954   3.9976778    5.99674892]\n",
      " [ 21.99024582  23.98931503  25.98838615]]\n",
      "beta: [ 11.99442768  13.99349594  15.99256706]\n",
      "gamma: [ 9.99601841  9.99601841  9.99601841]\n",
      "i: 189\n",
      "pred is  [[  1.99866581   3.99777126   5.99687958]\n",
      " [ 21.99063492  23.98974228  25.98884964]]\n",
      "beta: [ 11.99465084  13.99375629  15.99286461]\n",
      "gamma: [ 9.9961853  9.9961853  9.9961853]\n",
      "i: 190\n",
      "pred is  [[  1.99871886   3.99786115   5.99700451]\n",
      " [ 21.99100876  23.99015236  25.98929596]]\n",
      "beta: [ 11.99486446  13.99400616  15.99314976]\n",
      "gamma: [ 9.99634552  9.99634552  9.99634552]\n",
      "i: 191\n",
      "pred is  [[  1.99876976   3.99794579   5.99712372]\n",
      " [ 21.99136925  23.99054527  25.98972321]]\n",
      "beta: [ 11.9950695   13.99424553  15.99342346]\n",
      "gamma: [ 9.99650002  9.99650002  9.99650002]\n",
      "i: 192\n",
      "pred is  [[  1.99881935   3.9980278    5.99723911]\n",
      " [ 21.99171448  23.99092293  25.99013519]]\n",
      "beta: [ 11.99526691  13.99447536  15.99368668]\n",
      "gamma: [ 9.99664783  9.99664783  9.99664783]\n",
      "i: 193\n",
      "pred is  [[  1.99886692   3.99810672   5.99734926]\n",
      " [ 21.99204636  23.99128723  25.99053001]]\n",
      "beta: [ 11.9954567   13.99469662  15.9939394 ]\n",
      "gamma: [ 9.99678993  9.99678993  9.99678993]\n",
      "i: 194\n",
      "pred is  [[  1.99891317   3.99818206   5.9974556 ]\n",
      " [ 21.99236679  23.99163437  25.99090767]]\n",
      "beta: [ 11.99563885  13.99490833  15.99418163]\n",
      "gamma: [ 9.99692631  9.99692631  9.99692631]\n",
      "i: 195\n",
      "pred is  [[  1.9989574    3.99825621   5.99755764]\n",
      " [ 21.99267006  23.99196815  25.99127197]]\n",
      "beta: [ 11.99581337  13.99511242  15.99441433]\n",
      "gamma: [ 9.99705696  9.99705696  9.99705696]\n",
      "i: 196\n",
      "pred is  [[  1.99899793   3.99832487   5.99765491]\n",
      " [ 21.99296379  23.9922905   25.99161911]]\n",
      "beta: [ 11.99598122  13.99530792  15.99463749]\n",
      "gamma: [ 9.99718285  9.99718285  9.99718285]\n",
      "i: 197\n",
      "pred is  [[  1.99903834   3.99839234   5.99774837]\n",
      " [ 21.99324417  23.99259949  25.9919548 ]]\n",
      "beta: [ 11.99614239  13.9954958   15.99485207]\n",
      "gamma: [ 9.99730396  9.99730396  9.99730396]\n",
      "i: 198\n",
      "pred is  [[  1.99907684   3.99845743   5.99783897]\n",
      " [ 21.99351883  23.99289322  25.99227715]]\n",
      "beta: [ 11.99629688  13.99567604  15.99505806]\n",
      "gamma: [ 9.99742031  9.99741936  9.99741936]\n",
      "i: 199\n",
      "pred is  [[  1.99911344   3.99851751   5.9979248 ]\n",
      " [ 21.99377632  23.99317932  25.99258804]]\n",
      "beta: [ 11.9964447   13.99584866  15.99525547]\n",
      "gamma: [ 9.99753189  9.99753094  9.99753094]\n",
      "i: 200\n",
      "pred is  [[  1.99914908   3.99857736   5.99800777]\n",
      " [ 21.99402618  23.99345398  25.99288177]]\n",
      "beta: [ 11.9965868   13.9960146   15.99544525]\n",
      "gamma: [ 9.9976387   9.99763775  9.99763775]\n",
      "i: 201\n",
      "pred is  [[  1.99918199   3.99863434   5.99808788]\n",
      " [ 21.9942627   23.99371338  25.99316788]]\n",
      "beta: [ 11.99672318  13.99617386  15.9956274 ]\n",
      "gamma: [ 9.99774075  9.99773979  9.99773979]\n",
      "i: 202\n",
      "pred is  [[  1.99921584   3.99868894   5.99816418]\n",
      " [ 21.99449158  23.99396515  25.99343872]]\n",
      "beta: [ 11.99685383  13.99632645  15.99580193]\n",
      "gamma: [ 9.99783897  9.99783802  9.99783802]\n",
      "i: 203\n",
      "pred is  [[  1.99924624   3.99874091   5.99823761]\n",
      " [ 21.99471283  23.99420547  25.99370193]]\n",
      "beta: [ 11.99697971  13.99647331  15.99596977]\n",
      "gamma: [ 9.99793339  9.99793243  9.99793243]\n",
      "i: 204\n",
      "pred is  [[  1.99927676   3.99879146   5.99830818]\n",
      " [ 21.99492455  23.99443626  25.9939537 ]]\n",
      "beta: [ 11.99710083  13.99661446  15.99613094]\n",
      "gamma: [ 9.99802399  9.99802303  9.99802303]\n",
      "i: 205\n",
      "pred is  [[  1.99930739   3.99884057   5.99837589]\n",
      " [ 21.99512863  23.99465942  25.99419594]]\n",
      "beta: [ 11.99721718  13.99674988  15.99628544]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma: [ 9.99811077  9.99810982  9.99810982]\n",
      "i: 206\n",
      "pred is  [[  1.99933469   3.99888563   5.99844074]\n",
      " [ 21.99532318  23.99487305  25.99442673]]\n",
      "beta: [ 11.99732876  13.99687958  15.99643421]\n",
      "gamma: [ 9.99819469  9.99819374  9.99819374]\n",
      "i: 207\n",
      "pred is  [[  1.99936032   3.99893093   5.99850368]\n",
      " [ 21.9955101   23.99507904  25.99465179]]\n",
      "beta: [ 11.99743557  13.99700451  15.99657726]\n",
      "gamma: [ 9.9982748   9.99827385  9.99827385]\n",
      "i: 208\n",
      "pred is  [[  1.99938715   3.99897337   5.99856377]\n",
      " [ 21.99568939  23.9952774   25.99486542]]\n",
      "beta: [ 11.99753857  13.99712467  15.99671459]\n",
      "gamma: [ 9.99835205  9.9983511   9.9983511 ]\n",
      "i: 209\n",
      "pred is  [[  1.99941063   3.99901533   5.99862099]\n",
      " [ 21.99586296  23.99546432  25.99507141]]\n",
      "beta: [ 11.9976368   13.99724007  15.9968462 ]\n",
      "gamma: [ 9.99842644  9.99842548  9.99842548]\n",
      "i: 210\n",
      "pred is  [[  1.99943519   3.99905515   5.9986763 ]\n",
      " [ 21.9960289   23.99564743  25.99526787]]\n",
      "beta: [ 11.99773121  13.99735069  15.99697208]\n",
      "gamma: [ 9.99849701  9.99849606  9.99849606]\n",
      "i: 211\n",
      "pred is  [[  1.99945736   3.99909353   5.99872971]\n",
      " [ 21.99618721  23.99581909  25.9954567 ]]\n",
      "beta: [ 11.99782181  13.99745655  15.9970932 ]\n",
      "gamma: [ 9.99856472  9.99856377  9.99856377]\n",
      "i: 212\n",
      "pred is  [[  1.99947906   3.99912953   5.99878025]\n",
      " [ 21.99633789  23.99598885  25.9956398 ]]\n",
      "beta: [ 11.99790859  13.99755859  15.99720955]\n",
      "gamma: [ 9.99863052  9.99862957  9.99862957]\n",
      "i: 213\n",
      "pred is  [[  1.99949932   3.9991641    5.99882889]\n",
      " [ 21.99648666  23.99614716  25.99581146]]\n",
      "beta: [ 11.99799252  13.99765587  15.99732113]\n",
      "gamma: [ 9.99869347  9.99869251  9.99869251]\n",
      "i: 214\n",
      "pred is  [[  1.99951899   3.99919677   5.99887562]\n",
      " [ 21.99662399  23.99629974  25.99597931]]\n",
      "beta: [ 11.99807262  13.99774933  15.99742794]\n",
      "gamma: [ 9.99875355  9.99875259  9.99875259]\n",
      "i: 215\n",
      "pred is  [[  1.99953914   3.99922872   5.99892044]\n",
      " [ 21.99676132  23.99645042  25.99614143]]\n",
      "beta: [ 11.99814987  13.99783897  15.99753094]\n",
      "gamma: [ 9.99881172  9.99881077  9.99881077]\n",
      "i: 216\n",
      "pred is  [[  1.99955785   3.99925947   5.99896431]\n",
      " [ 21.99689102  23.99659348  25.99629593]]\n",
      "beta: [ 11.99822426  13.99792576  15.99763012]\n",
      "gamma: [ 9.99886703  9.99886608  9.99886608]\n",
      "i: 217\n",
      "pred is  [[  1.9995743    3.99928927   5.99900532]\n",
      " [ 21.997015    23.99672699  25.9964447 ]]\n",
      "beta: [ 11.99829483  13.99800873  15.99772453]\n",
      "gamma: [ 9.99892044  9.99891949  9.99891949]\n",
      "i: 218\n",
      "pred is  [[  1.99959219   3.99931765   5.99904442]\n",
      " [ 21.99713516  23.9968605   25.99658585]]\n",
      "beta: [ 11.99836349  13.99808884  15.99781513]\n",
      "gamma: [ 9.99897194  9.99897099  9.99897099]\n",
      "i: 219\n",
      "pred is  [[  1.99960876   3.99934506   5.99908257]\n",
      " [ 21.9972496   23.99698639  25.99672318]]\n",
      "beta: [ 11.9984293   13.99816513  15.99790287]\n",
      "gamma: [ 9.99902153  9.99902058  9.99902058]\n",
      "i: 220\n",
      "pred is  [[  1.99962389   3.99937129   5.99911976]\n",
      " [ 21.99736023  23.99710464  25.99685287]]\n",
      "beta: [ 11.99849224  13.99823856  15.99798679]\n",
      "gamma: [ 9.99906826  9.99906731  9.99906731]\n",
      "i: 221\n",
      "pred is  [[  1.99963951   3.99939632   5.99915409]\n",
      " [ 21.99746513  23.9972229   25.99697876]]\n",
      "beta: [ 11.99855232  13.99830914  15.9980669 ]\n",
      "gamma: [ 9.99911308  9.99911308  9.99911308]\n",
      "i: 222\n",
      "pred is  [[  1.9996531    3.99941969   5.99918747]\n",
      " [ 21.99756622  23.99733353  25.99710083]]\n",
      "beta: [ 11.9986105   13.99837685  15.99814415]\n",
      "gamma: [ 9.99915695  9.99915695  9.99915695]\n",
      "i: 223\n",
      "pred is  [[  1.99966717   3.99944305   5.99921989]\n",
      " [ 21.99766541  23.99744034  25.99721718]]\n",
      "beta: [ 11.99866581  13.9984417   15.99821854]\n",
      "gamma: [ 9.99919891  9.99919891  9.99919891]\n",
      "i: 224\n",
      "pred is  [[  1.99968088   3.99946475   5.99925137]\n",
      " [ 21.99775696  23.99754143  25.9973278 ]]\n",
      "beta: [ 11.99871922  13.99850368  15.99829006]\n",
      "gamma: [ 9.99923897  9.99923897  9.99923897]\n",
      "i: 225\n",
      "pred is  [[  1.99969423   3.99948668   5.99928188]\n",
      " [ 21.99784851  23.9976387   25.99743462]]\n",
      "beta: [ 11.99877071  13.99856377  15.99835873]\n",
      "gamma: [ 9.99927711  9.99927711  9.99927711]\n",
      "i: 226\n",
      "pred is  [[  1.99970555   3.99950647   5.99931049]\n",
      " [ 21.99793243  23.99773598  25.99753952]]\n",
      "beta: [ 11.9988203   13.99862099  15.99842453]\n",
      "gamma: [ 9.99931431  9.99931431  9.99931431]\n",
      "i: 227\n",
      "pred is  [[  1.99971831   3.99952722   5.99933815]\n",
      " [ 21.99801636  23.99782562  25.9976387 ]]\n",
      "beta: [ 11.99886799  13.9986763   15.99848747]\n",
      "gamma: [ 9.99934959  9.99934959  9.99934959]\n",
      "i: 228\n",
      "pred is  [[  1.99973083   3.99954653   5.9993639 ]\n",
      " [ 21.99809647  23.99791336  25.99773026]]\n",
      "beta: [ 11.99891376  13.99872971  15.99854755]\n",
      "gamma: [ 9.99938393  9.99938393  9.99938393]\n",
      "i: 229\n",
      "pred is  [[  1.9997412    3.99956441   5.99938965]\n",
      " [ 21.99817276  23.99799728  25.99782181]]\n",
      "beta: [ 11.99895763  13.99878025  15.99860573]\n",
      "gamma: [ 9.99941635  9.99941635  9.99941635]\n",
      "i: 230\n",
      "pred is  [[  1.99975133   3.99958086   5.99941349]\n",
      " [ 21.99824524  23.99807739  25.99790955]]\n",
      "beta: [ 11.9989996   13.99882889  15.99866104]\n",
      "gamma: [ 9.99944782  9.99944782  9.99944782]\n",
      "i: 231\n",
      "pred is  [[  1.99976122   3.99959779   5.99943638]\n",
      " [ 21.99831772  23.99815369  25.99799347]]\n",
      "beta: [ 11.99903965  13.99887562  15.99871445]\n",
      "gamma: [ 9.99947834  9.99947834  9.99947834]\n",
      "i: 232\n",
      "pred is  [[  1.99977076   3.999614     5.99945927]\n",
      " [ 21.99838257  23.99822807  25.99807358]]\n",
      "beta: [ 11.9990778   13.99892044  15.99876595]\n",
      "gamma: [ 9.99950695  9.99950695  9.99950695]\n",
      "i: 233\n",
      "pred is  [[  1.99978101   3.99962878   5.9994812 ]\n",
      " [ 21.99844933  23.99829674  25.99814987]]\n",
      "beta: [ 11.99911499  13.99896336  15.99881554]\n",
      "gamma: [ 9.99953461  9.99953461  9.99953461]\n",
      "i: 234\n",
      "pred is  [[  1.99978924   3.99964428   5.99950218]\n",
      " [ 21.99851227  23.99836731  25.99822426]]\n",
      "beta: [ 11.99915028  13.99900532  15.99886322]\n",
      "gamma: [ 9.99956131  9.99956131  9.99956131]\n",
      "i: 235\n",
      "pred is  [[  1.99979818   3.99965835   5.99952221]\n",
      " [ 21.9985733   23.99843216  25.99829483]]\n",
      "beta: [ 11.99918461  13.99904537  15.998909  ]\n",
      "gamma: [ 9.99958706  9.99958706  9.99958706]\n",
      "i: 236\n",
      "pred is  [[  1.99980509   3.99967217   5.99954128]\n",
      " [ 21.99862671  23.99849701  25.99836349]]\n",
      "beta: [ 11.99921703  13.99908352  15.99895287]\n",
      "gamma: [ 9.99961185  9.99961185  9.99961185]\n",
      "i: 237\n",
      "pred is  [[  1.99981272   3.99968457   5.9995594 ]\n",
      " [ 21.99868393  23.99855614  25.99843216]]\n",
      "beta: [ 11.9992485   13.99911976  15.99899483]\n",
      "gamma: [ 9.9996357  9.9996357  9.9996357]\n",
      "i: 238\n",
      "pred is  [[  1.99982107   3.99969649   5.99957657]\n",
      " [ 21.99873734  23.99861145  25.99849319]]\n",
      "beta: [ 11.99927902  13.99915504  15.99903488]\n",
      "gamma: [ 9.99965858  9.99965858  9.99965858]\n",
      "i: 239\n",
      "pred is  [[  1.99982738   3.99970818   5.99959278]\n",
      " [ 21.99878693  23.99866867  25.99855423]]\n",
      "beta: [ 11.99930763  13.99918842  15.99907303]\n",
      "gamma: [ 9.99968052  9.99968052  9.99968052]\n",
      "i: 240\n",
      "pred is  [[  1.99983442   3.99971938   5.99960899]\n",
      " [ 21.99883652  23.99872208  25.99861145]]\n",
      "beta: [ 11.99933529  13.99922085  15.99911022]\n",
      "gamma: [ 9.9997015  9.9997015  9.9997015]\n",
      "i: 241\n",
      "pred is  [[  1.99984038   3.9997313    5.99962425]\n",
      " [ 21.99888229  23.99877548  25.99866867]]\n",
      "beta: [ 11.99936199  13.99925232  15.99914551]\n",
      "gamma: [ 9.99972153  9.99972153  9.99972153]\n",
      "i: 242\n",
      "pred is  [[  1.99984705   3.99974179   5.99963951]\n",
      " [ 21.99892807  23.99882317  25.99872208]]\n",
      "beta: [ 11.99938774  13.99928188  15.99917984]\n",
      "gamma: [ 9.9997406  9.9997406  9.9997406]\n",
      "i: 243\n",
      "pred is  [[  1.99985445   3.99975181   5.99965382]\n",
      " [ 21.99897194  23.99886703  25.99877167]]\n",
      "beta: [ 11.99941254  13.99931049  15.99921227]\n",
      "gamma: [ 9.99975872  9.99975872  9.99975872]\n",
      "i: 244\n",
      "pred is  [[  1.99985909   3.9997611    5.99966812]\n",
      " [ 21.99901199  23.99891663  25.99882126]]\n",
      "beta: [ 11.99943638  13.99933815  15.99924374]\n",
      "gamma: [ 9.99977684  9.99977684  9.99977589]\n",
      "i: 245\n",
      "pred is  [[  1.99986625   3.9997716    5.99968147]\n",
      " [ 21.99905396  23.99895859  25.99886703]]\n",
      "beta: [ 11.99945927  13.99936485  15.99927425]\n",
      "gamma: [ 9.99979401  9.99979401  9.99979305]\n",
      "i: 246\n",
      "pred is  [[  1.99987054   3.99978018   5.99969387]\n",
      " [ 21.99909019  23.99900055  25.99891281]]\n",
      "beta: [ 11.9994812   13.9993906   15.99930286]\n",
      "gamma: [ 9.99981022  9.99981022  9.99980927]\n",
      "i: 247\n",
      "pred is  [[  1.99987733   3.99978995   5.99970627]\n",
      " [ 21.99912834  23.9990387   25.99895477]]\n",
      "beta: [ 11.99950218  13.9994154   15.99933052]\n",
      "gamma: [ 9.99982548  9.99982548  9.99982452]\n",
      "i: 248\n",
      "pred is  [[  1.99988139   3.99979901   5.99971771]\n",
      " [ 21.99916077  23.99908066  25.99899673]]\n",
      "beta: [ 11.99952221  13.99943924  15.99935722]\n",
      "gamma: [ 9.99984074  9.99984074  9.99983978]\n",
      "i: 249\n",
      "pred is  [[  1.99988616   3.99980664   5.99972916]\n",
      " [ 21.9991951   23.9991169   25.99903679]]\n",
      "beta: [ 11.99954128  13.99946117  15.99938297]\n",
      "gamma: [ 9.99985504  9.99985504  9.99985409]\n",
      "i: 250\n",
      "pred is  [[  1.99989164   3.99981475   5.99973965]\n",
      " [ 21.99922752  23.99914932  25.99907494]]\n",
      "beta: [ 11.9995594   13.99948311  15.99940777]\n",
      "gamma: [ 9.99986839  9.99986839  9.99986839]\n",
      "i: 251\n",
      "pred is  [[  1.99989438   3.99982214   5.99975014]\n",
      " [ 21.99925804  23.99918747  25.99911308]]\n",
      "beta: [ 11.99957657  13.99950409  15.99943161]\n",
      "gamma: [ 9.99988174  9.99988174  9.99988174]\n",
      "i: 252\n",
      "pred is  [[  1.99990058   3.99983072   5.99976063]\n",
      " [ 21.99928856  23.99921799  25.99914742]]\n",
      "beta: [ 11.99959373  13.99952412  15.9994545 ]\n",
      "gamma: [ 9.99989414  9.99989414  9.99989414]\n",
      "i: 253\n",
      "pred is  [[  1.99990404   3.99983668   5.99977016]\n",
      " [ 21.99931717  23.9992485   25.99918175]]\n",
      "beta: [ 11.99960995  13.99954319  15.99947643]\n",
      "gamma: [ 9.99990654  9.99990654  9.99990654]\n",
      "i: 254\n",
      "pred is  [[  1.99990821   3.99984407   5.9997797 ]\n",
      " [ 21.99934387  23.99927902  25.99921417]]\n",
      "beta: [ 11.99962521  13.99956131  15.99949741]\n",
      "gamma: [ 9.99991798  9.99991798  9.99991798]\n",
      "i: 255\n",
      "pred is  [[  1.99991059   3.99984884   5.99978828]\n",
      " [ 21.99937057  23.99930954  25.9992466 ]]\n",
      "beta: [ 11.99964046  13.99957848  15.99951744]\n",
      "gamma: [ 9.99992943  9.99992943  9.99992943]\n",
      "i: 256\n",
      "pred is  [[  1.99991548   3.99985576   5.99979687]\n",
      " [ 21.99939537  23.99933434  25.99927521]]\n",
      "beta: [ 11.99965477  13.99959564  15.99953651]\n",
      "gamma: [ 9.99993992  9.99993992  9.99993992]\n",
      "i: 257\n",
      "pred is  [[  1.99991763   3.99986196   5.9998045 ]\n",
      " [ 21.99941826  23.99936295  25.99930573]]\n",
      "beta: [ 11.99966812  13.99961185  15.99955463]\n",
      "gamma: [ 9.99995041  9.99995041  9.99995041]\n",
      "i: 258\n",
      "pred is  [[  1.99992144   3.99986768   5.99981308]\n",
      " [ 21.99944115  23.99938774  25.99933243]]\n",
      "beta: [ 11.99968147  13.99962711  15.99957275]\n",
      "gamma: [ 9.99995995  9.99995995  9.99995995]\n",
      "i: 259\n",
      "pred is  [[  1.9999243    3.9998734    5.99982071]\n",
      " [ 21.99946213  23.99941254  25.99935913]]\n",
      "beta: [ 11.99969387  13.99964237  15.99958992]\n",
      "gamma: [ 9.99996948  9.99996948  9.99996948]\n",
      "i: 260\n",
      "pred is  [[  1.99992716   3.99987817   5.99982738]\n",
      " [ 21.99948502  23.99943542  25.99938583]]\n",
      "beta: [ 11.99970627  13.99965668  15.99960613]\n",
      "gamma: [ 9.99997902  9.99997902  9.99997902]\n",
      "i: 261\n",
      "pred is  [[  1.99993074   3.99988246   5.99983501]\n",
      " [ 21.999506    23.99945641  25.99940872]]\n",
      "beta: [ 11.99971771  13.99967003  15.99962234]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma: [ 9.9999876  9.9999876  9.9999876]\n",
      "i: 262\n",
      "pred is  [[  1.99993253   3.99988699   5.99984169]\n",
      " [ 21.99952507  23.9994812   25.99943352]]\n",
      "beta: [ 11.99972916  13.99968338  15.9996376 ]\n",
      "gamma: [ 9.99999619  9.99999619  9.99999619]\n",
      "i: 263\n",
      "pred is  [[  1.99993515   3.99989128   5.99984741]\n",
      " [ 21.99954224  23.99950027  25.99945831]]\n",
      "beta: [ 11.99973965  13.99969578  15.99965191]\n",
      "gamma: [ 10.00000477  10.00000477  10.00000477]\n",
      "i: 264\n",
      "pred is  [[  1.99993765   3.99989629   5.99985409]\n",
      " [ 21.99956131  23.99952126  25.99947739]]\n",
      "beta: [ 11.99975014  13.99970818  15.99966621]\n",
      "gamma: [ 10.0000124  10.0000124  10.0000124]\n",
      "i: 265\n",
      "pred is  [[  1.99994016   3.99989939   5.99985981]\n",
      " [ 21.99958038  23.99954033  25.99950027]]\n",
      "beta: [ 11.99976063  13.99971962  15.99967957]\n",
      "gamma: [ 10.00002003  10.00002003  10.00002003]\n",
      "i: 266\n",
      "pred is  [[  1.99994349   3.99990416   5.99986458]\n",
      " [ 21.99959946  23.9995575   25.99951935]]\n",
      "beta: [ 11.99977016  13.99973106  15.99969196]\n",
      "gamma: [ 10.00002766  10.00002766  10.00002766]\n",
      "i: 267\n",
      "pred is  [[  1.99994493   3.99990702   5.9998703 ]\n",
      " [ 21.99961472  23.99957657  25.99953842]]\n",
      "beta: [ 11.9997797   13.99974155  15.99970436]\n",
      "gamma: [ 10.00003433  10.00003433  10.00003433]\n",
      "i: 268\n",
      "pred is  [[  1.99994719   3.99991155   5.99987507]\n",
      " [ 21.99962807  23.99959373  25.9995575 ]]\n",
      "beta: [ 11.99978828  13.99975204  15.99971581]\n",
      "gamma: [ 10.00004101  10.00004101  10.00004101]\n",
      "i: 269\n",
      "pred is  [[  1.99994946   3.99991417   5.99987984]\n",
      " [ 21.99964523  23.99960899  25.99957466]]\n",
      "beta: [ 11.99979687  13.99976158  15.99972725]\n",
      "gamma: [ 10.00004768  10.00004768  10.00004768]\n",
      "i: 270\n",
      "pred is  [[  1.9999516    3.99991751   5.99988461]\n",
      " [ 21.99965858  23.99962616  25.99959183]]\n",
      "beta: [ 11.99980545  13.99977112  15.99973774]\n",
      "gamma: [ 10.00005341  10.00005341  10.00005341]\n",
      "i: 271\n",
      "pred is  [[  1.99995458   3.99992156   5.99988937]\n",
      " [ 21.99967194  23.9996376   25.99960709]]\n",
      "beta: [ 11.99981308  13.99978065  15.99974823]\n",
      "gamma: [ 10.00005913  10.00005913  10.00005913]\n",
      "i: 272\n",
      "pred is  [[  1.99995577   3.9999249    5.99989414]\n",
      " [ 21.99968529  23.99965477  25.99962425]]\n",
      "beta: [ 11.99982071  13.99978924  15.99975872]\n",
      "gamma: [ 10.00006485  10.00006485  10.00006485]\n",
      "i: 273\n",
      "pred is  [[  1.99995875   3.999928     5.99989796]\n",
      " [ 21.99969864  23.99966812  25.9996376 ]]\n",
      "beta: [ 11.99982834  13.99979782  15.99976826]\n",
      "gamma: [ 10.00007057  10.00007057  10.00007057]\n",
      "i: 274\n",
      "pred is  [[  1.99996066   3.99993086   5.99990273]\n",
      " [ 21.99971008  23.99967957  25.99965286]]\n",
      "beta: [ 11.99983501  13.99980545  15.99977779]\n",
      "gamma: [ 10.00007534  10.00007534  10.00007534]\n",
      "i: 275\n",
      "pred is  [[  1.99996257   3.99993372   5.99990654]\n",
      " [ 21.99972153  23.99969101  25.99966621]]\n",
      "beta: [ 11.99984169  13.99981308  15.99978638]\n",
      "gamma: [ 10.00008011  10.00008011  10.00008011]\n",
      "i: 276\n",
      "pred is  [[  1.99996448   3.99993658   5.99991035]\n",
      " [ 21.99973297  23.99970436  25.99967957]]\n",
      "beta: [ 11.99984837  13.99982071  15.99979496]\n",
      "gamma: [ 10.00008488  10.00008488  10.00008488]\n",
      "i: 277\n",
      "pred is  [[  1.99996543   3.99993944   5.99991417]\n",
      " [ 21.99974442  23.99971771  25.99969292]]\n",
      "beta: [ 11.99985409  13.99982834  15.99980354]\n",
      "gamma: [ 10.00008965  10.00008965  10.00008965]\n",
      "i: 278\n",
      "pred is  [[  1.99996638   3.99994135   5.99991703]\n",
      " [ 21.99975586  23.99972916  25.99970436]]\n",
      "beta: [ 11.99985981  13.99983501  15.99981117]\n",
      "gamma: [ 10.00009441  10.00009441  10.00009441]\n",
      "i: 279\n",
      "pred is  [[  1.99996722   3.99994397   5.99992085]\n",
      " [ 21.99976349  23.9997406   25.99971771]]\n",
      "beta: [ 11.99986553  13.99984169  15.9998188 ]\n",
      "gamma: [ 10.00009823  10.00009823  10.00009823]\n",
      "i: 280\n",
      "pred is  [[  1.99996984   3.99994636   5.99992466]\n",
      " [ 21.99977493  23.99974823  25.99972916]]\n",
      "beta: [ 11.99987125  13.99984837  15.99982643]\n",
      "gamma: [ 10.00010204  10.00010204  10.00010204]\n",
      "i: 281\n",
      "pred is  [[  1.99996972   3.99994802   5.99992752]\n",
      " [ 21.99978065  23.99975967  25.9997406 ]]\n",
      "beta: [ 11.99987602  13.99985409  15.99983311]\n",
      "gamma: [ 10.00010586  10.00010586  10.00010586]\n",
      "i: 282\n",
      "pred is  [[  1.99997139   3.99995041   5.99993038]\n",
      " [ 21.99979019  23.99976921  25.99974823]]\n",
      "beta: [ 11.99988079  13.99985981  15.99983978]\n",
      "gamma: [ 10.00010967  10.00010967  10.00010967]\n",
      "i: 283\n",
      "pred is  [[  1.99997306   3.99995279   5.99993324]\n",
      " [ 21.99979973  23.99977875  25.99975967]]\n",
      "beta: [ 11.99988556  13.99986553  15.99984646]\n",
      "gamma: [ 10.00011349  10.00011349  10.00011349]\n",
      "i: 284\n",
      "pred is  [[  1.99997294   3.99995446   5.99993515]\n",
      " [ 21.99980545  23.99979019  25.99976921]]\n",
      "beta: [ 11.99989033  13.99987125  15.99985218]\n",
      "gamma: [ 10.0001173  10.0001173  10.0001173]\n",
      "i: 285\n",
      "pred is  [[  1.99997461   3.99995565   5.99993801]\n",
      " [ 21.99981689  23.99979782  25.99977875]]\n",
      "beta: [ 11.9998951   13.99987602  15.9998579 ]\n",
      "gamma: [ 10.00012112  10.00012016  10.00012016]\n",
      "i: 286\n",
      "pred is  [[  1.9999752    3.99995852   5.99994087]\n",
      " [ 21.99982262  23.99980164  25.99978638]]\n",
      "beta: [ 11.99989891  13.99988079  15.99986362]\n",
      "gamma: [ 10.00012398  10.00012302  10.00012302]\n",
      "i: 287\n",
      "pred is  [[  1.9999758    3.99995971   5.99994373]\n",
      " [ 21.99982834  23.99980927  25.99979401]]\n",
      "beta: [ 11.99990273  13.99988556  15.99986935]\n",
      "gamma: [ 10.00012684  10.00012589  10.00012589]\n",
      "i: 288\n",
      "pred is  [[  1.9999764    3.99996185   5.99994564]\n",
      " [ 21.99983597  23.9998188   25.99980164]]\n",
      "beta: [ 11.99990654  13.99989033  15.99987411]\n",
      "gamma: [ 10.0001297   10.00012875  10.00012875]\n",
      "i: 289\n",
      "pred is  [[  1.99997878   3.999964     5.99994755]\n",
      " [ 21.9998436   23.99982834  25.99981117]]\n",
      "beta: [ 11.99991035  13.9998951   15.99987888]\n",
      "gamma: [ 10.00013256  10.00013161  10.00013161]\n",
      "i: 290\n",
      "pred is  [[  1.99997938   3.99996424   5.99994946]\n",
      " [ 21.99984932  23.99983406  25.9998188 ]]\n",
      "beta: [ 11.99991417  13.99989891  15.99988365]\n",
      "gamma: [ 10.00013542  10.00013447  10.00013447]\n",
      "i: 291\n",
      "pred is  [[  1.99997997   3.99996614   5.99995136]\n",
      " [ 21.99985504  23.99983978  25.99982452]]\n",
      "beta: [ 11.99991798  13.99990273  15.99988842]\n",
      "gamma: [ 10.00013828  10.00013733  10.00013733]\n",
      "i: 292\n",
      "pred is  [[  1.99997962   3.99996638   5.99995327]\n",
      " [ 21.99986267  23.9998455   25.99983215]]\n",
      "beta: [ 11.99992085  13.99990654  15.99989319]\n",
      "gamma: [ 10.00014114  10.00014019  10.00014019]\n",
      "i: 293\n",
      "pred is  [[  1.99998093   3.99996758   5.99995422]\n",
      " [ 21.99986649  23.99985313  25.99983978]]\n",
      "beta: [ 11.99992371  13.99991035  15.999897  ]\n",
      "gamma: [ 10.00014305  10.00014305  10.00014305]\n",
      "i: 294\n",
      "pred is  [[  1.99998224   3.99996924   5.99995613]\n",
      " [ 21.9998703   23.99985886  25.9998436 ]]\n",
      "beta: [ 11.99992657  13.99991417  15.99990082]\n",
      "gamma: [ 10.00014496  10.00014496  10.00014496]\n",
      "i: 295\n",
      "pred is  [[  1.99998355   3.99997187   5.99995804]\n",
      " [ 21.99987602  23.99986267  25.99985123]]\n",
      "beta: [ 11.99992943  13.99991798  15.99990463]\n",
      "gamma: [ 10.00014687  10.00014687  10.00014687]\n",
      "i: 296\n",
      "pred is  [[  1.99998307   3.99997187   5.99995995]\n",
      " [ 21.99988174  23.9998703   25.99985695]]\n",
      "beta: [ 11.99993229  13.99992085  15.99990845]\n",
      "gamma: [ 10.00014877  10.00014877  10.00014877]\n",
      "i: 297\n",
      "pred is  [[  1.99998438   3.99997354   5.99996185]\n",
      " [ 21.99988556  23.99987411  25.99986267]]\n",
      "beta: [ 11.99993515  13.99992371  15.99991226]\n",
      "gamma: [ 10.00015068  10.00015068  10.00015068]\n",
      "i: 298\n",
      "pred is  [[  1.99998569   3.99997425   5.99996376]\n",
      " [ 21.99988937  23.99987793  25.99986839]]\n",
      "beta: [ 11.99993801  13.99992657  15.99991608]\n",
      "gamma: [ 10.00015259  10.00015259  10.00015259]\n",
      "i: 299\n",
      "pred is  [[  1.99998701   3.99997497   5.99996567]\n",
      " [ 21.9998951   23.99988174  25.99987411]]\n",
      "beta: [ 11.99994087  13.99992943  15.99991989]\n",
      "gamma: [ 10.0001545  10.0001545  10.0001545]\n",
      "i: 300\n",
      "pred is  [[  1.99998736   3.99997663   5.99996662]\n",
      " [ 21.99989891  23.99988747  25.99987793]]\n",
      "beta: [ 11.99994278  13.99993229  15.99992275]\n",
      "gamma: [ 10.0001564  10.0001564  10.0001564]\n",
      "i: 301\n",
      "pred is  [[  1.99998593   3.99997663   5.99996758]\n",
      " [ 21.99990273  23.99989319  25.99988365]]\n",
      "beta: [ 11.99994469  13.99993515  15.99992561]\n",
      "gamma: [ 10.00015831  10.00015831  10.00015831]\n",
      "i: 302\n",
      "pred is  [[  1.99998629   3.9999783    5.99996853]\n",
      " [ 21.99990654  23.99989891  25.99988937]]\n",
      "beta: [ 11.99994659  13.99993801  15.99992847]\n",
      "gamma: [ 10.00016022  10.00016022  10.00016022]\n",
      "i: 303\n",
      "pred is  [[  1.99998665   3.99997902   5.99996948]\n",
      " [ 21.99991035  23.99990273  25.99989319]]\n",
      "beta: [ 11.9999485   13.99994087  15.99993134]\n",
      "gamma: [ 10.00016212  10.00016212  10.00016212]\n",
      "i: 304\n",
      "pred is  [[  1.99998701   3.99997878   5.99997044]\n",
      " [ 21.99991417  23.99990463  25.999897  ]]\n",
      "beta: [ 11.99995041  13.99994278  15.9999342 ]\n",
      "gamma: [ 10.00016403  10.00016403  10.00016403]\n",
      "i: 305\n",
      "pred is  [[  1.99998736   3.9999795    5.99997139]\n",
      " [ 21.99991798  23.99990845  25.99990273]]\n",
      "beta: [ 11.99995232  13.99994469  15.99993706]\n",
      "gamma: [ 10.00016594  10.00016594  10.00016594]\n",
      "i: 306\n",
      "pred is  [[  1.9999876    3.99997997   5.9999733 ]\n",
      " [ 21.9999218   23.99991226  25.99990463]]\n",
      "beta: [ 11.99995422  13.99994659  15.99993992]\n",
      "gamma: [ 10.00016689  10.00016689  10.00016689]\n",
      "i: 307\n",
      "pred is  [[  1.99998784   3.99998045   5.9999752 ]\n",
      " [ 21.99992371  23.99991608  25.99991035]]\n",
      "beta: [ 11.99995613  13.9999485   15.99994278]\n",
      "gamma: [ 10.00016785  10.00016785  10.00016785]\n",
      "i: 308\n",
      "pred is  [[  1.99998987   3.99998164   5.99997616]\n",
      " [ 21.99992752  23.99991798  25.99991226]]\n",
      "beta: [ 11.99995804  13.99995041  15.99994469]\n",
      "gamma: [ 10.0001688  10.0001688  10.0001688]\n",
      "i: 309\n",
      "pred is  [[  1.99999011   3.99998307   5.99997711]\n",
      " [ 21.99992943  23.99992371  25.99991608]]\n",
      "beta: [ 11.99995995  13.99995232  15.99994659]\n",
      "gamma: [ 10.00016975  10.00016975  10.00016975]\n",
      "i: 310\n",
      "pred is  [[  1.99999213   3.99998426   5.99997807]\n",
      " [ 21.99993324  23.99992371  25.99991798]]\n",
      "beta: [ 11.99996185  13.99995422  15.9999485 ]\n",
      "gamma: [ 10.00017071  10.00017071  10.00017071]\n",
      "i: 311\n",
      "pred is  [[  1.99999237   3.99998474   5.99997902]\n",
      " [ 21.99993515  23.99992752  25.9999218 ]]\n",
      "beta: [ 11.99996376  13.99995613  15.99995041]\n",
      "gamma: [ 10.00017166  10.00017166  10.00017166]\n",
      "i: 312\n",
      "pred is  [[  1.99999261   3.99998522   5.99997997]\n",
      " [ 21.99993706  23.99993134  25.99992561]]\n",
      "beta: [ 11.99996567  13.99995804  15.99995232]\n",
      "gamma: [ 10.00017262  10.00017262  10.00017262]\n",
      "i: 313\n",
      "pred is  [[  1.99999368   3.99998641   5.99998093]\n",
      " [ 21.99993896  23.99993134  25.99992752]]\n",
      "beta: [ 11.99996662  13.99995995  15.99995422]\n",
      "gamma: [ 10.00017357  10.00017357  10.00017357]\n",
      "i: 314\n",
      "pred is  [[  1.99999297   3.99998784   5.99998188]\n",
      " [ 21.99994087  23.99993706  25.99993134]]\n",
      "beta: [ 11.99996758  13.99996185  15.99995613]\n",
      "gamma: [ 10.00017452  10.00017452  10.00017452]\n",
      "i: 315\n",
      "pred is  [[  1.99999404   3.99998903   5.99998283]\n",
      " [ 21.99994278  23.99993896  25.99993324]]\n",
      "beta: [ 11.99996853  13.99996376  15.99995804]\n",
      "gamma: [ 10.00017548  10.00017548  10.00017548]\n",
      "i: 316\n",
      "pred is  [[  1.99999332   3.99998951   5.99998379]\n",
      " [ 21.99994469  23.99994278  25.99993706]]\n",
      "beta: [ 11.99996948  13.99996567  15.99995995]\n",
      "gamma: [ 10.00017643  10.00017643  10.00017643]\n",
      "i: 317\n",
      "pred is  [[  1.99999261   3.99998903   5.99998474]\n",
      " [ 21.99994659  23.99994469  25.99993896]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 11.99997044  13.99996662  15.99996185]\n",
      "gamma: [ 10.00017738  10.00017738  10.00017738]\n",
      "i: 318\n",
      "pred is  [[  1.99999368   3.99998927   5.99998569]\n",
      " [ 21.99995041  23.99994469  25.99994278]]\n",
      "beta: [ 11.99997139  13.99996758  15.99996376]\n",
      "gamma: [ 10.00017834  10.00017834  10.00017834]\n",
      "i: 319\n",
      "pred is  [[  1.99999297   3.99998975   5.99998665]\n",
      " [ 21.99995041  23.9999485   25.99994659]]\n",
      "beta: [ 11.99997234  13.99996853  15.99996567]\n",
      "gamma: [ 10.00017929  10.00017929  10.00017929]\n",
      "i: 320\n",
      "pred is  [[  1.99999404   3.99998999   5.99998665]\n",
      " [ 21.99995422  23.9999485   25.99994659]]\n",
      "beta: [ 11.9999733   13.99996948  15.99996662]\n",
      "gamma: [ 10.00018024  10.00018024  10.00018024]\n",
      "i: 321\n",
      "pred is  [[  1.99999332   3.99998951   5.99998665]\n",
      " [ 21.99995422  23.99995041  25.9999485 ]]\n",
      "beta: [ 11.99997425  13.99997044  15.99996758]\n",
      "gamma: [ 10.0001812  10.0001812  10.0001812]\n",
      "i: 322\n",
      "pred is  [[  1.99999261   3.99998903   5.99998665]\n",
      " [ 21.99995613  23.99995422  25.99995041]]\n",
      "beta: [ 11.9999752   13.99997139  15.99996853]\n",
      "gamma: [ 10.00018215  10.00018215  10.00018215]\n",
      "i: 323\n",
      "pred is  [[  1.99999368   3.99998927   5.99998665]\n",
      " [ 21.99995804  23.99995422  25.99995041]]\n",
      "beta: [ 11.99997616  13.99997234  15.99996948]\n",
      "gamma: [ 10.00018311  10.00018311  10.00018311]\n",
      "i: 324\n",
      "pred is  [[  1.99999297   3.99998975   5.99998665]\n",
      " [ 21.99995995  23.99995804  25.99995422]]\n",
      "beta: [ 11.99997711  13.9999733   15.99997044]\n",
      "gamma: [ 10.00018406  10.00018406  10.00018406]\n",
      "i: 325\n",
      "pred is  [[  1.99999404   3.99998999   5.99998665]\n",
      " [ 21.99996185  23.99995804  25.99995613]]\n",
      "beta: [ 11.99997807  13.99997425  15.99997139]\n",
      "gamma: [ 10.00018501  10.00018501  10.00018501]\n",
      "i: 326\n",
      "pred is  [[  1.99999332   3.99998951   5.99998665]\n",
      " [ 21.99996567  23.99996185  25.99995804]]\n",
      "beta: [ 11.99997902  13.9999752   15.99997234]\n",
      "gamma: [ 10.00018597  10.00018597  10.00018597]\n",
      "i: 327\n",
      "pred is  [[  1.99999261   3.99998903   5.99998665]\n",
      " [ 21.99996567  23.99996376  25.99995995]]\n",
      "beta: [ 11.99997997  13.99997616  15.9999733 ]\n",
      "gamma: [ 10.00018692  10.00018692  10.00018692]\n",
      "i: 328\n",
      "pred is  [[  1.99999368   3.99998927   5.99998665]\n",
      " [ 21.99996948  23.99996376  25.99996185]]\n",
      "beta: [ 11.99998093  13.99997711  15.99997425]\n",
      "gamma: [ 10.00018787  10.00018787  10.00018787]\n",
      "i: 329\n",
      "pred is  [[  1.99999297   3.99998975   5.99998665]\n",
      " [ 21.99996948  23.99996758  25.99996567]]\n",
      "beta: [ 11.99998188  13.99997807  15.9999752 ]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 330\n",
      "pred is  [[  1.99999392   3.9999907    5.9999876 ]\n",
      " [ 21.99997139  23.99996948  25.99996567]]\n",
      "beta: [ 11.99998283  13.99997902  15.99997616]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 331\n",
      "pred is  [[  1.99999487   3.99999166   5.99998856]\n",
      " [ 21.9999733   23.99996948  25.99996567]]\n",
      "beta: [ 11.99998379  13.99997997  15.99997711]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 332\n",
      "pred is  [[  1.99999583   3.99999261   5.99998951]\n",
      " [ 21.9999733   23.99996948  25.99996758]]\n",
      "beta: [ 11.99998474  13.99998093  15.99997807]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 333\n",
      "pred is  [[  1.99999678   3.99999356   5.99999046]\n",
      " [ 21.9999733   23.99997139  25.99996948]]\n",
      "beta: [ 11.99998569  13.99998188  15.99997902]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 334\n",
      "pred is  [[  1.99999774   3.99999452   5.99999142]\n",
      " [ 21.9999752   23.9999733   25.99996948]]\n",
      "beta: [ 11.99998665  13.99998283  15.99997997]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 335\n",
      "pred is  [[  1.99999869   3.99999547   5.99999237]\n",
      " [ 21.99997711  23.9999733   25.99996948]]\n",
      "beta: [ 11.9999876   13.99998379  15.99998093]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 336\n",
      "pred is  [[  1.99999964   3.99999642   5.99999332]\n",
      " [ 21.99997711  23.9999733   25.99997139]]\n",
      "beta: [ 11.99998856  13.99998474  15.99998188]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 337\n",
      "pred is  [[  1.99999964   3.99999738   5.99999428]\n",
      " [ 21.99997711  23.9999752   25.9999733 ]]\n",
      "beta: [ 11.99998856  13.99998569  15.99998283]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 338\n",
      "pred is  [[  1.99999964   3.99999833   5.99999523]\n",
      " [ 21.99997711  23.99997711  25.9999733 ]]\n",
      "beta: [ 11.99998856  13.99998665  15.99998379]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 339\n",
      "pred is  [[  1.99999964   3.99999928   5.99999619]\n",
      " [ 21.99997711  23.99997711  25.9999733 ]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998474]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 340\n",
      "pred is  [[  1.99999964   3.99999928   5.99999714]\n",
      " [ 21.99997711  23.99997711  25.9999752 ]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998569]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 341\n",
      "pred is  [[  1.99999964   3.99999928   5.99999809]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998665]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 342\n",
      "pred is  [[  1.99999964   3.99999928   5.99999905]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.9999876 ]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 343\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 344\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 345\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 346\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 347\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 348\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 349\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 350\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 351\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 352\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 353\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 354\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 355\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 356\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 357\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 358\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 359\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 360\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 361\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 362\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 363\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 364\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 365\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 366\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 367\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 368\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 369\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 370\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 371\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 372\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 373\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 374\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 375\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 376\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 377\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 378\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 379\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 380\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 381\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 382\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 383\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 384\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 385\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 386\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 387\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 388\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 389\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 390\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 391\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 392\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 393\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 394\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 395\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 396\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 397\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 398\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 399\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 400\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 401\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 402\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 403\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 404\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 405\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 406\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 407\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 408\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 409\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 410\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 411\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 412\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 413\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 414\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 415\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 416\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 417\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 418\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 419\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 420\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 421\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 422\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 423\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 424\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 425\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 426\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 427\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 428\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 429\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 430\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 431\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 432\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 433\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 434\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 435\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 436\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 437\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 438\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 439\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 440\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 441\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 442\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 443\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 444\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 445\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 446\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 447\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 448\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 449\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 450\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 451\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 452\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 453\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 454\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 455\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 456\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 457\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 458\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 459\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 460\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 461\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 462\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 463\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 464\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 465\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 466\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 467\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 468\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 469\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 470\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 471\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 472\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 473\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 474\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 475\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 476\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 477\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 478\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 479\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 480\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 481\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 482\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 483\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 484\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 485\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 486\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 487\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 488\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 489\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 490\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 491\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 492\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 493\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 494\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 495\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 496\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 497\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 498\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "i: 499\n",
      "pred is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 10.00018883  10.00018883  10.00018883]\n",
      "test : pred is  [[  2.00020695   3.99996471   5.99986982]\n",
      " [ 21.99976921  24.00001144  26.00010681]]\n",
      "test : beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "test : gamma: [ 10.00018883  10.00018883  10.00018883]\n"
     ]
    }
   ],
   "source": [
    "init = tf.global_variables_initializer()\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    #print(sess.run(input_))\n",
    "    for i in range(500):\n",
    "        if i % 1 == 0:#一定要把打印放在训练前，才能看到变量的初始值\n",
    "            print('i:',i)\n",
    "            print('pred is ',sess.run(pred, feed_dict={input_:x1_, is_training:True}))\n",
    "            print('beta:',sess.run(bn_.beta, feed_dict={input_:x1_, is_training:True}))\n",
    "            print('gamma:',sess.run(bn_.gamma, feed_dict={input_:x1_, is_training:True}))\n",
    "        sess.run(train_op, feed_dict={input_:x1_, is_training:True})\n",
    "\n",
    "            \n",
    "    #inference：结果没有错，但是不是常规模型期待的预测结果\n",
    "    #因为无论什么数据，两个样本的话，归一化以后都是-1和1\n",
    "    #-1和1,经过这个固定的gamma和beta，会变成相同的值，这个本质上不是预测功能\n",
    "    #但是这却是是BN追求的最终效果，归一化缩放所有输入（表达能力降低）然后又按一个固定的scale和shift处理一下。\n",
    "    #bn_.change_stage(is_training = False)\n",
    "    print('test : pred is ',sess.run(pred, feed_dict={input_:x2_, is_training:False}))\n",
    "    print('test : beta:',sess.run(bn_.beta, feed_dict={input_:x2_, is_training:False}))\n",
    "    print('test : gamma:',sess.run(bn_.gamma, feed_dict={input_:x2_, is_training:False}))    \n",
    " \n",
    "#\n",
    "#观察过程，beta初始接近0,gamma初始接近1\n",
    "#注意重启内核，有些冲突没处理好。调整学习绿，训练500次：\n",
    "# pred is  [[  1.99999964   3.99999928   6.        ]\n",
    "#  [ 21.99997711  23.99997711  25.99997711]]\n",
    "# beta: [ 11.99998856  13.9999876   15.99998856]\n",
    "# gamma: [ 10.00018883  10.00018883  10.00018883]\n",
    "\n",
    "#具体beta和gamma的值怎么算，我对TF的BN接口暂时还有疑问。\n",
    "#但是依据前边的测试，一个常规的normalize之后输出等于输入，所以本例beta和gamma就需要把数据放大2倍。\n",
    "#gamma是10,10倍，beta是12,14,16，\n",
    "#那也就是说，在gamma和beta处理之前，[11,12,13]应该是变成了[1,1,1]，才能输出[22,24,26]\n",
    "#但是[2,4,6]的结果得怎么算？[1,2,3]缩放到更小了？\n",
    "#但是这些和前边的测试都是矛盾的！！！前边的例子，在gamma和beta保持初始值的情况下，in=out\n",
    "\n",
    "#具体初始化的时候能输出什么，可以再看一下第一次的输出\n",
    "# i: 0\n",
    "#input   [[1.,2.,3.],[11.,12.,13.]]\n",
    "# pred is  [[-0.87996638 -0.79996634 -0.71996629]\n",
    "#  [ 1.83996654  1.91996646  1.99996626]]\n",
    "# beta: [ 0.47999999  0.56        0.63999999]\n",
    "# gamma: [ 1.35999358  1.35999358  1.35999346]\n",
    "\n",
    "# 首先，这个beta和gamma居然第一次也不是0和1,是散的\n",
    "# 如果按这个beta的gamma的话，1和11在normalize之后分别是-1和+1,按这个参数，输出确实应该是-0.88和1.36。\n",
    "# 往后看，前五步一直都满足-1和+1分别乘以gamma，然后加beta\n",
    "\n",
    "\n",
    "#观察初始状态，符合-1和1的第一步转换预期，但是输出值却不是x1自身，而是严格按照公式输出！\n",
    "#所以问题可能出在之前的简易流程没走通！！！！！\n",
    "# i: 0\n",
    "# pred is  [[-0.99997997 -0.99997997 -0.99997997]\n",
    "#  [ 0.99997997  0.99997997  0.99997997]]\n",
    "# beta: [ 0.  0.  0.]\n",
    "# gamma: [ 1.  1.  1.]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 例2:多channel的例子\n",
    "### 形状验证\n",
    "关于shape计算和轴向的验证：多channel怎么处理？其实mean就是整个channel的mean，而不是特征图“像素点”的mean。但是，也不一定绝对，只是这个模板确实是把channel之上全部合并了，所以可能实际实现会有不同。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2, 2, 3, 3)\n",
      "3\n",
      "reduce_dims: [0, 1, 2]\n",
      "num_inputs: 3\n",
      "mean: [  9.  10.  11.]\n",
      "variance: [ 31.  31.  31.]\n"
     ]
    }
   ],
   "source": [
    "x = tf.constant([[1.,2.,3.],[4.,5.,6.]])\n",
    "#带channel的情况，其实并不符合预期：我认为最内部的是channel，其实不是，对BN来说，内部永远是num_inputs\n",
    "#简单说，BN的gamma和beta的参数量，只为满足最内部维度的“特征数量”，他永远认为最后一个维度是特征，而不是channel\n",
    "#所以，如果有channel的情况，可能需要特殊处理。\n",
    "#理论上讲，我这个类内部还要做channel的循环？还是向量操作隐含了？\n",
    "\n",
    "#模拟RGB通道，手懒少一个特征。\n",
    "#三维\n",
    "x = tf.constant([[[1.,1.1],[2.,2.2],[3.,3.3]],\n",
    "                 [[4.,4.4],[5.,5.5],[6.,6.6]]])\n",
    "#四维:(2, 2, 3, 3)，两个样本，每个样本有2*3,每个内部是三个channel\n",
    "#reduce_dims: [0, 1, 2]，给moment用，其实是合并了外部，保留了channel，gamma、beta确实是与channel一致\n",
    "#严格说，并不是特征之间的mean和variance，而是整个通道的mean和variance。。。。。\n",
    "#mean: [  9.  10.  11.]\n",
    "#variance: [ 31.  31.  31.]\n",
    "#以第一个channel为例计算：\n",
    "#1+4+7+1+4+7+11+14+17+11+14+17==108,\n",
    "#108/12=9\n",
    "#这个是三通道\n",
    "x = tf.constant([\n",
    "    [[[1.,2.,3.],[4.,5.,6.],[7.,8.,9.]],\n",
    "     [[1.,2.,3.],[4.,5.,6.],[7.,8.,9.]]],\n",
    "    [[[11.,12.,13.],[14.,15.,16.],[17.,18.,19.]],\n",
    "     [[11.,12.,13.],[14.,15.,16.],[17.,18.,19.]]],\n",
    "])\n",
    "print(x.get_shape())\n",
    "print(x.get_shape()[-1])\n",
    "num_inputs = x.get_shape()[-1]\n",
    "reduce_dims = list(range(len(x.get_shape()) - 1))\n",
    "print('reduce_dims:',reduce_dims)#reduce_dims得到的是[0]\n",
    "print('num_inputs:',num_inputs)\n",
    "# reduce_sum1 = tf.reduce_sum(x)\n",
    "# reduce_sum2 = tf.reduce_sum(x,axis=0)#0是同特征不同样本间的操作。\n",
    "# reduce_sum3 = tf.reduce_sum(x,axis=1)\n",
    "\n",
    "mean, variance = tf.nn.moments(x, axes=reduce_dims)\n",
    "with tf.Session() as sess:\n",
    "#     print(sess.run(reduce_sum1))\n",
    "#     print(sess.run(reduce_sum2))\n",
    "#     print(sess.run(reduce_sum3))\n",
    "    print('mean:',sess.run(mean))\n",
    "    print('variance:',sess.run(variance))\n",
    "    #print(sess.run(tf.reduce_sum(x,axis=1)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 例2具体流程实现"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "float64\n",
      "(2, 2, 3, 3)\n",
      "<class 'tensorflow.python.framework.ops.Tensor'>\n",
      "is training\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "x1_ = np.array([\n",
    "    [[[1.,2.,3.],[4.,5.,6.],[7.,8.,9.]],[[1.,2.,3.],[4.,5.,6.],[7.,8.,9.]]],\n",
    "    [[[11.,12.,13.],[14.,15.,16.],[17.,18.,19.]],[[11.,12.,13.],[14.,15.,16.],[17.,18.,19.]]],\n",
    "], dtype=np.float)\n",
    "\n",
    "print(x1_.dtype)\n",
    "print(x1_.shape)\n",
    "#标签同样用2倍关系\n",
    "label1_ = np.multiply(x1_,2)\n",
    "\n",
    "#x2是x1的10倍，方便观察最终预测\n",
    "x2_ = np.multiply(x1_,10)\n",
    "\n",
    "input_ = tf.placeholder(shape=[2,2,3,3],dtype = tf.float32)\n",
    "is_training = tf.placeholder(dtype=tf.bool)\n",
    "\n",
    "print(type(input_))\n",
    "bn_ = batch_normalization(input_, is_training = is_training,scope='experiment_213')\n",
    "pred = bn_.output\n",
    "loss = tf.reduce_sum(tf.square(pred - label1_))\n",
    "\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "with tf.control_dependencies(update_ops):\n",
    "    train_op = tf.train.GradientDescentOptimizer(learning_rate=0.01).minimize(loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i: 0\n",
      "pred is  [[[[-1.43681931 -1.43681931 -1.43681931]\n",
      "   [-0.89801204 -0.89801204 -0.89801204]\n",
      "   [-0.35920477 -0.35920477 -0.35920489]]\n",
      "\n",
      "  [[-1.43681931 -1.43681931 -1.43681931]\n",
      "   [-0.89801204 -0.89801204 -0.89801204]\n",
      "   [-0.35920477 -0.35920477 -0.35920489]]]\n",
      "\n",
      "\n",
      " [[[ 0.35920489  0.35920501  0.35920489]\n",
      "   [ 0.89801216  0.89801216  0.89801204]\n",
      "   [ 1.43681931  1.43681931  1.4368192 ]]\n",
      "\n",
      "  [[ 0.35920489  0.35920501  0.35920489]\n",
      "   [ 0.89801216  0.89801216  0.89801204]\n",
      "   [ 1.43681931  1.43681931  1.4368192 ]]]]\n",
      "beta: [ 0.  0.  0.]\n",
      "gamma: [ 1.  1.  1.]\n",
      "i: 1\n",
      "pred is  [[[[ -0.61186981  -0.13186979   0.34812915]\n",
      "   [  1.23758125   1.71758127   2.19758058]\n",
      "   [  3.08703232   3.56703234   4.04703188]]\n",
      "\n",
      "  [[ -0.61186981  -0.13186979   0.34812915]\n",
      "   [  1.23758125   1.71758127   2.19758058]\n",
      "   [  3.08703232   3.56703234   4.04703188]]]\n",
      "\n",
      "\n",
      " [[[  5.55296707   6.03296709   6.51296759]\n",
      "   [  7.40241814   7.88241816   8.36241913]\n",
      "   [  9.2518692    9.73186874  10.21187019]]\n",
      "\n",
      "  [[  5.55296707   6.03296709   6.51296759]\n",
      "   [  7.40241814   7.88241816   8.36241913]\n",
      "   [  9.2518692    9.73186874  10.21187019]]]]\n",
      "beta: [ 4.31999969  4.79999971  5.27999973]\n",
      "gamma: [ 3.43249106  3.43249106  3.43249178]\n",
      "i: 2\n",
      "pred is  [[[[  1.50643587e-02   8.59863639e-01   1.70466375e+00]\n",
      "   [  2.86061525e+00   3.70541477e+00   4.55021477e+00]\n",
      "   [  5.70616627e+00   6.55096579e+00   7.39576530e+00]]\n",
      "\n",
      "  [[  1.50643587e-02   8.59863639e-01   1.70466375e+00]\n",
      "   [  2.86061525e+00   3.70541477e+00   4.55021477e+00]\n",
      "   [  5.70616627e+00   6.55096579e+00   7.39576530e+00]]]\n",
      "\n",
      "\n",
      " [[[  9.50023365e+00   1.03450336e+01   1.11898336e+01]\n",
      "   [  1.23457851e+01   1.31905851e+01   1.40353842e+01]\n",
      "   [  1.51913357e+01   1.60361366e+01   1.68809357e+01]]\n",
      "\n",
      "  [[  9.50023365e+00   1.03450336e+01   1.11898336e+01]\n",
      "   [  1.23457851e+01   1.31905851e+01   1.40353842e+01]\n",
      "   [  1.51913357e+01   1.60361366e+01   1.68809357e+01]]]]\n",
      "beta: [ 7.60319996  8.44799995  9.292799  ]\n",
      "gamma: [ 5.28120375  5.28120422  5.28120375]\n",
      "i: 3\n",
      "pred is  [[[[  0.49151242   1.61356235   2.73560905]\n",
      "   [  4.09410715   5.21615648   6.33820343]\n",
      "   [  7.696702     8.81875038   9.94079781]]\n",
      "\n",
      "  [[  0.49151242   1.61356235   2.73560905]\n",
      "   [  4.09410715   5.21615648   6.33820343]\n",
      "   [  7.696702     8.81875038   9.94079781]]]\n",
      "\n",
      "\n",
      " [[[ 12.50016117  13.6222086   14.74425697]\n",
      "   [ 16.1027565   17.22480392  18.34685135]\n",
      "   [ 19.70535088  20.82739639  21.94944572]]\n",
      "\n",
      "  [[ 12.50016117  13.6222086   14.74425697]\n",
      "   [ 16.1027565   17.22480392  18.34685135]\n",
      "   [ 19.70535088  20.82739639  21.94944572]]]]\n",
      "beta: [ 10.09843159  11.22047997  12.34252739]\n",
      "gamma: [ 6.6862402   6.68623924  6.68623972]\n",
      "i: 4\n",
      "pred is  [[[[  0.85359824   2.18635654   3.51911211]\n",
      "   [  5.03155184   6.36430979   7.69706535]\n",
      "   [  9.20950508  10.54226303  11.87501812]]\n",
      "\n",
      "  [[  0.85359824   2.18635654   3.51911211]\n",
      "   [  5.03155184   6.36430979   7.69706535]\n",
      "   [  9.20950508  10.54226303  11.87501812]]]\n",
      "\n",
      "\n",
      " [[[ 14.78011036  16.11286736  17.44562149]\n",
      "   [ 18.95806313  20.29082108  21.62357712]\n",
      "   [ 23.13601685  24.46877289  25.80152893]]\n",
      "\n",
      "  [[ 14.78011036  16.11286736  17.44562149]\n",
      "   [ 18.95806313  20.29082108  21.62357712]\n",
      "   [ 23.13601685  24.46877289  25.80152893]]]]\n",
      "beta: [ 11.9948082   13.32756519  14.66032124]\n",
      "gamma: [ 7.75407839  7.75407743  7.75407791]\n",
      "i: 5\n",
      "pred is  [[[[  1.12877274   2.62166858   4.11456299]\n",
      "   [  5.7440033    7.2368989    8.72979355]\n",
      "   [ 10.35923386  11.85212898  13.34502411]]\n",
      "\n",
      "  [[  1.12877274   2.62166858   4.11456299]\n",
      "   [  5.7440033    7.2368989    8.72979355]\n",
      "   [ 10.35923386  11.85212898  13.34502411]]]\n",
      "\n",
      "\n",
      " [[[ 16.5128746   18.00576782  19.49866486]\n",
      "   [ 21.12810516  22.62099838  24.11389542]\n",
      "   [ 25.74333572  27.23622894  28.72912598]]\n",
      "\n",
      "  [[ 16.5128746   18.00576782  19.49866486]\n",
      "   [ 21.12810516  22.62099838  24.11389542]\n",
      "   [ 25.74333572  27.23622894  28.72912598]]]]\n",
      "beta: [ 13.43605423  14.92894936  16.42184448]\n",
      "gamma: [ 8.56564331  8.56564236  8.56564331]\n",
      "i: 6\n",
      "pred is  [[[[  1.33789551   2.95249748   4.56709623]\n",
      "   [  6.28546      7.90006161   9.51466084]\n",
      "   [ 11.2330246   12.84762573  14.46222496]]\n",
      "\n",
      "  [[  1.33789551   2.95249748   4.56709623]\n",
      "   [  6.28546      7.90006161   9.51466084]\n",
      "   [ 11.2330246   12.84762573  14.46222496]]]\n",
      "\n",
      "\n",
      " [[[ 17.82977676  19.4443779   21.05897713]\n",
      "   [ 22.77734184  24.39194107  26.00654221]\n",
      "   [ 27.72490692  29.33950615  30.95410728]]\n",
      "\n",
      "  [[ 17.82977676  19.4443779   21.05897713]\n",
      "   [ 22.77734184  24.39194107  26.00654221]\n",
      "   [ 27.72490692  29.33950615  30.95410728]]]]\n",
      "beta: [ 14.53140068  16.14600182  17.76060104]\n",
      "gamma: [ 9.18243885  9.1824379   9.18243885]\n",
      "i: 7\n",
      "pred is  [[[[  1.49682319   3.20392013   4.91101503]\n",
      "   [  6.69696379   8.40406036  10.11115551]\n",
      "   [ 11.89710426  13.60420132  15.31129646]]\n",
      "\n",
      "  [[  1.49682319   3.20392013   4.91101503]\n",
      "   [  6.69696379   8.40406036  10.11115551]\n",
      "   [ 11.89710426  13.60420132  15.31129646]]]\n",
      "\n",
      "\n",
      " [[[ 18.83062553  20.53772163  22.24481773]\n",
      "   [ 24.03076553  25.73786354  27.44495773]\n",
      "   [ 29.23090553  30.93800354  32.64509583]]\n",
      "\n",
      "  [[ 18.83062553  20.53772163  22.24481773]\n",
      "   [ 24.03076553  25.73786354  27.44495773]\n",
      "   [ 29.23090553  30.93800354  32.64509583]]]]\n",
      "beta: [ 15.3638649  17.070961   18.7780571]\n",
      "gamma: [ 9.65120792  9.65120792  9.65120792]\n",
      "i: 8\n",
      "pred is  [[[[  1.61760223   3.39499426   5.1723876 ]\n",
      "   [  7.00970316   8.78709507  10.56448841]\n",
      "   [ 12.40180397  14.1791954   15.95658875]]\n",
      "\n",
      "  [[  1.61760223   3.39499426   5.1723876 ]\n",
      "   [  7.00970316   8.78709507  10.56448841]\n",
      "   [ 12.40180397  14.1791954   15.95658875]]]\n",
      "\n",
      "\n",
      " [[[ 19.59127045  21.36866188  23.14605713]\n",
      "   [ 24.98337173  26.76076317  28.53815842]\n",
      "   [ 30.37547302  32.15286255  33.9302597 ]]\n",
      "\n",
      "  [[ 19.59127045  21.36866188  23.14605713]\n",
      "   [ 24.98337173  26.76076317  28.53815842]\n",
      "   [ 30.37547302  32.15286255  33.9302597 ]]]]\n",
      "beta: [ 15.99653721  17.7739296   19.55132294]\n",
      "gamma: [ 10.00747681  10.00747585  10.00747681]\n",
      "i: 9\n",
      "pred is  [[[[  1.70938742   3.54020953   5.37102795]\n",
      "   [  7.24737978   9.07820129  10.90901947]\n",
      "   [ 12.78537178  14.61619282  16.44701195]]\n",
      "\n",
      "  [[  1.70938742   3.54020953   5.37102795]\n",
      "   [  7.24737978   9.07820129  10.90901947]\n",
      "   [ 12.78537178  14.61619282  16.44701195]]]\n",
      "\n",
      "\n",
      " [[[ 20.16936111  22.0001812   23.83099937]\n",
      "   [ 25.70735359  27.53817368  29.36899185]\n",
      "   [ 31.24534607  33.07616425  34.90698242]]\n",
      "\n",
      "  [[ 20.16936111  22.0001812   23.83099937]\n",
      "   [ 25.70735359  27.53817368  29.36899185]\n",
      "   [ 31.24534607  33.07616425  34.90698242]]]]\n",
      "beta: [ 16.4773674   18.30818748  20.13900566]\n",
      "gamma: [ 10.27824402  10.27824306  10.27824306]\n",
      "i: 10\n",
      "pred is  [[[[  1.7791456    3.65056849   5.52198982]\n",
      "   [  7.42801619   9.29943848  11.17086029]\n",
      "   [ 13.07688713  14.94830894  16.81973076]]\n",
      "\n",
      "  [[  1.7791456    3.65056849   5.52198982]\n",
      "   [  7.42801619   9.29943848  11.17086029]\n",
      "   [ 13.07688713  14.94830894  16.81973076]]]\n",
      "\n",
      "\n",
      " [[[ 20.60871506  22.48013687  24.35155678]\n",
      "   [ 26.25758553  28.12900543  30.00042725]\n",
      "   [ 31.90645409  33.77787781  35.64929581]]\n",
      "\n",
      "  [[ 20.60871506  22.48013687  24.35155678]\n",
      "   [ 26.25758553  28.12900543  30.00042725]\n",
      "   [ 31.90645409  33.77787781  35.64929581]]]]\n",
      "beta: [ 16.84280014  18.71422195  20.58564377]\n",
      "gamma: [ 10.48402882  10.48402786  10.48402786]\n",
      "i: 11\n",
      "pred is  [[[[  1.83215642   3.73443818   5.63672018]\n",
      "   [  7.56529522   9.46757698  11.36985874]\n",
      "   [ 13.29843426  15.20071507  17.10299683]]\n",
      "\n",
      "  [[  1.83215642   3.73443818   5.63672018]\n",
      "   [  7.56529522   9.46757698  11.36985874]\n",
      "   [ 13.29843426  15.20071507  17.10299683]]]\n",
      "\n",
      "\n",
      " [[[ 20.94261932  22.84490013  24.74718094]\n",
      "   [ 26.67575836  28.57803726  30.48031998]\n",
      "   [ 32.4088974   34.3111763   36.2134552 ]]\n",
      "\n",
      "  [[ 20.94261932  22.84490013  24.74718094]\n",
      "   [ 26.67575836  28.57803726  30.48031998]\n",
      "   [ 32.4088974   34.3111763   36.2134552 ]]]]\n",
      "beta: [ 17.12052727  19.02280807  20.92508888]\n",
      "gamma: [ 10.64042664  10.64042568  10.64042568]\n",
      "i: 12\n",
      "pred is  [[[[  1.87244284   3.79817843   5.72391224]\n",
      "   [  7.66962671   9.59536171  11.52109528]\n",
      "   [ 13.46681023  15.39254475  17.31827927]]\n",
      "\n",
      "  [[  1.87244284   3.79817843   5.72391224]\n",
      "   [  7.66962671   9.59536171  11.52109528]\n",
      "   [ 13.46681023  15.39254475  17.31827927]]]\n",
      "\n",
      "\n",
      " [[[ 21.19638824  23.12212181  25.04785538]\n",
      "   [ 26.99357224  28.9193058   30.84503937]\n",
      "   [ 32.79075623  34.7164917   36.64221954]]\n",
      "\n",
      "  [[ 21.19638824  23.12212181  25.04785538]\n",
      "   [ 26.99357224  28.9193058   30.84503937]\n",
      "   [ 32.79075623  34.7164917   36.64221954]]]]\n",
      "beta: [ 17.33160019  19.25733376  21.18306732]\n",
      "gamma: [ 10.7592907   10.75928974  10.75928974]\n",
      "i: 13\n",
      "pred is  [[[[  1.90306222   3.84662104   5.79017639]\n",
      "   [  7.74891996   9.69247818  11.63603401]\n",
      "   [ 13.59477806  15.5383358   17.48189163]]\n",
      "\n",
      "  [[  1.90306222   3.84662104   5.79017639]\n",
      "   [  7.74891996   9.69247818  11.63603401]\n",
      "   [ 13.59477806  15.5383358   17.48189163]]]\n",
      "\n",
      "\n",
      " [[[ 21.38925552  23.33281326  25.27636909]\n",
      "   [ 27.23511314  29.17866898  31.12222672]\n",
      "   [ 33.08097076  35.0245285   36.96808624]]\n",
      "\n",
      "  [[ 21.38925552  23.33281326  25.27636909]\n",
      "   [ 27.23511314  29.17866898  31.12222672]\n",
      "   [ 33.08097076  35.0245285   36.96808624]]]]\n",
      "beta: [ 17.49201584  19.43557358  21.37913132]\n",
      "gamma: [ 10.84962749  10.84962654  10.84962749]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i: 14\n",
      "pred is  [[[[  1.92632997   3.88343453   5.84053612]\n",
      "   [  7.80918074   9.76628494  11.72338676]\n",
      "   [ 13.69203186  15.64913464  17.60623741]]\n",
      "\n",
      "  [[  1.92632997   3.88343453   5.84053612]\n",
      "   [  7.80918074   9.76628494  11.72338676]\n",
      "   [ 13.69203186  15.64913464  17.60623741]]]\n",
      "\n",
      "\n",
      " [[[ 21.53583336  23.49293518  25.45003891]\n",
      "   [ 27.41868401  29.37578392  31.33288956]\n",
      "   [ 33.30153656  35.25863647  37.21574402]]\n",
      "\n",
      "  [[ 21.53583336  23.49293518  25.45003891]\n",
      "   [ 27.41868401  29.37578392  31.33288956]\n",
      "   [ 33.30153656  35.25863647  37.21574402]]]]\n",
      "beta: [ 17.61393166  19.57103539  21.52813911]\n",
      "gamma: [ 10.91828442  10.91828346  10.91828442]\n",
      "i: 15\n",
      "pred is  [[[[  1.94401371   3.91141152   5.87881136]\n",
      "   [  7.85497904   9.8223772   11.7897768 ]\n",
      "   [ 13.76594448  15.73334217  17.70074272]]\n",
      "\n",
      "  [[  1.94401371   3.91141152   5.87881136]\n",
      "   [  7.85497904   9.8223772   11.7897768 ]\n",
      "   [ 13.76594448  15.73334217  17.70074272]]]\n",
      "\n",
      "\n",
      " [[[ 21.64723206  23.61462975  25.58202934]\n",
      "   [ 27.55819702  29.52559471  31.49299431]\n",
      "   [ 33.46916199  35.43656158  37.40396118]]\n",
      "\n",
      "  [[ 21.64723206  23.61462975  25.58202934]\n",
      "   [ 27.55819702  29.52559471  31.49299431]\n",
      "   [ 33.46916199  35.43656158  37.40396118]]]]\n",
      "beta: [ 17.70658875  19.67398643  21.64138603]\n",
      "gamma: [ 10.97046375  10.97046375  10.97046375]\n",
      "i: 16\n",
      "pred is  [[[[  1.95745349   3.93267393   5.90789795]\n",
      "   [  7.88978672   9.8650074   11.84023094]\n",
      "   [ 13.82211971  15.79734039  17.77256393]]\n",
      "\n",
      "  [[  1.95745349   3.93267393   5.90789795]\n",
      "   [  7.88978672   9.8650074   11.84023094]\n",
      "   [ 13.82211971  15.79734039  17.77256393]]]\n",
      "\n",
      "\n",
      " [[[ 21.73189735  23.70711708  25.68234253]\n",
      "   [ 27.66423035  29.63945198  31.61467552]\n",
      "   [ 33.59656525  35.57178497  37.54701233]]\n",
      "\n",
      "  [[ 21.73189735  23.70711708  25.68234253]\n",
      "   [ 27.66423035  29.63945198  31.61467552]\n",
      "   [ 33.59656525  35.57178497  37.54701233]]]]\n",
      "beta: [ 17.77700806  19.75222969  21.72745323]\n",
      "gamma: [ 11.01012135  11.01012135  11.01012135]\n",
      "i: 17\n",
      "pred is  [[[[  1.96766555   3.94883513   5.93000269]\n",
      "   [  7.91623831   9.89740753  11.87857533]\n",
      "   [ 13.86481094  15.84598064  17.82714844]]\n",
      "\n",
      "  [[  1.96766555   3.94883513   5.93000269]\n",
      "   [  7.91623831   9.89740753  11.87857533]\n",
      "   [ 13.86481094  15.84598064  17.82714844]]]\n",
      "\n",
      "\n",
      " [[[ 21.79624176  23.77741051  25.75857925]\n",
      "   [ 27.74481392  29.72598457  31.70715141]\n",
      "   [ 33.69338989  35.67455673  37.65572357]]\n",
      "\n",
      "  [[ 21.79624176  23.77741051  25.75857925]\n",
      "   [ 27.74481392  29.72598457  31.70715141]\n",
      "   [ 33.69338989  35.67455673  37.65572357]]]]\n",
      "beta: [ 17.83052635  19.8116951   21.79286385]\n",
      "gamma: [ 11.04026127  11.04026127  11.04026127]\n",
      "i: 18\n",
      "pred is  [[[[  1.97542834   3.96111441   5.94680405]\n",
      "   [  7.93634319   9.9220295   11.90771866]\n",
      "   [ 13.8972578   15.88294411  17.86863327]]\n",
      "\n",
      "  [[  1.97542834   3.96111441   5.94680405]\n",
      "   [  7.93634319   9.9220295   11.90771866]\n",
      "   [ 13.8972578   15.88294411  17.86863327]]]\n",
      "\n",
      "\n",
      " [[[ 21.84514427  23.83082962  25.81652069]\n",
      "   [ 27.80605888  29.79174614  31.7774353 ]\n",
      "   [ 33.7669754   35.75265884  37.73834991]]\n",
      "\n",
      "  [[ 21.84514427  23.83082962  25.81652069]\n",
      "   [ 27.80605888  29.79174614  31.7774353 ]\n",
      "   [ 33.7669754   35.75265884  37.73834991]]]]\n",
      "beta: [ 17.87120056  19.85688782  21.84257698]\n",
      "gamma: [ 11.06316757  11.06316757  11.06316757]\n",
      "i: 19\n",
      "pred is  [[[[  1.98132646   3.97044826   5.95956993]\n",
      "   [  7.95162153   9.94074345  11.92986488]\n",
      "   [ 13.92191696  15.9110384   17.90015984]]\n",
      "\n",
      "  [[  1.98132646   3.97044826   5.95956993]\n",
      "   [  7.95162153   9.94074345  11.92986488]\n",
      "   [ 13.92191696  15.9110384   17.90015984]]]\n",
      "\n",
      "\n",
      " [[[ 21.88231087  23.87143135  25.86055374]\n",
      "   [ 27.85260582  29.8417263   31.83084869]\n",
      "   [ 33.82289886  35.81201935  37.80114746]]\n",
      "\n",
      "  [[ 21.88231087  23.87143135  25.86055374]\n",
      "   [ 27.85260582  29.8417263   31.83084869]\n",
      "   [ 33.82289886  35.81201935  37.80114746]]]]\n",
      "beta: [ 17.90211296  19.89123535  21.88035774]\n",
      "gamma: [ 11.0805769  11.0805769  11.0805769]\n",
      "i: 20\n",
      "pred is  [[[[  1.98580849   3.97754121   5.96927547]\n",
      "   [  7.96323252   9.95496559  11.94669914]\n",
      "   [ 13.94065666  15.93238926  17.92412186]]\n",
      "\n",
      "  [[  1.98580849   3.97754121   5.96927547]\n",
      "   [  7.96323252   9.95496559  11.94669914]\n",
      "   [ 13.94065666  15.93238926  17.92412186]]]\n",
      "\n",
      "\n",
      " [[[ 21.91055489  23.90228844  25.89402008]\n",
      "   [ 27.88797951  29.87971115  31.8714447 ]\n",
      "   [ 33.86540222  35.85713577  37.84886932]]\n",
      "\n",
      "  [[ 21.91055489  23.90228844  25.89402008]\n",
      "   [ 27.88797951  29.87971115  31.8714447 ]\n",
      "   [ 33.86540222  35.85713577  37.84886932]]]]\n",
      "beta: [ 17.92560577  19.91733932  21.90907288]\n",
      "gamma: [ 11.09380817  11.09380817  11.09380722]\n",
      "i: 21\n",
      "pred is  [[[[  1.98921478   3.98293281   5.97665024]\n",
      "   [  7.97205687   9.96577454  11.95949173]\n",
      "   [ 13.95489883  15.94861698  17.94233322]]\n",
      "\n",
      "  [[  1.98921478   3.98293281   5.97665024]\n",
      "   [  7.97205687   9.96577454  11.95949173]\n",
      "   [ 13.95489883  15.94861698  17.94233322]]]\n",
      "\n",
      "\n",
      " [[[ 21.93202209  23.92573929  25.91945648]\n",
      "   [ 27.91486359  29.90858269  31.90229797]\n",
      "   [ 33.89770508  35.89142609  37.88513947]]\n",
      "\n",
      "  [[ 21.93202209  23.92573929  25.91945648]\n",
      "   [ 27.91486359  29.90858269  31.90229797]\n",
      "   [ 33.89770508  35.89142609  37.88513947]]]]\n",
      "beta: [ 17.94346046  19.93717766  21.93089485]\n",
      "gamma: [ 11.10386372  11.10386372  11.10386276]\n",
      "i: 22\n",
      "pred is  [[[[  1.99180245   3.98702836   5.9822526 ]\n",
      "   [  7.97876263   9.97398853  11.96921253]\n",
      "   [ 13.96572304  15.96094799  17.95617294]]\n",
      "\n",
      "  [[  1.99180245   3.98702836   5.9822526 ]\n",
      "   [  7.97876263   9.97398853  11.96921253]\n",
      "   [ 13.96572304  15.96094799  17.95617294]]]\n",
      "\n",
      "\n",
      " [[[ 21.94833565  23.94356155  25.93878555]\n",
      "   [ 27.93529701  29.93052101  31.92574501]\n",
      "   [ 33.92225647  35.91748047  37.91270447]]\n",
      "\n",
      "  [[ 21.94833565  23.94356155  25.93878555]\n",
      "   [ 27.93529701  29.93052101  31.92574501]\n",
      "   [ 33.92225647  35.91748047  37.91270447]]]]\n",
      "beta: [ 17.95702934  19.95225525  21.94747925]\n",
      "gamma: [ 11.11150646  11.11150551  11.11150551]\n",
      "i: 23\n",
      "pred is  [[[[  1.9937706    3.99014449   5.98651457]\n",
      "   [  7.98386002   9.98023319  11.97660351]\n",
      "   [ 13.97394943  15.97032261  17.96669197]]\n",
      "\n",
      "  [[  1.9937706    3.99014449   5.98651457]\n",
      "   [  7.98386002   9.98023319  11.97660351]\n",
      "   [ 13.97394943  15.97032261  17.96669197]]]\n",
      "\n",
      "\n",
      " [[[ 21.96073532  23.95710754  25.95347786]\n",
      "   [ 27.95082474  29.94719696  31.94356728]\n",
      "   [ 33.94091415  35.93728638  37.93365479]]\n",
      "\n",
      "  [[ 21.96073532  23.95710754  25.95347786]\n",
      "   [ 27.95082474  29.94719696  31.94356728]\n",
      "   [ 33.94091415  35.93728638  37.93365479]]]]\n",
      "beta: [ 17.96734238  19.9637146   21.96008492]\n",
      "gamma: [ 11.11731434  11.11731339  11.11731339]\n",
      "i: 24\n",
      "pred is  [[[[  1.99526536   3.99251032   5.98974991]\n",
      "   [  7.98773336   9.98497772  11.98221779]\n",
      "   [ 13.98020172  15.9774456   17.97468567]]\n",
      "\n",
      "  [[  1.99526536   3.99251032   5.98974991]\n",
      "   [  7.98773336   9.98497772  11.98221779]\n",
      "   [ 13.98020172  15.9774456   17.97468567]]]\n",
      "\n",
      "\n",
      " [[[ 21.97015953  23.96740341  25.96464157]\n",
      "   [ 27.96262741  29.95986938  31.95710945]\n",
      "   [ 33.95509338  35.95233917  37.94957733]]\n",
      "\n",
      "  [[ 21.97015953  23.96740341  25.96464157]\n",
      "   [ 27.96262741  29.95986938  31.95710945]\n",
      "   [ 33.95509338  35.95233917  37.94957733]]]]\n",
      "beta: [ 17.97517967  19.97242355  21.96966362]\n",
      "gamma: [ 11.1217289   11.12172794  11.12172794]\n",
      "i: 25\n",
      "pred is  [[[[  1.99640012   3.9943068    5.99220991]\n",
      "   [  7.99067593   9.98858261  11.98648548]\n",
      "   [ 13.98495197  15.9828577   17.98076057]]\n",
      "\n",
      "  [[  1.99640012   3.9943068    5.99220991]\n",
      "   [  7.99067593   9.98858261  11.98648548]\n",
      "   [ 13.98495197  15.9828577   17.98076057]]]\n",
      "\n",
      "\n",
      " [[[ 21.97731972  23.97522545  25.97312737]\n",
      "   [ 27.97159576  29.96949959  31.96740341]\n",
      "   [ 33.96587372  35.96377563  37.96167755]]\n",
      "\n",
      "  [[ 21.97731972  23.97522545  25.97312737]\n",
      "   [ 27.97159576  29.96949959  31.96740341]\n",
      "   [ 33.96587372  35.96377563  37.96167755]]]]\n",
      "beta: [ 17.98113632  19.97904205  21.97694397]\n",
      "gamma: [ 11.12508392  11.12508297  11.12508297]\n",
      "i: 26\n",
      "pred is  [[[[  1.99726617   3.99567294   5.99407768]\n",
      "   [  7.99291563   9.99132252  11.98972702]\n",
      "   [ 13.98856544  15.98697186  17.98537636]]\n",
      "\n",
      "  [[  1.99726617   3.99567294   5.99407768]\n",
      "   [  7.99291563   9.99132252  11.98972702]\n",
      "   [ 13.98856544  15.98697186  17.98537636]]]\n",
      "\n",
      "\n",
      " [[[ 21.9827652   23.98117065  25.97957611]\n",
      "   [ 27.97841454  29.97681999  31.97522545]\n",
      "   [ 33.97406006  35.97246933  37.97087479]]\n",
      "\n",
      "  [[ 21.9827652   23.98117065  25.97957611]\n",
      "   [ 27.97841454  29.97681999  31.97522545]\n",
      "   [ 33.97406006  35.97246933  37.97087479]]]]\n",
      "beta: [ 17.98566437  19.98407173  21.98247719]\n",
      "gamma: [ 11.12763309  11.12763309  11.12763309]\n",
      "i: 27\n",
      "pred is  [[[[  1.99792314   3.99671221   5.99550152]\n",
      "   [  7.99461651   9.99340534  11.99219513]\n",
      "   [ 13.99131012  15.99009895  17.98888779]]\n",
      "\n",
      "  [[  1.99792314   3.99671221   5.99550152]\n",
      "   [  7.99461651   9.99340534  11.99219513]\n",
      "   [ 13.99131012  15.99009895  17.98888779]]]\n",
      "\n",
      "\n",
      " [[[ 21.98690033  23.98569107  25.9844799 ]\n",
      "   [ 27.98359489  29.98238373  31.98117256]\n",
      "   [ 33.98028564  35.97907639  37.97786713]]\n",
      "\n",
      "  [[ 21.98690033  23.98569107  25.9844799 ]\n",
      "   [ 27.98359489  29.98238373  31.98117256]\n",
      "   [ 33.98028564  35.97907639  37.97786713]]]]\n",
      "beta: [ 17.98910522  19.98789406  21.98668289]\n",
      "gamma: [ 11.12957096  11.12957096  11.12957096]\n",
      "i: 28\n",
      "pred is  [[[[  1.99842227   3.99750066   5.99658108]\n",
      "   [  7.99590921   9.99498749  11.99406815]\n",
      "   [ 13.99339581  15.99247456  17.99155426]]\n",
      "\n",
      "  [[  1.99842227   3.99750066   5.99658108]\n",
      "   [  7.99590921   9.99498749  11.99406815]\n",
      "   [ 13.99339581  15.99247456  17.99155426]]]\n",
      "\n",
      "\n",
      " [[[ 21.99004555  23.9891243   25.98820496]\n",
      "   [ 27.98753166  29.98661041  31.98569107]\n",
      "   [ 33.98501968  35.98409653  37.98317719]]\n",
      "\n",
      "  [[ 21.99004555  23.9891243   25.98820496]\n",
      "   [ 27.98753166  29.98661041  31.98569107]\n",
      "   [ 33.98501968  35.98409653  37.98317719]]]]\n",
      "beta: [ 17.9917202   19.99079895  21.98987961]\n",
      "gamma: [ 11.13104343  11.13104343  11.13104343]\n",
      "i: 29\n",
      "pred is  [[[[  1.99880064   3.998101     5.99740124]\n",
      "   [  7.99689054   9.99619102  11.99549103]\n",
      "   [ 13.99498081  15.99428082  17.99358177]]\n",
      "\n",
      "  [[  1.99880064   3.998101     5.99740124]\n",
      "   [  7.99689054   9.99619102  11.99549103]\n",
      "   [ 13.99498081  15.99428082  17.99358177]]]\n",
      "\n",
      "\n",
      " [[[ 21.99243355  23.99173355  25.99103355]\n",
      "   [ 27.99052429  29.9898243   31.9891243 ]\n",
      "   [ 33.98861694  35.98791504  37.98721313]]\n",
      "\n",
      "  [[ 21.99243355  23.99173355  25.99103355]\n",
      "   [ 27.99052429  29.9898243   31.9891243 ]\n",
      "   [ 33.98861694  35.98791504  37.98721313]]]]\n",
      "beta: [ 17.99370766  19.99300766  21.99230766]\n",
      "gamma: [ 11.13216305  11.13216305  11.13216305]\n",
      "i: 30\n",
      "pred is  [[[[  1.99908888   3.99855733   5.99802589]\n",
      "   [  7.99763727   9.9971056   11.9965744 ]\n",
      "   [ 13.9961853   15.99565411  17.99512291]]\n",
      "\n",
      "  [[  1.99908888   3.99855733   5.99802589]\n",
      "   [  7.99763727   9.9971056   11.9965744 ]\n",
      "   [ 13.9961853   15.99565411  17.99512291]]]\n",
      "\n",
      "\n",
      " [[[ 21.99424934  23.9937191   25.99318695]\n",
      "   [ 27.99279785  29.99226761  31.99173546]\n",
      "   [ 33.99134827  35.99081421  37.99028397]]\n",
      "\n",
      "  [[ 21.99424934  23.9937191   25.99318695]\n",
      "   [ 27.99279785  29.99226761  31.99173546]\n",
      "   [ 33.99134827  35.99081421  37.99028397]]]]\n",
      "beta: [ 17.99521828  19.99468613  21.99415398]\n",
      "gamma: [ 11.13301373  11.13301373  11.13301373]\n",
      "i: 31\n",
      "pred is  [[[[  1.99930799   3.99890399   5.99849796]\n",
      "   [  7.99820471   9.99780083  11.99739456]\n",
      "   [ 13.99710178  15.99669743  17.99629211]]\n",
      "\n",
      "  [[  1.99930799   3.99890399   5.99849796]\n",
      "   [  7.99820471   9.99780083  11.99739456]\n",
      "   [ 13.99710178  15.99669743  17.99629211]]]\n",
      "\n",
      "\n",
      " [[[ 21.99563026  23.99522591  25.99481964]\n",
      "   [ 27.99452782  29.99412346  31.99371719]\n",
      "   [ 33.99342346  35.9930191   37.99261475]]\n",
      "\n",
      "  [[ 21.99563026  23.99522591  25.99481964]\n",
      "   [ 27.99452782  29.99412346  31.99371719]\n",
      "   [ 33.99342346  35.9930191   37.99261475]]]]\n",
      "beta: [ 17.9963665   19.99596214  21.99555588]\n",
      "gamma: [ 11.13366032  11.13366032  11.13366032]\n",
      "i: 32\n",
      "pred is  [[[[  1.99947441   3.99916816   5.99885798]\n",
      "   [  7.99863577   9.99832916  11.99801922]\n",
      "   [ 13.99779701  15.99749088  17.99718094]]\n",
      "\n",
      "  [[  1.99947441   3.99916816   5.99885798]\n",
      "   [  7.99863577   9.99832916  11.99801922]\n",
      "   [ 13.99779701  15.99749088  17.99718094]]]\n",
      "\n",
      "\n",
      " [[[ 21.99667931  23.99637222  25.99606323]\n",
      "   [ 27.99584007  29.9955349   31.995224  ]\n",
      "   [ 33.99500275  35.99469757  37.99438477]]\n",
      "\n",
      "  [[ 21.99667931  23.99637222  25.99606323]\n",
      "   [ 27.99584007  29.9955349   31.995224  ]\n",
      "   [ 33.99500275  35.99469757  37.99438477]]]]\n",
      "beta: [ 17.99723816  19.99693108  21.99662209]\n",
      "gamma: [ 11.13415146  11.13415146  11.13415146]\n",
      "i: 33\n",
      "pred is  [[[[  1.99960065   3.99936724   5.99913216]\n",
      "   [  7.99896336   9.99872971  11.9984951 ]\n",
      "   [ 13.9983263   15.99809265  17.99785805]]\n",
      "\n",
      "  [[  1.99960065   3.99936724   5.99913216]\n",
      "   [  7.99896336   9.99872971  11.9984951 ]\n",
      "   [ 13.9983263   15.99809265  17.99785805]]]\n",
      "\n",
      "\n",
      " [[[ 21.99747658  23.99724388  25.99700737]\n",
      "   [ 27.99683952  29.99660492  31.99637032]\n",
      "   [ 33.99620056  35.99597168  37.99573517]]\n",
      "\n",
      "  [[ 21.99747658  23.99724388  25.99700737]\n",
      "   [ 27.99683952  29.99660492  31.99637032]\n",
      "   [ 33.99620056  35.99597168  37.99573517]]]]\n",
      "beta: [ 17.99790192  19.99766731  21.99743271]\n",
      "gamma: [ 11.1345253  11.1345253  11.1345253]\n",
      "i: 34\n",
      "pred is  [[[[  1.99969566   3.99951863   5.99933863]\n",
      "   [  7.99921179   9.99903393  11.99885464]\n",
      "   [ 13.9987278   15.99854946  17.99837112]]\n",
      "\n",
      "  [[  1.99969566   3.99951863   5.99933863]\n",
      "   [  7.99921179   9.99903393  11.99885464]\n",
      "   [ 13.9987278   15.99854946  17.99837112]]]\n",
      "\n",
      "\n",
      " [[[ 21.99808311  23.99790382  25.99772644]\n",
      "   [ 27.99759865  29.99741936  31.99724197]\n",
      "   [ 33.99711609  35.99693298  37.99675751]]\n",
      "\n",
      "  [[ 21.99808311  23.99790382  25.99772644]\n",
      "   [ 27.99759865  29.99741936  31.99724197]\n",
      "   [ 33.99711609  35.99693298  37.99675751]]]]\n",
      "beta: [ 17.99840546  19.99822617  21.99804878]\n",
      "gamma: [ 11.13480949  11.13480854  11.13480949]\n",
      "i: 35\n",
      "pred is  [[[[  1.99977052   3.99963427   5.99949837]\n",
      "   [  7.99940252   9.99926567  11.99913025]\n",
      "   [ 13.99903488  15.99889755  17.99876213]]\n",
      "\n",
      "  [[  1.99977052   3.99963427   5.99949837]\n",
      "   [  7.99940252   9.99926567  11.99913025]\n",
      "   [ 13.99903488  15.99889755  17.99876213]]]\n",
      "\n",
      "\n",
      " [[[ 21.99854469  23.99840736  25.99827194]\n",
      "   [ 27.99817657  29.99803734  31.99790382]\n",
      "   [ 33.99780655  35.99767303  37.99753571]]\n",
      "\n",
      "  [[ 21.99854469  23.99840736  25.99827194]\n",
      "   [ 27.99817657  29.99803734  31.99790382]\n",
      "   [ 33.99780655  35.99767303  37.99753571]]]]\n",
      "beta: [ 17.99878883  19.9986515   21.99851799]\n",
      "gamma: [ 11.13502502  11.13502407  11.13502502]\n",
      "i: 36\n",
      "pred is  [[[[  1.99982297   3.99972177   5.99961948]\n",
      "   [  7.99954367   9.9994421   11.99934006]\n",
      "   [ 13.99926472  15.99916172  17.99906158]]\n",
      "\n",
      "  [[  1.99982297   3.99972177   5.99961948]\n",
      "   [  7.99954367   9.9994421   11.99934006]\n",
      "   [ 13.99926472  15.99916172  17.99906158]]]\n",
      "\n",
      "\n",
      " [[[ 21.99889183  23.99878883  25.99868774]\n",
      "   [ 27.99861336  29.99850845  31.99840927]\n",
      "   [ 33.99833298  35.99822998  37.9981308 ]]\n",
      "\n",
      "  [[ 21.99889183  23.99878883  25.99868774]\n",
      "   [ 27.99861336  29.99850845  31.99840927]\n",
      "   [ 33.99833298  35.99822998  37.9981308 ]]]]\n",
      "beta: [ 17.99907875  19.99897575  21.99887466]\n",
      "gamma: [ 11.13518906  11.1351881   11.13518906]\n",
      "i: 37\n",
      "pred is  [[[[  1.99986804   3.99978948   5.99971294]\n",
      "   [  7.99965525   9.99957657  11.99950027]\n",
      "   [ 13.9994421   15.9993639   17.99928665]]\n",
      "\n",
      "  [[  1.99986804   3.99978948   5.99971294]\n",
      "   [  7.99965525   9.99957657  11.99950027]\n",
      "   [ 13.9994421   15.9993639   17.99928665]]]\n",
      "\n",
      "\n",
      " [[[ 21.99915886  23.99908066  25.99900436]\n",
      "   [ 27.99894524  29.99886703  31.99879074]\n",
      "   [ 33.99873352  35.99865341  37.99858093]]\n",
      "\n",
      "  [[ 21.99915886  23.99908066  25.99900436]\n",
      "   [ 27.99894524  29.99886703  31.99879074]\n",
      "   [ 33.99873352  35.99865341  37.99858093]]]]\n",
      "beta: [ 17.9993      19.9992218   21.99914551]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma: [ 11.13531303  11.13531303  11.13531303]\n",
      "i: 38\n",
      "pred is  [[[[  1.99989843   3.99983883   5.99978113]\n",
      "   [  7.99973679   9.99967766  11.99961948]\n",
      "   [ 13.99957466  15.99951553  17.99945831]]\n",
      "\n",
      "  [[  1.99989843   3.99983883   5.99978113]\n",
      "   [  7.99973679   9.99967766  11.99961948]\n",
      "   [ 13.99957466  15.99951553  17.99945831]]]\n",
      "\n",
      "\n",
      " [[[ 21.99935913  23.9993      25.99924278]\n",
      "   [ 27.99919701  29.99913788  31.99908066]\n",
      "   [ 33.9990387   35.99897766  37.99892044]]\n",
      "\n",
      "  [[ 21.99935913  23.9993      25.99924278]\n",
      "   [ 27.99919701  29.99913788  31.99908066]\n",
      "   [ 33.9990387   35.99897766  37.99892044]]]]\n",
      "beta: [ 17.99946785  19.99940872  21.99934959]\n",
      "gamma: [ 11.13540745  11.13540745  11.13540745]\n",
      "i: 39\n",
      "pred is  [[[[  1.99992454   3.9998796    5.99983454]\n",
      "   [  7.99980116   9.99975586  11.99971104]\n",
      "   [ 13.99967766  15.99963284  17.99958801]]\n",
      "\n",
      "  [[  1.99992454   3.9998796    5.99983454]\n",
      "   [  7.99980116   9.99975586  11.99971104]\n",
      "   [ 13.99967766  15.99963284  17.99958801]]]\n",
      "\n",
      "\n",
      " [[[ 21.99951363  23.99946785  25.99942398]\n",
      "   [ 27.99938965  29.99934578  31.9993    ]\n",
      "   [ 33.99926758  35.9992218   37.99917603]]\n",
      "\n",
      "  [[ 21.99951363  23.99946785  25.99942398]\n",
      "   [ 27.99938965  29.99934578  31.9993    ]\n",
      "   [ 33.99926758  35.9992218   37.99917603]]]]\n",
      "beta: [ 17.99959564  19.99954987  21.999506  ]\n",
      "gamma: [ 11.13547897  11.13547897  11.13547897]\n",
      "i: 40\n",
      "pred is  [[[[  1.99994218   3.99990726   5.99987221]\n",
      "   [  7.99984884   9.99981403  11.99977875]\n",
      "   [ 13.99975586  15.99972057  17.99968529]]\n",
      "\n",
      "  [[  1.99994218   3.99990726   5.99987221]\n",
      "   [  7.99984884   9.99981403  11.99977875]\n",
      "   [ 13.99975586  15.99972057  17.99968529]]]\n",
      "\n",
      "\n",
      " [[[ 21.99963188  23.99959564  25.99956131]\n",
      "   [ 27.99953842  29.99950218  31.99946785]\n",
      "   [ 33.99944305  35.99940872  37.99937439]]\n",
      "\n",
      "  [[ 21.99963188  23.99959564  25.99956131]\n",
      "   [ 27.99953842  29.99950218  31.99946785]\n",
      "   [ 33.99944305  35.99940872  37.99937439]]]]\n",
      "beta: [ 17.99969292  19.99965858  21.99962425]\n",
      "gamma: [ 11.13553429  11.13553429  11.13553429]\n",
      "i: 41\n",
      "pred is  [[[[  1.99995542   3.9999299    5.99990273]\n",
      "   [  7.99988461   9.99985886  11.99983215]\n",
      "   [ 13.99981403  15.99978828  17.99976158]]\n",
      "\n",
      "  [[  1.99995542   3.9999299    5.99990273]\n",
      "   [  7.99988461   9.99985886  11.99983215]\n",
      "   [ 13.99981403  15.99978828  17.99976158]]]\n",
      "\n",
      "\n",
      " [[[ 21.99971962  23.99969482  25.99966621]\n",
      "   [ 27.99964905  29.99962234  31.99959564]\n",
      "   [ 33.99958038  35.99955368  37.99952316]]\n",
      "\n",
      "  [[ 21.99971962  23.99969482  25.99966621]\n",
      "   [ 27.99964905  29.99962234  31.99959564]\n",
      "   [ 33.99958038  35.99955368  37.99952316]]]]\n",
      "beta: [ 17.9997673  19.9997406  21.9997139]\n",
      "gamma: [ 11.13557625  11.13557625  11.13557625]\n",
      "i: 42\n",
      "pred is  [[[[  1.99996674   3.99994683   5.99992704]\n",
      "   [  7.99991274   9.99989319  11.99987316]\n",
      "   [ 13.99985886  15.99983883  17.9998188 ]]\n",
      "\n",
      "  [[  1.99996674   3.99994683   5.99992704]\n",
      "   [  7.99991274   9.99989319  11.99987316]\n",
      "   [ 13.99985886  15.99983883  17.9998188 ]]]\n",
      "\n",
      "\n",
      " [[[ 21.99978638  23.9997673   25.99974632]\n",
      "   [ 27.99973297  29.99971199  31.99969292]\n",
      "   [ 33.99967957  35.99965668  37.9996376 ]]\n",
      "\n",
      "  [[ 21.99978638  23.9997673   25.99974632]\n",
      "   [ 27.99973297  29.99971199  31.99969292]\n",
      "   [ 33.99967957  35.99965668  37.9996376 ]]]]\n",
      "beta: [ 17.99982262  19.99980354  21.99978256]\n",
      "gamma: [ 11.13560772  11.13560772  11.13560772]\n",
      "i: 43\n",
      "pred is  [[[[  1.99997485   3.99996114   5.99994373]\n",
      "   [  7.99993372   9.99991989  11.99990273]\n",
      "   [ 13.99989223  15.99987888  17.99986076]]\n",
      "\n",
      "  [[  1.99997485   3.99996114   5.99994373]\n",
      "   [  7.99993372   9.99991989  11.99990273]\n",
      "   [ 13.99989223  15.99987888  17.99986076]]]\n",
      "\n",
      "\n",
      " [[[ 21.99983788  23.99982452  25.99980736]\n",
      "   [ 27.99979591  29.99978256  31.9997654 ]\n",
      "   [ 33.99975586  35.9997406   37.99972534]]\n",
      "\n",
      "  [[ 21.99983788  23.99982452  25.99980736]\n",
      "   [ 27.99979591  29.99978256  31.9997654 ]\n",
      "   [ 33.99975586  35.9997406   37.99972534]]]]\n",
      "beta: [ 17.99986458  19.99985123  21.99983406]\n",
      "gamma: [ 11.13563156  11.13563156  11.13563156]\n",
      "i: 44\n",
      "pred is  [[[[  1.99998188   3.99997139   5.99995708]\n",
      "   [  7.99995041   9.99993992  11.99992561]\n",
      "   [ 13.99991894  15.99990845  17.99989319]]\n",
      "\n",
      "  [[  1.99998188   3.99997139   5.99995708]\n",
      "   [  7.99995041   9.99993992  11.99992561]\n",
      "   [ 13.99991894  15.99990845  17.99989319]]]\n",
      "\n",
      "\n",
      " [[[ 21.99987793  23.99986649  25.99985123]\n",
      "   [ 27.9998455   29.99983597  31.99982071]\n",
      "   [ 33.99981308  35.99980164  37.99979019]]\n",
      "\n",
      "  [[ 21.99987793  23.99986649  25.99985123]\n",
      "   [ 27.9998455   29.99983597  31.99982071]\n",
      "   [ 33.99981308  35.99980164  37.99979019]]]]\n",
      "beta: [ 17.999897    19.99988747  21.99987411]\n",
      "gamma: [ 11.13564968  11.13564968  11.13564968]\n",
      "i: 45\n",
      "pred is  [[[[  1.9999845    3.99997663   5.99996662]\n",
      "   [  7.9999609    9.99995327  11.99994278]\n",
      "   [ 13.99993706  15.99992943  17.99991989]]\n",
      "\n",
      "  [[  1.9999845    3.99997663   5.99996662]\n",
      "   [  7.9999609    9.99995327  11.99994278]\n",
      "   [ 13.99993706  15.99992943  17.99991989]]]\n",
      "\n",
      "\n",
      " [[[ 21.99990654  23.999897    25.99988747]\n",
      "   [ 27.99988174  29.99987411  31.99986458]\n",
      "   [ 33.99985886  35.99985123  37.99983978]]\n",
      "\n",
      "  [[ 21.99990654  23.999897    25.99988747]\n",
      "   [ 27.99988174  29.99987411  31.99986458]\n",
      "   [ 33.99985886  35.99985123  37.99983978]]]]\n",
      "beta: [ 17.9999218   19.99991417  21.99990463]\n",
      "gamma: [ 11.13566399  11.13566399  11.13566399]\n",
      "i: 46\n",
      "pred is  [[[[  1.99998832   3.99998236   5.99997425]\n",
      "   [  7.99997044   9.99996471  11.99995613]\n",
      "   [ 13.99995232  15.99994659  17.99993896]]\n",
      "\n",
      "  [[  1.99998832   3.99998236   5.99997425]\n",
      "   [  7.99997044   9.99996471  11.99995613]\n",
      "   [ 13.99995232  15.99994659  17.99993896]]]\n",
      "\n",
      "\n",
      " [[[ 21.99992943  23.9999218   25.99991417]\n",
      "   [ 27.99991035  29.99990463  31.999897  ]\n",
      "   [ 33.99989319  35.99988556  37.99987793]]\n",
      "\n",
      "  [[ 21.99992943  23.9999218   25.99991417]\n",
      "   [ 27.99991035  29.99990463  31.999897  ]\n",
      "   [ 33.99989319  35.99988556  37.99987793]]]]\n",
      "beta: [ 17.99994087  19.99993515  21.99992752]\n",
      "gamma: [ 11.13567448  11.13567448  11.13567448]\n",
      "i: 47\n",
      "pred is  [[[[  1.99999154   3.99998689   5.99998236]\n",
      "   [  7.99997759   9.9999733   11.99996853]\n",
      "   [ 13.99996376  15.99995899  17.99995422]]\n",
      "\n",
      "  [[  1.99999154   3.99998689   5.99998236]\n",
      "   [  7.99997759   9.9999733   11.99996853]\n",
      "   [ 13.99996376  15.99995899  17.99995422]]]\n",
      "\n",
      "\n",
      " [[[ 21.99994469  23.99994087  25.99993515]\n",
      "   [ 27.99993134  29.99992561  31.9999218 ]\n",
      "   [ 33.99991608  35.99991226  37.99990845]]\n",
      "\n",
      "  [[ 21.99994469  23.99994087  25.99993515]\n",
      "   [ 27.99993134  29.99992561  31.9999218 ]\n",
      "   [ 33.99991608  35.99991226  37.99990845]]]]\n",
      "beta: [ 17.99995422  19.99995041  21.99994469]\n",
      "gamma: [ 11.13568211  11.13568211  11.13568211]\n",
      "i: 48\n",
      "pred is  [[[[  1.99999273   3.99998927   5.99998569]\n",
      "   [  7.99998236   9.99997902  11.9999752 ]\n",
      "   [ 13.99997234  15.99996853  17.99996567]]\n",
      "\n",
      "  [[  1.99999273   3.99998927   5.99998569]\n",
      "   [  7.99998236   9.99997902  11.9999752 ]\n",
      "   [ 13.99997234  15.99996853  17.99996567]]]\n",
      "\n",
      "\n",
      " [[[ 21.99995804  23.99995422  25.99995041]\n",
      "   [ 27.9999485   29.99994469  31.99994087]\n",
      "   [ 33.99993896  35.99993515  37.99993134]]\n",
      "\n",
      "  [[ 21.99995804  23.99995422  25.99995041]\n",
      "   [ 27.9999485   29.99994469  31.99994087]\n",
      "   [ 33.99993896  35.99993515  37.99993134]]]]\n",
      "beta: [ 17.99996567  19.99996185  21.99995804]\n",
      "gamma: [ 11.13568878  11.13568878  11.13568878]\n",
      "i: 49\n",
      "pred is  [[[[  1.99999368   3.99999118   5.99998665]\n",
      "   [  7.99998617   9.99998379  11.99997902]\n",
      "   [ 13.99997902  15.99997616  17.99997139]]\n",
      "\n",
      "  [[  1.99999368   3.99999118   5.99998665]\n",
      "   [  7.99998617   9.99998379  11.99997902]\n",
      "   [ 13.99997902  15.99997616  17.99997139]]]\n",
      "\n",
      "\n",
      " [[[ 21.99996948  23.99996567  25.99996185]\n",
      "   [ 27.99996185  29.99995804  31.99995422]\n",
      "   [ 33.99995422  35.99995041  37.99994659]]\n",
      "\n",
      "  [[ 21.99996948  23.99996567  25.99996185]\n",
      "   [ 27.99996185  29.99995804  31.99995422]\n",
      "   [ 33.99995422  35.99995041  37.99994659]]]]\n",
      "beta: [ 17.9999733   19.99997139  21.99996758]\n",
      "gamma: [ 11.13569355  11.13569355  11.13569355]\n",
      "i: 50\n",
      "pred is  [[[[  1.99999607   3.99999428   5.99999189]\n",
      "   [  7.99998999   9.99998856  11.99998569]\n",
      "   [ 13.99998379  15.99998283  17.99997902]]\n",
      "\n",
      "  [[  1.99999607   3.99999428   5.99999189]\n",
      "   [  7.99998999   9.99998856  11.99998569]\n",
      "   [ 13.99998379  15.99998283  17.99997902]]]\n",
      "\n",
      "\n",
      " [[[ 21.9999752   23.9999752   25.99997139]\n",
      "   [ 27.99996948  29.99996948  31.99996567]\n",
      "   [ 33.99996185  35.99996185  37.99996185]]\n",
      "\n",
      "  [[ 21.9999752   23.9999752   25.99997139]\n",
      "   [ 27.99996948  29.99996948  31.99996567]\n",
      "   [ 33.99996185  35.99996185  37.99996185]]]]\n",
      "beta: [ 17.99997902  19.99997902  21.9999752 ]\n",
      "gamma: [ 11.13569641  11.13569736  11.13569641]\n",
      "i: 51\n",
      "pred is  [[[[  1.99999654   3.99999547   5.99999332]\n",
      "   [  7.99999189   9.99999142  11.99998856]\n",
      "   [ 13.9999876   15.9999876   17.99998474]]\n",
      "\n",
      "  [[  1.99999654   3.99999547   5.99999332]\n",
      "   [  7.99999189   9.99999142  11.99998856]\n",
      "   [ 13.9999876   15.9999876   17.99998474]]]\n",
      "\n",
      "\n",
      " [[[ 21.99998093  23.99998283  25.99997711]\n",
      "   [ 27.99997711  29.99997902  31.9999733 ]\n",
      "   [ 33.99996948  35.99997711  37.99996948]]\n",
      "\n",
      "  [[ 21.99998093  23.99998283  25.99997711]\n",
      "   [ 27.99997711  29.99997902  31.9999733 ]\n",
      "   [ 33.99996948  35.99997711  37.99996948]]]]\n",
      "beta: [ 17.99998474  19.99998474  21.99998093]\n",
      "gamma: [ 11.13569927  11.13570023  11.13569927]\n",
      "i: 52\n",
      "pred is  [[[[  1.99999881   3.99999619   5.99999428]\n",
      "   [  7.99999523   9.99999332  11.99999046]\n",
      "   [ 13.99999142  15.99999046  17.99998665]]\n",
      "\n",
      "  [[  1.99999881   3.99999619   5.99999428]\n",
      "   [  7.99999523   9.99999332  11.99999046]\n",
      "   [ 13.99999142  15.99999046  17.99998665]]]\n",
      "\n",
      "\n",
      " [[[ 21.99998665  23.99998665  25.99998283]\n",
      "   [ 27.99998283  29.99998283  31.99997902]\n",
      "   [ 33.99998093  35.99998474  37.99997711]]\n",
      "\n",
      "  [[ 21.99998665  23.99998665  25.99998283]\n",
      "   [ 27.99998283  29.99998283  31.99997902]\n",
      "   [ 33.99998093  35.99998474  37.99997711]]]]\n",
      "beta: [ 17.99998856  19.99998856  21.99998474]\n",
      "gamma: [ 11.13570118  11.13570213  11.13570118]\n",
      "i: 53\n",
      "pred is  [[[[  1.99999726   3.99999642   5.99999571]\n",
      "   [  7.99999475   9.99999428  11.99999332]\n",
      "   [ 13.99999237  15.99999142  17.99999046]]\n",
      "\n",
      "  [[  1.99999726   3.99999642   5.99999571]\n",
      "   [  7.99999475   9.99999428  11.99999332]\n",
      "   [ 13.99999237  15.99999142  17.99999046]]]\n",
      "\n",
      "\n",
      " [[[ 21.99998856  23.99998856  25.99998665]\n",
      "   [ 27.99998665  29.99998474  31.99998474]\n",
      "   [ 33.99998474  35.99998474  37.99998474]]\n",
      "\n",
      "  [[ 21.99998856  23.99998856  25.99998665]\n",
      "   [ 27.99998665  29.99998474  31.99998474]\n",
      "   [ 33.99998474  35.99998474  37.99998474]]]]\n",
      "beta: [ 17.99999046  19.99999046  21.99998856]\n",
      "gamma: [ 11.13570309  11.13570309  11.13570309]\n",
      "i: 54\n",
      "pred is  [[[[  1.99999738   3.99999857   5.99999619]\n",
      "   [  7.99999523   9.99999619  11.99999428]\n",
      "   [ 13.99999332  15.99999428  17.99999237]]\n",
      "\n",
      "  [[  1.99999738   3.99999857   5.99999619]\n",
      "   [  7.99999523   9.99999619  11.99999428]\n",
      "   [ 13.99999332  15.99999428  17.99999237]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999046  23.99999237  25.99998856]\n",
      "   [ 27.99998856  29.99998856  31.99998665]\n",
      "   [ 33.99998474  35.99998856  37.99998474]]\n",
      "\n",
      "  [[ 21.99999046  23.99999237  25.99998856]\n",
      "   [ 27.99998856  29.99998856  31.99998665]\n",
      "   [ 33.99998474  35.99998856  37.99998474]]]]\n",
      "beta: [ 17.99999237  19.99999237  21.99999046]\n",
      "gamma: [ 11.13570404  11.13570404  11.13570404]\n",
      "i: 55\n",
      "pred is  [[[[  1.99999762   3.99999714   5.99999666]\n",
      "   [  7.99999619   9.99999619  11.99999523]\n",
      "   [ 13.99999428  15.99999428  17.99999428]]\n",
      "\n",
      "  [[  1.99999762   3.99999714   5.99999666]\n",
      "   [  7.99999619   9.99999619  11.99999523]\n",
      "   [ 13.99999428  15.99999428  17.99999428]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999237  23.99999237  25.99999237]\n",
      "   [ 27.99999046  29.99999046  31.99999046]\n",
      "   [ 33.99999237  35.99999237  37.99999237]]\n",
      "\n",
      "  [[ 21.99999237  23.99999237  25.99999237]\n",
      "   [ 27.99999046  29.99999046  31.99999046]\n",
      "   [ 33.99999237  35.99999237  37.99999237]]]]\n",
      "beta: [ 17.99999428  19.99999428  21.99999237]\n",
      "gamma: [ 11.13570499  11.13570499  11.13570499]\n",
      "i: 56\n",
      "pred is  [[[[  1.99999964   3.99999928   5.99999857]\n",
      "   [  7.99999857   9.99999809  11.99999714]\n",
      "   [ 13.99999714  15.99999714  17.99999619]]\n",
      "\n",
      "  [[  1.99999964   3.99999928   5.99999857]\n",
      "   [  7.99999857   9.99999809  11.99999714]\n",
      "   [ 13.99999714  15.99999714  17.99999619]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999428]\n",
      "   [ 27.99999428  29.99999428  31.99999237]\n",
      "   [ 33.99999237  35.99999237  37.99999237]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999428]\n",
      "   [ 27.99999428  29.99999428  31.99999237]\n",
      "   [ 33.99999237  35.99999237  37.99999237]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999428]\n",
      "gamma: [ 11.13570595  11.13570595  11.13570499]\n",
      "i: 57\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999905]\n",
      "   [  7.99999762   9.99999714  11.99999809]\n",
      "   [ 13.99999714  15.99999714  17.99999619]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999905]\n",
      "   [  7.99999762   9.99999714  11.99999809]\n",
      "   [ 13.99999714  15.99999714  17.99999619]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999619]\n",
      "   [ 27.99999619  29.99999619  31.99999428]\n",
      "   [ 33.99999237  35.99999237  37.99999237]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999619]\n",
      "   [ 27.99999619  29.99999619  31.99999428]\n",
      "   [ 33.99999237  35.99999237  37.99999237]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999619]\n",
      "gamma: [ 11.1357069   11.1357069   11.13570595]\n",
      "i: 58\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999762]\n",
      "   [  7.99999762   9.99999714  11.99999714]\n",
      "   [ 13.99999714  15.99999714  17.99999619]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999762]\n",
      "   [  7.99999762   9.99999714  11.99999714]\n",
      "   [ 13.99999714  15.99999714  17.99999619]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999619]\n",
      "   [ 27.99999619  29.99999619  31.99999619]\n",
      "   [ 33.99999237  35.99999237  37.99999237]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999619]\n",
      "   [ 27.99999619  29.99999619  31.99999619]\n",
      "   [ 33.99999237  35.99999237  37.99999237]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999619]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 59\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 60\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 61\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 62\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 63\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 64\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 65\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 66\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 67\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 68\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 69\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 70\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 71\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 72\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 73\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 74\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 75\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 76\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 77\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 78\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 79\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 80\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 81\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 82\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 83\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 84\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 85\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 86\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 87\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 88\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 89\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 90\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 91\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 92\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 93\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 94\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 95\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 96\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 97\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 98\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 99\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 100\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 101\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 102\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 103\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 104\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 105\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 106\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 107\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 108\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 109\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 110\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 111\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 112\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 113\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 114\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 115\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 116\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 117\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 118\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 119\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 120\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 121\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 122\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 123\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 124\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 125\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 126\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 127\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 128\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 129\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 130\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 131\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 132\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 133\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 134\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 135\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 136\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 137\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 138\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 139\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 140\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 141\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 142\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 143\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 144\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 145\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 146\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 147\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 148\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 149\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 150\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 151\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 152\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 153\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 154\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 155\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 156\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i: 157\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 158\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 159\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 160\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 161\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 162\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 163\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 164\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 165\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 166\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 167\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 168\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 169\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 170\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 171\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 172\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 173\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 174\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 175\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 176\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 177\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 178\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 179\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 180\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 181\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 182\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 183\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 184\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 185\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 186\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 187\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 188\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 189\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 190\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 191\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 192\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 193\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 194\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 195\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 196\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 197\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 198\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 199\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 200\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 201\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 202\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 203\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 204\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 205\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 206\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 207\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 208\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 209\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 210\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 211\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 212\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 213\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 214\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 215\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 216\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 217\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 218\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 219\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 220\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 221\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 222\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 223\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 224\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 225\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 226\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 227\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 228\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 229\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 230\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 231\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 232\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 233\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 234\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 235\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 236\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 237\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 238\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 239\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 240\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 241\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 242\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 243\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 244\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 245\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 246\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 247\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 248\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 249\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 250\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 251\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 252\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 253\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 254\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 255\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 256\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 257\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 258\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 259\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 260\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 261\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 262\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 263\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 264\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 265\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 266\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 267\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 268\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 269\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 270\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 271\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 272\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 273\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 274\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 275\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 276\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 277\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 278\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 279\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 280\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 281\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 282\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 283\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 284\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 285\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 286\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 287\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 288\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 289\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 290\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 291\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 292\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 293\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 294\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 295\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 296\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 297\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 298\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 299\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 300\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 301\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 302\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 303\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 304\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 305\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 306\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 307\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 308\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 309\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 310\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 311\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 312\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 313\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 314\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 315\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 316\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 317\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 318\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 319\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 320\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 321\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 322\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 323\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 324\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 325\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 326\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 327\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 328\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 329\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 330\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 331\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 332\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 333\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 334\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 335\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 336\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 337\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 338\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 339\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 340\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 341\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 342\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 343\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 344\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 345\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 346\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 347\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 348\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 349\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 350\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 351\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 352\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 353\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 354\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 355\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 356\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 357\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 358\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 359\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 360\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 361\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 362\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 363\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 364\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 365\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 366\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 367\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 368\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 369\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 370\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 371\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 372\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 373\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 374\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 375\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 376\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 377\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 378\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 379\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 380\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 381\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 382\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 383\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 384\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 385\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 386\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 387\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 388\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 389\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 390\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 391\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 392\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 393\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 394\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 395\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 396\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 397\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 398\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 399\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 400\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 401\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 402\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 403\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 404\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 405\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 406\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 407\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 408\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 409\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 410\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 411\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 412\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 413\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 414\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 415\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 416\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 417\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 418\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 419\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 420\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 421\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 422\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 423\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 424\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 425\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 426\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 427\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 428\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 429\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 430\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 431\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 432\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 433\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 434\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 435\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 436\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "i: 437\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 438\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 439\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 440\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 441\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 442\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 443\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 444\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 445\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 446\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 447\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 448\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 449\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 450\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 451\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 452\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 453\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 454\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 455\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 456\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 457\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 458\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 459\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 460\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 461\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 462\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 463\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 464\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 465\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 466\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 467\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 468\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 469\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 470\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 471\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 472\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 473\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 474\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 475\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 476\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 477\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 478\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 479\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 480\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 481\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 482\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 483\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 484\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 485\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 486\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 487\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 488\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 489\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 490\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 491\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 492\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 493\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 494\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 495\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 496\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 497\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 498\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "i: 499\n",
      "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]\n",
      "\n",
      "  [[  1.99999797   3.99999785   5.99999952]\n",
      "   [  7.99999762   9.99999714  11.99999905]\n",
      "   [ 13.99999714  15.99999714  17.99999809]]]\n",
      "\n",
      "\n",
      " [[[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]\n",
      "\n",
      "  [[ 21.99999619  23.99999619  25.99999809]\n",
      "   [ 27.99999619  29.99999619  31.99999809]\n",
      "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
      "beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
      "test : pred is  [[[[  1.99974537   3.99974442   5.99974537]\n",
      "   [  7.99983978   9.99983883  11.99983978]\n",
      "   [ 13.9999342   15.99993324  17.99993324]]\n",
      "\n",
      "  [[  1.99974537   3.99974442   5.99974537]\n",
      "   [  7.99983978   9.99983883  11.99983978]\n",
      "   [ 13.9999342   15.99993324  17.99993324]]]\n",
      "\n",
      "\n",
      " [[[ 22.00006104  24.00005913  26.00005913]\n",
      "   [ 28.0001545   30.0001545   32.00015259]\n",
      "   [ 34.00024796  36.00024414  38.00025177]]\n",
      "\n",
      "  [[ 22.00006104  24.00005913  26.00005913]\n",
      "   [ 28.0001545   30.0001545   32.00015259]\n",
      "   [ 34.00024796  36.00024414  38.00025177]]]]\n",
      "test : beta: [ 17.99999619  19.99999619  21.99999809]\n",
      "test : gamma: [ 11.1357069  11.1357069  11.1357069]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'\\n#500次后的预测：符合预期\\npred is  [[[[  1.99999797   3.99999785   5.99999952]\\n   [  7.99999762   9.99999714  11.99999905]\\n   [ 13.99999714  15.99999714  17.99999809]]\\n\\n  [[  1.99999797   3.99999785   5.99999952]\\n   [  7.99999762   9.99999714  11.99999905]\\n   [ 13.99999714  15.99999714  17.99999809]]]\\n\\n\\n [[[ 21.99999619  23.99999619  25.99999809]\\n   [ 27.99999619  29.99999619  31.99999809]\\n   [ 33.99999237  35.99999237  37.99999619]]\\n\\n  [[ 21.99999619  23.99999619  25.99999809]\\n   [ 27.99999619  29.99999619  31.99999809]\\n   [ 33.99999237  35.99999237  37.99999619]]]]\\nbeta: [ 17.99999619  19.99999619  21.99999809]\\ngamma: [ 11.1357069  11.1357069  11.1357069]\\n#测试集：“不符合”预期，其实也符合，因为不是真的prediction，例1说了。\\ntest : pred is  [[[[  1.99974537   3.99974442   5.99974537]\\n   [  7.99983978   9.99983883  11.99983978]\\n   [ 13.9999342   15.99993324  17.99993324]]\\n\\n  [[  1.99974537   3.99974442   5.99974537]\\n   [  7.99983978   9.99983883  11.99983978]\\n   [ 13.9999342   15.99993324  17.99993324]]]\\n\\n\\n [[[ 22.00006104  24.00005913  26.00005913]\\n   [ 28.0001545   30.0001545   32.00015259]\\n   [ 34.00024796  36.00024414  38.00025177]]\\n\\n  [[ 22.00006104  24.00005913  26.00005913]\\n   [ 28.0001545   30.0001545   32.00015259]\\n   [ 34.00024796  36.00024414  38.00025177]]]]\\ntest : beta: [ 17.99999619  19.99999619  21.99999809]\\ntest : gamma: [ 11.1357069  11.1357069  11.1357069]\\n'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "init = tf.global_variables_initializer()\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    #print(sess.run(input_))\n",
    "    for i in range(500):\n",
    "        if i % 1 == 0:#一定要把打印放在训练前，才能看到变量的初始值\n",
    "            print('i:',i)\n",
    "            print('pred is ',sess.run(pred, feed_dict={input_:x1_, is_training:True}))\n",
    "            print('beta:',sess.run(bn_.beta, feed_dict={input_:x1_, is_training:True}))\n",
    "            print('gamma:',sess.run(bn_.gamma, feed_dict={input_:x1_, is_training:True}))\n",
    "        sess.run(train_op, feed_dict={input_:x1_, is_training:True})\n",
    "\n",
    "            \n",
    "    #inference：结果没有错，但是不是常规模型期待的预测结果\n",
    "    #因为无论什么数据，两个样本的话，归一化以后都是-1和1\n",
    "    #-1和1,经过这个固定的gamma和beta，会变成相同的值，这个本质上不是预测功能\n",
    "    #但是这却是是BN追求的最终效果，归一化缩放所有输入（表达能力降低）然后又按一个固定的scale和shift处理一下。\n",
    "    #bn_.change_stage(is_training = False)\n",
    "    print('test : pred is ',sess.run(pred, feed_dict={input_:x2_, is_training:False}))\n",
    "    print('test : beta:',sess.run(bn_.beta, feed_dict={input_:x2_, is_training:False}))\n",
    "    print('test : gamma:',sess.run(bn_.gamma, feed_dict={input_:x2_, is_training:False}))    \n",
    " \n",
    "\n",
    "\n",
    "'''\n",
    "#500次后的预测：符合预期\n",
    "pred is  [[[[  1.99999797   3.99999785   5.99999952]\n",
    "   [  7.99999762   9.99999714  11.99999905]\n",
    "   [ 13.99999714  15.99999714  17.99999809]]\n",
    "\n",
    "  [[  1.99999797   3.99999785   5.99999952]\n",
    "   [  7.99999762   9.99999714  11.99999905]\n",
    "   [ 13.99999714  15.99999714  17.99999809]]]\n",
    "\n",
    "\n",
    " [[[ 21.99999619  23.99999619  25.99999809]\n",
    "   [ 27.99999619  29.99999619  31.99999809]\n",
    "   [ 33.99999237  35.99999237  37.99999619]]\n",
    "\n",
    "  [[ 21.99999619  23.99999619  25.99999809]\n",
    "   [ 27.99999619  29.99999619  31.99999809]\n",
    "   [ 33.99999237  35.99999237  37.99999619]]]]\n",
    "beta: [ 17.99999619  19.99999619  21.99999809]\n",
    "gamma: [ 11.1357069  11.1357069  11.1357069]\n",
    "#测试集：“不符合”预期，其实也符合，因为不是真的prediction，例1说了。\n",
    "test : pred is  [[[[  1.99974537   3.99974442   5.99974537]\n",
    "   [  7.99983978   9.99983883  11.99983978]\n",
    "   [ 13.9999342   15.99993324  17.99993324]]\n",
    "\n",
    "  [[  1.99974537   3.99974442   5.99974537]\n",
    "   [  7.99983978   9.99983883  11.99983978]\n",
    "   [ 13.9999342   15.99993324  17.99993324]]]\n",
    "\n",
    "\n",
    " [[[ 22.00006104  24.00005913  26.00005913]\n",
    "   [ 28.0001545   30.0001545   32.00015259]\n",
    "   [ 34.00024796  36.00024414  38.00025177]]\n",
    "\n",
    "  [[ 22.00006104  24.00005913  26.00005913]\n",
    "   [ 28.0001545   30.0001545   32.00015259]\n",
    "   [ 34.00024796  36.00024414  38.00025177]]]]\n",
    "test : beta: [ 17.99999619  19.99999619  21.99999809]\n",
    "test : gamma: [ 11.1357069  11.1357069  11.1357069]\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 扩展：带channel的情况\n",
    "之前没多想channel怎么处理，其实也不复杂，不像CNN那种filter跨通道合并，每个channel都是独立算的，其实和单通道是一样的。\n",
    "已经实现了例2：所谓每个channel独立计算，至少在这个例子和我那个模板下，一个channel只有一个mean和beta。但是也许可以变形扩展吧。\n",
    "\n",
    "\n",
    "for i in range(channel):\n",
    "    x = input[:,:,:,i]\n",
    "    mean = mean(x)\n",
    "    variance = variance(x)\n",
    "    x = (x - mean) / sqrt(variance)\n",
    "    x = scale * x + offset\n",
    "    input[:,:,:,i] = x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 实际模型中的bn参数打印\n",
    "我fer2013模型加了BN后的变量。\n",
    "conv1_w:0\n",
    "conv1_b:0\n",
    "bn1/gamma:0\n",
    "bn1/beta:0\n",
    "bn1/moving_mean:0\n",
    "bn1/moving_variance:0\n",
    "conv2_w:0\n",
    "conv2_b:0\n",
    "bn2/gamma:0\n",
    "bn2/beta:0\n",
    "bn2/moving_mean:0\n",
    "bn2/moving_variance:0\n",
    "conv3_w:0\n",
    "conv3_b:0\n",
    "bn3/gamma:0\n",
    "bn3/beta:0\n",
    "bn3/moving_mean:0\n",
    "bn3/moving_variance:0\n",
    "fc1_w:0\n",
    "fc2_b:0\n",
    "fc2_w:0\n",
    "fc2_b_1:0\n",
    "fc3_w:0\n",
    "fc3_b:0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 最重要的，实际训练的情形，BN的参数被正确保存并恢复了吗？是用滑动平均处理了还是用当前batch处理了？后者等于没有BN。\n",
    "BN默认是不会被全部保存的，因为不算trainable_variables！打印一下看看！不过，为什么不算呢？BN不也要训练吗？是滑动平均不算？自己单独维护？但是除了滑动平均，缩放呢？\n",
    "## 部分训练部分不训练，但是明显两者都要保存\n",
    "仔细看，其实create_var的参数有trainable\n",
    "所以，缩放平移系数是被训练了，滑动平均并不是训练的。（ema同理，滑动平均如果被optimizer训练，不就全白搭了吗？）\n",
    "不管训练与否，保存也是要的。\n",
    "## Saver保存trainable会怎样？默认保存全部会怎样？保存了全部，restore之后利用到了谁？我说的是默认调用tf.layers.batch_normalization()，不是此处封装的已经手动选择阶段的batch_normalization类\n",
    "\n",
    "\n",
    "\n",
    "## 如果保存有障碍，两种接口的BN变量性质一样吗？因为这个是手动的，不代表另一种一模一样\n",
    "（既然fer2013那个模型restore有那四个变量，应该保存了吧，保存是否只保存的trainable？）\n",
    "\n",
    "可以包裹一下函数，让BN的训练阶段可选。\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 类封装那个模型不太适合分阶段，所以还原成函数定义，并且增加重用\n",
    "### 有几个之前用类模式的坑点，总结一下：\n",
    "一旦从训练模式恢复到预测模式，就发现除了x1符合预期（label），x2和x3的结果都不算很”符合预期“，因为推测模式已经使用average了，是统计学上的符合预期，而不能保证本batch最符合预期。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reduce_dims: [0]\n",
      "mean and variance: Tensor(\"moments/Squeeze:0\", shape=(3,), dtype=float32) Tensor(\"moments/Squeeze_1:0\", shape=(3,), dtype=float32)\n",
      "reduce_dims: [0]\n",
      "i: 0\n",
      "y1 is  [[-1.         -1.         -1.        ]\n",
      " [ 1.          1.00000012  1.00000012]]\n",
      "beta: [ 0.  0.  0.]\n",
      "gamma: [ 1.  1.  1.]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 0.  0.  0.]\n",
      "moving_variance: [ 1.  1.  1.]\n",
      "i: 50\n",
      "y1 is  [[  1.61034429   3.3505733    5.09080219]\n",
      " [ 19.27239609  21.01262474  22.75285339]]\n",
      "beta: [ 10.44137001  12.18159962  13.92182827]\n",
      "gamma: [ 8.83102608  8.83102608  8.83102608]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.0000782   7.00009346  8.00010586]\n",
      "moving_variance: [ 25.00032806  25.00032806  25.00032806]\n",
      "i: 100\n",
      "y1 is  [[  1.94938552   3.91564441   5.88190699]\n",
      " [ 21.64572525  23.61198425  25.57824707]]\n",
      "beta: [ 11.79755497  13.76381397  15.73007679]\n",
      "gamma: [ 9.84816933  9.84816933  9.84816933]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.00007248  7.00008821  8.00009918]\n",
      "moving_variance: [ 25.00030899  25.00030899  25.00030899]\n",
      "i: 150\n",
      "y1 is  [[  1.99342763   3.989043     5.9846611 ]\n",
      " [ 21.95398712  23.94960213  25.94522095]]\n",
      "beta: [ 11.9737072   13.96932316  15.96494102]\n",
      "gamma: [ 9.98027992  9.98027992  9.98027992]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.00007057  7.00008488  8.00009537]\n",
      "moving_variance: [ 25.00029755  25.00029755  25.00029755]\n",
      "i: 200\n",
      "y1 is  [[  1.99914825   3.99857593   5.99800634]\n",
      " [ 21.99402618  23.99345398  25.99288559]]\n",
      "beta: [ 11.9965868   13.9960146   15.99544525]\n",
      "gamma: [ 9.99743843  9.99743843  9.99743843]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.00007057  7.00008297  8.00009441]\n",
      "moving_variance: [ 25.00029564  25.00029564  25.00029564]\n",
      "i: 250\n",
      "y1 is  [[  1.99989164   3.99981475   5.99973965]\n",
      " [ 21.99922752  23.99914932  25.99907494]]\n",
      "beta: [ 11.9995594   13.99948311  15.99940777]\n",
      "gamma: [ 9.99966812  9.99966812  9.99966812]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.00006962  7.00008059  8.0000906 ]\n",
      "moving_variance: [ 25.00028229  25.00028229  25.00028229]\n",
      "i: 300\n",
      "y1 is  [[  1.99998653   3.99997592   5.99996614]\n",
      " [ 21.99990082  23.99988937  25.99987984]]\n",
      "beta: [ 11.99994278  13.99993229  15.99992275]\n",
      "gamma: [ 9.99995613  9.99995613  9.99995613]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.00006771  7.00007963  8.00008965]\n",
      "moving_variance: [ 25.00027657  25.00027657  25.00027657]\n",
      "i: 350\n",
      "y1 is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 9.99998856  9.99998856  9.99998856]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.00006485  7.0000782   8.00008869]\n",
      "moving_variance: [ 25.00027275  25.00027275  25.00027275]\n",
      "i: 400\n",
      "y1 is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 9.99998856  9.99998856  9.99998856]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.00006437  7.00007391  8.00008392]\n",
      "moving_variance: [ 25.00026512  25.00026512  25.00026512]\n",
      "i: 450\n",
      "y1 is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 9.99998856  9.99998856  9.99998856]\n",
      "mean: [ 6.  7.  8.]\n",
      "variance: [ 25.  25.  25.]\n",
      "moving_mean: [ 6.00006294  7.000072    8.00007915]\n",
      "moving_variance: [ 25.00025368  25.00025368  25.00025368]\n",
      "!!!!!!!!!!!!!!!!!!!!!!!!!!!after train!!!!!!!!!!!!!!!!!!!!!!!!!\n",
      "x1  y1: [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "x2  y1: [[  1.99999905   3.99999809   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "x3  y1: [[  2.           4.           6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "x1 prediction: [[  1.99992657   3.99991131   5.99989605]\n",
      " [ 21.99980164  23.99978638  25.99977303]]\n",
      "x2 prediction: [[  5.99990177   5.99989891   5.99989605]\n",
      " [ 19.99981499  27.99976349  39.99968719]]\n",
      "x3 prediction: [[ 7.99988937  3.99991131  5.99989605]\n",
      " [ 9.99987698  5.99989891  9.99987125]]\n",
      "get variables with x1_\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 9.99998856  9.99998856  9.99998856]\n",
      "get variables with x2_\n",
      "beta: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma: [ 9.99998856  9.99998856  9.99998856]\n",
      "[<tf.Variable 'bn_1/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_variance:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_mean/biased:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_mean/local_step:0' shape=() dtype=float32_ref>, <tf.Variable 'bn_1/moving_variance/biased:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_variance/local_step:0' shape=() dtype=float32_ref>]\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow.python.training import moving_averages\n",
    "import batch_norm#笔记中有实现，对应.py也有。\n",
    "x1_ = np.array([[1.,2.,3.],[11.,12.,13.]], dtype=np.float32)#\n",
    "label1_ = tf.constant([[2.,4.,6.],[22.,24.,26.]],dtype=tf.float32)\n",
    "\n",
    "x2_ = np.array([[3.,3.,3.],[10.,14.,20.]],dtype=np.float32)\n",
    "x3_ = np.array([[4.,2.,3.],[5.,3.,5.]],dtype=np.float32)#和x2输出相近，作为对照\n",
    "\n",
    "input_ = tf.placeholder(shape=[2,3],dtype = tf.float32)\n",
    "y1,beta_,gamma_,mean_,variance_,moving_mean_,moving_variance_ = batch_norm.batch_norm(input_, is_training=True,scope=\"bn_1\",epsilon=1e-09)\n",
    "loss = tf.reduce_sum(tf.square(y1 - label1_))\n",
    "\n",
    "\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "\n",
    "with tf.control_dependencies(update_ops):\n",
    "    train_op = tf.train.GradientDescentOptimizer(learning_rate=0.01).minimize(loss)\n",
    "    \n",
    "#training=False，因为内部已经把average赋值给mean和variance了，所以不能看数据自己的平均值了\n",
    "prediction,beta2_,gamma2_,mean2_,variance2_,moving_mean2_,moving_variance2_ = batch_norm.batch_norm(input_, is_training=False,scope=\"bn_1\",epsilon=1e-09)\n",
    "\n",
    "\n",
    "switch = 1#选择保存变量\n",
    "if switch == 1:#可以将训练结果全部保存，resotre之后和之前输出结果一样\n",
    "    saver = tf.train.Saver()#默认应该就是var_list=tf.global_variables()\n",
    "elif switch == 2:#效果同1\n",
    "    saver = tf.train.Saver(tf.global_variables())\n",
    "else:#不行，不过好在TF防呆，根本不让通过\n",
    "    saver = tf.train.Saver(tf.trainable_variables())\n",
    "    \n",
    "init = tf.global_variables_initializer()\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    for i in range(500):\n",
    "        if i % 50 == 0:#一定要把打印放在训练前，才能看到变量的初始值\n",
    "            print('i:',i)\n",
    "            print('y1 is ',sess.run(y1, feed_dict={input_:x1_}))\n",
    "            beta,gamma,mean,variance,moving_mean,moving_variance = sess.run(\n",
    "                [beta_,gamma_,mean_,variance_,moving_mean_,moving_variance_], feed_dict={input_:x1_})\n",
    "            print('beta:',beta)\n",
    "            print('gamma:',gamma)\n",
    "            print('mean:',mean)\n",
    "            print('variance:',variance)\n",
    "            print('moving_mean:',moving_mean)\n",
    "            print('moving_variance:',moving_variance)\n",
    "\n",
    "        sess.run(train_op, feed_dict={input_:x1_})\n",
    "        saver.save(sess, './BN_variables_save.ckpt')\n",
    "    print('!!!!!!!!!!!!!!!!!!!!!!!!!!!after train!!!!!!!!!!!!!!!!!!!!!!!!!')\n",
    "    #用训练模式预测的会符合预期一些！！\n",
    "    print('x1  y1:',sess.run(y1,feed_dict={input_:x1_}))\n",
    "    print('x2  y1:',sess.run(y1,feed_dict={input_:x2_}))\n",
    "    print('x3  y1:',sess.run(y1,feed_dict={input_:x3_}))\n",
    "    #用预测模式预测的会偏差一些！！因为预测模式使用了moving_mean和moving_variance，这不是根据数据自身量身定制的！！！！\n",
    "    print('x1 prediction:',sess.run(prediction,feed_dict={input_:x1_}))\n",
    "    print('x2 prediction:',sess.run(prediction,feed_dict={input_:x2_}))\n",
    "    print('x3 prediction:',sess.run(prediction,feed_dict={input_:x3_}))\n",
    "    \n",
    "    print('get variables with x1_')\n",
    "    beta,gamma,mean,variance,moving_mean,moving_variance = sess.run(\n",
    "                [beta2_,gamma2_,mean2_,variance2_,moving_mean2_,moving_variance2_], feed_dict={input_:x1_})\n",
    "    \n",
    "    print('beta:',beta)\n",
    "    print('gamma:',gamma)\n",
    "\n",
    "    print('get variables with x2_')\n",
    "    beta,gamma,mean,variance,moving_mean,moving_variance = sess.run(\n",
    "                [beta2_,gamma2_,mean2_,variance2_,moving_mean2_,moving_variance2_], feed_dict={input_:x2_})\n",
    "    print('beta:',beta)\n",
    "    print('gamma:',gamma)\n",
    "\n",
    "\n",
    "    \n",
    "    print(tf.global_variables())\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "reduce_dims: [0]\n",
      "INFO:tensorflow:Restoring parameters from ./BN_variables_save.ckpt\n",
      "[<tf.Variable 'bn_1/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_variance:0' shape=(3,) dtype=float32_ref>]\n",
      "x1-prediction [[  1.99992657   3.99991131   5.99989605]\n",
      " [ 21.99980164  23.99978638  25.99977303]]\n",
      "x2-prediction [[  5.99990177   5.99989891   5.99989605]\n",
      " [ 19.99981499  27.99976349  39.99968719]]\n",
      "x3-prediction [[ 7.99988937  3.99991131  5.99989605]\n",
      " [ 9.99987698  5.99989891  9.99987125]]\n",
      "beta2_: [ 11.99998856  13.9999876   15.99998856]\n",
      "gamma2_: [ 9.99998856  9.99998856  9.99998856]\n",
      "mean2_: [ 6.00006199  7.00006914  8.00007725]\n",
      "variance2_: [ 25.00025368  25.00025368  25.00025368]\n",
      "moving_mean2_: [ 6.00006199  7.00006914  8.00007725]\n",
      "moving_variance2_: [ 25.00025368  25.00025368  25.00025368]\n"
     ]
    }
   ],
   "source": [
    "#手动variables的BN，加载model，使用非训练模式\n",
    "#其实如果你不保存变量，会报错的。。。其实也不用担心这里忘了保存。\n",
    "import tensorflow as tf\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow.python.training import moving_averages\n",
    "import batch_norm#笔记中有实现，对应.py也有。\n",
    "x1_ = np.array([[1.,2.,3.],[11.,12.,13.]], dtype=np.float32)#\n",
    "label1_ = tf.constant([[2.,4.,6.],[22.,24.,26.]],dtype=tf.float32)\n",
    "\n",
    "x2_ = np.array([[3.,3.,3.],[10.,14.,20.]],dtype=np.float32)\n",
    "x3_ = np.array([[4.,2.,3.],[5.,3.,5.]],dtype=np.float32)#和x2输出相近，作为对照\n",
    "\n",
    "input_ = tf.placeholder(shape=[2,3],dtype = tf.float32)\n",
    "\n",
    "prediction,beta2_,gamma2_,mean2_,variance2_,moving_mean2_,moving_variance2_ = batch_norm.batch_norm(input_, is_training=False,scope=\"bn_1\",epsilon=1e-09)\n",
    "\n",
    "\n",
    "loader = tf.train.Saver()\n",
    "with tf.Session() as sess:\n",
    "\n",
    "    loader.restore(sess, './BN_variables_save.ckpt')\n",
    "    print(tf.global_variables())\n",
    "    print('x1-prediction',sess.run(prediction,feed_dict={input_:x1_}))\n",
    "    print('x2-prediction',sess.run(prediction,feed_dict={input_:x2_}))\n",
    "    print('x3-prediction',sess.run(prediction,feed_dict={input_:x3_}))\n",
    "    print('beta2_:', sess.run(beta2_))\n",
    "    print('gamma2_:', sess.run(gamma2_))\n",
    "    print('mean2_:', sess.run(mean2_))\n",
    "    print('variance2_:', sess.run(variance2_))\n",
    "    print('moving_mean2_:', sess.run(moving_mean2_))\n",
    "    print('moving_variance2_:', sess.run(moving_variance2_))\n",
    "#保存前，恢复后，产生结果一致。\n",
    "# x1 prediction: [[  1.99992657   3.99991131   5.99989605]\n",
    "#  [ 21.99980164  23.99978638  25.99977303]]\n",
    "# x2 prediction: [[  5.99990177   5.99989891   5.99989605]\n",
    "#  [ 19.99981499  27.99976349  39.99968719]]\n",
    "# x3 prediction: [[ 7.99988937  3.99991131  5.99989605]\n",
    "#  [ 9.99987698  5.99989891  9.99987125]]\n",
    "\n",
    "# x1-prediction [[  1.99992657   3.99991131   5.99989605]\n",
    "#  [ 21.99980164  23.99978638  25.99977303]]\n",
    "# x2-prediction [[  5.99990177   5.99989891   5.99989605]\n",
    "#  [ 19.99981499  27.99976349  39.99968719]]\n",
    "# x3-prediction [[ 7.99988937  3.99991131  5.99989605]\n",
    "#  [ 9.99987698  5.99989891  9.99987125]]\n",
    "# beta2_: [ 11.99998856  13.9999876   15.99998856]\n",
    "# gamma2_: [ 9.99998856  9.99998856  9.99998856]\n",
    "# mean2_: [ 6.00006199  7.00006914  8.00007725]\n",
    "# variance2_: [ 25.00025368  25.00025368  25.00025368]\n",
    "# moving_mean2_: [ 6.00006199  7.00006914  8.00007725]\n",
    "# moving_variance2_: [ 25.00025368  25.00025368  25.00025368]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用tf.layers.batch_normalization再跑一边，贴近实际使用场景\n",
    "实测和前例一致，使用global_variables或者默认可以，使用trainable不行，而且restore也自动归为，不需要额外操作（真是省心）\n",
    "\n",
    "\n",
    "## 默认是training=False，如果预测时保持和训练相同的training=True，就不对了\n",
    "\n",
    "### 一定要使用control_dependencies来确保更新滑动平均(ema可代替？在实际工程中有所差异）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "update_ops: [<tf.Tensor 'bn_1/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'bn_1/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>]\n",
      "i: 0\n",
      "y1 is  [[-1.         -1.         -1.        ]\n",
      " [ 1.          1.00000012  1.00000012]]\n",
      "i: 50\n",
      "y1 is  [[  1.61034429   3.3505733    5.09080219]\n",
      " [ 19.27239609  21.01262474  22.75285339]]\n",
      "i: 100\n",
      "y1 is  [[  1.94938552   3.91564441   5.88190699]\n",
      " [ 21.64572525  23.61198425  25.57824707]]\n",
      "i: 150\n",
      "y1 is  [[  1.99342763   3.989043     5.9846611 ]\n",
      " [ 21.95398712  23.94960213  25.94522095]]\n",
      "i: 200\n",
      "y1 is  [[  1.99914825   3.99857593   5.99800634]\n",
      " [ 21.99402618  23.99345398  25.99288559]]\n",
      "i: 250\n",
      "y1 is  [[  1.99989164   3.99981475   5.99973965]\n",
      " [ 21.99922752  23.99914932  25.99907494]]\n",
      "i: 300\n",
      "y1 is  [[  1.99998653   3.99997592   5.99996614]\n",
      " [ 21.99990082  23.99988937  25.99987984]]\n",
      "i: 350\n",
      "y1 is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "i: 400\n",
      "y1 is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "i: 450\n",
      "y1 is  [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "!!!!!!!!!!!!!!!!!!!!!!!!!!!after train!!!!!!!!!!!!!!!!!!!!!!!!!\n",
      "x1  y1: [[  1.99999964   3.99999928   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "x2  y1: [[  1.99999905   3.99999809   6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "x3  y1: [[  2.           4.           6.        ]\n",
      " [ 21.99997711  23.99997711  25.99997711]]\n",
      "[<tf.Variable 'bn_1/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_variance:0' shape=(3,) dtype=float32_ref>]\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow.python.training import moving_averages\n",
    "x1_ = np.array([[1.,2.,3.],[11.,12.,13.]], dtype=np.float32)#\n",
    "label1_ = tf.constant([[2.,4.,6.],[22.,24.,26.]],dtype=tf.float32)\n",
    "\n",
    "x2_ = np.array([[3.,3.,3.],[10.,14.,20.]],dtype=np.float32)\n",
    "x3_ = np.array([[4.,2.,3.],[5.,3.,5.]],dtype=np.float32)#和x2输出相近，作为对照\n",
    "input_ = tf.placeholder(shape=[2,3],dtype = tf.float32)\n",
    "\n",
    "y1 = tf.layers.batch_normalization(input_, training=True,name=\"bn_1\",epsilon=1e-09)\n",
    "loss = tf.reduce_sum(tf.square(y1 - label1_))update_ops\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "print('update_ops:',update_ops)\n",
    "with tf.control_dependencies(update_ops):#可否省略主动关联更新操作？\n",
    "    train_op = tf.train.GradientDescentOptimizer(learning_rate=0.01).minimize(loss)\n",
    "  \n",
    "# train_op = tf.train.GradientDescentOptimizer(learning_rate=0.01).minimize(loss)  \n",
    "\n",
    "\n",
    "#有空看一下这个接口能不能scope重用，外层套一个？实际倒是用处不大，阶段都是分开的。\n",
    "# prediction = tf.layers.batch_normalization(input_, training=False,name=\"bn_1\",epsilon=1e-09)\n",
    "\n",
    "\n",
    "switch = 1#选择保存变量\n",
    "if switch == 1:#可以将训练结果全部保存，resotre之后和之前输出结果一样\n",
    "    saver = tf.train.Saver()#默认应该就是var_list=tf.global_variables()\n",
    "elif switch == 2:#效果同1\n",
    "    saver = tf.train.Saver(tf.global_variables())\n",
    "else:#trainable_variables不够，不过好在TF防呆，根本不让通过\n",
    "    saver = tf.train.Saver(tf.trainable_variables())\n",
    "    \n",
    "init = tf.global_variables_initializer()\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "    for i in range(500):\n",
    "        if i % 50 == 0:\n",
    "            print('i:',i)\n",
    "            print('y1 is ',sess.run(y1, feed_dict={input_:x1_}))\n",
    "\n",
    "        sess.run(train_op, feed_dict={input_:x1_})\n",
    "        saver.save(sess, './BN_variables_save2.ckpt')\n",
    "    print('!!!!!!!!!!!!!!!!!!!!!!!!!!!after train!!!!!!!!!!!!!!!!!!!!!!!!!')\n",
    "    #用训练模式预测的会符合预期一些！！\n",
    "    print('x1  y1:',sess.run(y1,feed_dict={input_:x1_}))\n",
    "    print('x2  y1:',sess.run(y1,feed_dict={input_:x2_}))\n",
    "    print('x3  y1:',sess.run(y1,feed_dict={input_:x3_}))\n",
    "    #用预测模式预测的会偏差一些！！因为预测模式使用了moving_mean和moving_variance，这不是根据数据自身量身定制的！！！！\n",
    "\n",
    "    print(tf.global_variables())\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Restoring parameters from ./BN_variables_save2.ckpt\n",
      "[<tf.Variable 'bn_1/gamma:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_mean:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'bn_1/moving_variance:0' shape=(3,) dtype=float32_ref>]\n",
      "x1-prediction [[  2.0474062    4.06059265   6.07377148]\n",
      " [ 22.11075783  24.12394524  26.13712502]]\n",
      "x2-prediction [[  6.06007671   6.06692791   6.07377148]\n",
      " [ 20.10442352  28.13661575  40.18147278]]\n",
      "x3-prediction [[  8.06641197   4.06059265   6.07377148]\n",
      " [ 10.07274723   6.06692791  10.08644199]]\n",
      "x4-prediction [[ 12.07908249   4.06059265   4.06743622]\n",
      " [ 42.17411041  52.21263885  62.25115967]]\n"
     ]
    }
   ],
   "source": [
    "#手动variables的BN，加载model，使用非训练模式\n",
    "#其实如果你不保存变量，会报错的。。。其实也不用担心这里忘了保存。\n",
    "import tensorflow as tf\n",
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow.python.training import moving_averages\n",
    "x1_ = np.array([[1.,2.,3.],[11.,12.,13.]], dtype=np.float32)#\n",
    "label1_ = tf.constant([[2.,4.,6.],[22.,24.,26.]],dtype=tf.float32)\n",
    "\n",
    "x2_ = np.array([[3.,3.,3.],[10.,14.,20.]],dtype=np.float32)\n",
    "x3_ = np.array([[4.,2.,3.],[5.,3.,5.]],dtype=np.float32)#和x2输出相近，作为对照\n",
    "x4_ = np.array([[6.,2.,2.],[21.,26.,31.]],dtype=np.float32)#和x2输出相近，作为对照\n",
    "\n",
    "input_ = tf.placeholder(shape=[2,3],dtype = tf.float32)\n",
    "\n",
    "\n",
    "#默认是False，如果预测时保持和训练相同的training=True，就不对了\n",
    "prediction = tf.layers.batch_normalization(input_, training=False,name=\"bn_1\",epsilon=1e-09)#如果这里用默认或者True呢\n",
    "# prediction = tf.layers.batch_normalization(input_, name=\"bn_1\",epsilon=1e-09)#如果这里用默认或者True呢\n",
    "# prediction = tf.layers.batch_normalization(input_, training=True,name=\"bn_1\",epsilon=1e-09)#如果这里用默认或者True呢\n",
    "\n",
    "loader = tf.train.Saver()\n",
    "with tf.Session() as sess:\n",
    "\n",
    "    loader.restore(sess, './BN_variables_save2.ckpt')\n",
    "    print(tf.global_variables())\n",
    "    print('x1-prediction',sess.run(prediction,feed_dict={input_:x1_}))\n",
    "    print('x2-prediction',sess.run(prediction,feed_dict={input_:x2_}))\n",
    "    print('x3-prediction',sess.run(prediction,feed_dict={input_:x3_}))\n",
    "    print('x4-prediction',sess.run(prediction,feed_dict={input_:x4_}))\n",
    "\n",
    "#与”预期“保持一致\n",
    "# x1-prediction [[  2.0474062    4.06059265   6.07377148]\n",
    "#  [ 22.11075783  24.12394524  26.13712502]]\n",
    "# x2-prediction [[  6.06007671   6.06692791   6.07377148]\n",
    "#  [ 20.10442352  28.13661575  40.18147278]]\n",
    "# x3-prediction [[  8.06641197   4.06059265   6.07377148]\n",
    "#  [ 10.07274723   6.06692791  10.08644199]]\n",
    "#如果仍然是训练阶段，则所有数据都接近label的2\\4\\6\\22\\24\\26\n",
    "# x1-prediction [[  1.99999964   3.99999928   6.        ]\n",
    "#  [ 21.99997711  23.99997711  25.99997711]]\n",
    "# x2-prediction [[  1.99999905   3.99999809   6.        ]\n",
    "#  [ 21.99997711  23.99997711  25.99997711]]\n",
    "# x3-prediction [[  2.           4.           6.        ]\n",
    "#  [ 21.99997711  23.99997711  25.99997711]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function batch_normalization in module tensorflow.python.layers.normalization:\n",
      "\n",
      "batch_normalization(inputs, axis=-1, momentum=0.99, epsilon=0.001, center=True, scale=True, beta_initializer=<tensorflow.python.ops.init_ops.Zeros object at 0x7f9d53f32cf8>, gamma_initializer=<tensorflow.python.ops.init_ops.Ones object at 0x7f9d53f32d30>, moving_mean_initializer=<tensorflow.python.ops.init_ops.Zeros object at 0x7f9d53f32d68>, moving_variance_initializer=<tensorflow.python.ops.init_ops.Ones object at 0x7f9d53f32da0>, beta_regularizer=None, gamma_regularizer=None, beta_constraint=None, gamma_constraint=None, training=False, trainable=True, name=None, reuse=None, renorm=False, renorm_clipping=None, renorm_momentum=0.99, fused=None)\n",
      "    Functional interface for the batch normalization layer.\n",
      "    \n",
      "    Reference: http://arxiv.org/abs/1502.03167\n",
      "    \n",
      "    \"Batch Normalization: Accelerating Deep Network Training by Reducing\n",
      "    Internal Covariate Shift\"\n",
      "    \n",
      "    Sergey Ioffe, Christian Szegedy\n",
      "    \n",
      "    Note: when training, the moving_mean and moving_variance need to be updated.\n",
      "    By default the update ops are placed in `tf.GraphKeys.UPDATE_OPS`, so they\n",
      "    need to be added as a dependency to the `train_op`. For example:\n",
      "    \n",
      "    ```python\n",
      "      update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
      "      with tf.control_dependencies(update_ops):\n",
      "        train_op = optimizer.minimize(loss)\n",
      "    ```\n",
      "    \n",
      "    Arguments:\n",
      "      inputs: Tensor input.\n",
      "      axis: Integer, the axis that should be normalized (typically the features\n",
      "        axis). For instance, after a `Convolution2D` layer with\n",
      "        `data_format=\"channels_first\"`, set `axis=1` in `BatchNormalization`.\n",
      "      momentum: Momentum for the moving average.\n",
      "      epsilon: Small float added to variance to avoid dividing by zero.\n",
      "      center: If True, add offset of `beta` to normalized tensor. If False, `beta`\n",
      "        is ignored.\n",
      "      scale: If True, multiply by `gamma`. If False, `gamma` is\n",
      "        not used. When the next layer is linear (also e.g. `nn.relu`), this can be\n",
      "        disabled since the scaling can be done by the next layer.\n",
      "      beta_initializer: Initializer for the beta weight.\n",
      "      gamma_initializer: Initializer for the gamma weight.\n",
      "      moving_mean_initializer: Initializer for the moving mean.\n",
      "      moving_variance_initializer: Initializer for the moving variance.\n",
      "      beta_regularizer: Optional regularizer for the beta weight.\n",
      "      gamma_regularizer: Optional regularizer for the gamma weight.\n",
      "      beta_constraint: An optional projection function to be applied to the `beta`\n",
      "          weight after being updated by an `Optimizer` (e.g. used to implement\n",
      "          norm constraints or value constraints for layer weights). The function\n",
      "          must take as input the unprojected variable and must return the\n",
      "          projected variable (which must have the same shape). Constraints are\n",
      "          not safe to use when doing asynchronous distributed training.\n",
      "      gamma_constraint: An optional projection function to be applied to the\n",
      "          `gamma` weight after being updated by an `Optimizer`.\n",
      "      training: Either a Python boolean, or a TensorFlow boolean scalar tensor\n",
      "        (e.g. a placeholder). Whether to return the output in training mode\n",
      "        (normalized with statistics of the current batch) or in inference mode\n",
      "        (normalized with moving statistics). **NOTE**: make sure to set this\n",
      "        parameter correctly, or else your training/inference will not work\n",
      "        properly.\n",
      "      trainable: Boolean, if `True` also add variables to the graph collection\n",
      "        `GraphKeys.TRAINABLE_VARIABLES` (see tf.Variable).\n",
      "      name: String, the name of the layer.\n",
      "      reuse: Boolean, whether to reuse the weights of a previous layer\n",
      "        by the same name.\n",
      "      renorm: Whether to use Batch Renormalization\n",
      "        (https://arxiv.org/abs/1702.03275). This adds extra variables during\n",
      "        training. The inference is the same for either value of this parameter.\n",
      "      renorm_clipping: A dictionary that may map keys 'rmax', 'rmin', 'dmax' to\n",
      "        scalar `Tensors` used to clip the renorm correction. The correction\n",
      "        `(r, d)` is used as `corrected_value = normalized_value * r + d`, with\n",
      "        `r` clipped to [rmin, rmax], and `d` to [-dmax, dmax]. Missing rmax, rmin,\n",
      "        dmax are set to inf, 0, inf, respectively.\n",
      "      renorm_momentum: Momentum used to update the moving means and standard\n",
      "        deviations with renorm. Unlike `momentum`, this affects training\n",
      "        and should be neither too small (which would add noise) nor too large\n",
      "        (which would give stale estimates). Note that `momentum` is still applied\n",
      "        to get the means and variances for inference.\n",
      "      fused: if `True`, use a faster, fused implementation if possible.\n",
      "        If `None`, use the system recommended implementation.\n",
      "    \n",
      "    Returns:\n",
      "      Output tensor.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(tf.layers.batch_normalization)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# python中的if并不能用placeholder解决,用tf.cond\n",
    "前边的运行流程有点不符合预期,python的if语句会对TF流程产生怎样的影响？\n",
    "\n",
    "多建一个模型，只能如此了，一次性选择是错误的，如果想这样建立模型，需要建立多个模型。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "true\n",
      "false\n",
      "model1:training=True:pred is  [[  2.   3.   4.]\n",
      " [ 12.  13.  14.]]\n",
      "model1:training=False:pred is  [[  2.   3.   4.]\n",
      " [ 12.  13.  14.]]\n",
      "model2:training=True:pred2 is  [[  3.   4.   5.]\n",
      " [ 13.  14.  15.]]\n",
      "model2:training=False:pred2 is  [[  3.   4.   5.]\n",
      " [ 13.  14.  15.]]\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "from tensorflow.python.training import moving_averages\n",
    "class test_training_param:\n",
    "    def __init__(self, x, is_training=True):\n",
    "        if is_training is True:\n",
    "            print('true')\n",
    "            x = x + 1\n",
    "        else:\n",
    "            print('false')\n",
    "            x = x + 2\n",
    "        self.x = x\n",
    "        \n",
    "x1_ = np.array([[1.,2.,3.],[11.,12.,13.]], dtype=np.float)#\n",
    "\n",
    "input_ = tf.placeholder(shape=[2,3],dtype = tf.float32)\n",
    "is_training = tf.placeholder(dtype=tf.bool)\n",
    "\n",
    "test = test_training_param(input_, is_training = True)\n",
    "pred = test.x\n",
    "\n",
    "test2 = test_training_param(input_, is_training = False)\n",
    "pred2 = test2.x\n",
    "init = tf.global_variables_initializer()\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(init)\n",
    "\n",
    "    print('model1:training=True:pred is ',sess.run(pred, feed_dict={input_:x1_, is_training:True}))\n",
    "    print('model1:training=False:pred is ',sess.run(pred, feed_dict={input_:x1_, is_training:False}))\n",
    "    \n",
    "    print('model2:training=True:pred2 is ',sess.run(pred2, feed_dict={input_:x1_, is_training:True}))\n",
    "    print('model2:training=False:pred2 is ',sess.run(pred2, feed_dict={input_:x1_, is_training:False}))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "34\n",
      "28\n",
      "34\n",
      "28\n",
      "108\n",
      "108\n",
      "28\n"
     ]
    }
   ],
   "source": [
    "x = tf.constant(2)\n",
    "y = tf.constant(5)\n",
    "z = tf.constant(8)\n",
    "boolean_tensor = tf.placeholder(dtype=tf.bool)\n",
    "def f1(): return tf.multiply(x, 17)\n",
    "def f2(): return tf.add(y, 23)\n",
    "def f3(): return tf.add(z, 100)#这里的x、y、z参数，其实是定义好的tensor，不是传入的参数。\n",
    "r = tf.cond(tf.less(x, y), f1, f2)\n",
    "r2 = tf.cond(tf.less(y, x), f1, f2)\n",
    "r3 = tf.cond(tf.less(y, z), f1, f2)\n",
    "r4 = tf.cond(tf.less(z, y), f1, f2)\n",
    "r5 = tf.cond(tf.less(x, y), f3, f2)#x小雨y，执行f3并return\n",
    "r10 = tf.cond(boolean_tensor, f3, f2)\n",
    "with tf.Session() as sess:\n",
    "    print(sess.run(r))\n",
    "    print(sess.run(r2))\n",
    "    print(sess.run(r3))\n",
    "    print(sess.run(r4))\n",
    "    print(sess.run(r5))\n",
    "    print(sess.run(r10,feed_dict={boolean_tensor:True}))\n",
    "    print(sess.run(r10,feed_dict={boolean_tensor:False}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### ndarray基本操作验证"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(4, 2, 3, 3)\n",
      "(2, 2, 3, 3)\n",
      "[[[[  2.   4.   6.]\n",
      "   [  8.  10.  12.]\n",
      "   [ 14.  16.  18.]]\n",
      "\n",
      "  [[  2.   4.   6.]\n",
      "   [  8.  10.  12.]\n",
      "   [ 14.  16.  18.]]]\n",
      "\n",
      "\n",
      " [[[ 22.  24.  26.]\n",
      "   [ 28.  30.  32.]\n",
      "   [ 34.  36.  38.]]\n",
      "\n",
      "  [[ 22.  24.  26.]\n",
      "   [ 28.  30.  32.]\n",
      "   [ 34.  36.  38.]]]]\n",
      "[[[[  1.   2.   3.]\n",
      "   [  4.   5.   6.]\n",
      "   [  7.   8.   9.]]\n",
      "\n",
      "  [[  1.   2.   3.]\n",
      "   [  4.   5.   6.]\n",
      "   [  7.   8.   9.]]]\n",
      "\n",
      "\n",
      " [[[ 11.  12.  13.]\n",
      "   [ 14.  15.  16.]\n",
      "   [ 17.  18.  19.]]\n",
      "\n",
      "  [[ 11.  12.  13.]\n",
      "   [ 14.  15.  16.]\n",
      "   [ 17.  18.  19.]]]]\n"
     ]
    }
   ],
   "source": [
    "#错误写法，不能保证数值变2,是list扩一倍\n",
    "label1_ = np.array([\n",
    "    [[[1.,2.,3.],[4.,5.,6.],[7.,8.,9.]],[[1.,2.,3.],[4.,5.,6.],[7.,8.,9.]]],\n",
    "    [[[11.,12.,13.],[14.,15.,16.],[17.,18.,19.]],[[11.,12.,13.],[14.,15.,16.],[17.,18.,19.]]],\n",
    "]*2, dtype=np.float)\n",
    "print(label1_.shape)\n",
    "#正确写法\n",
    "label1_ = np.array([\n",
    "    [[[1.,2.,3.],[4.,5.,6.],[7.,8.,9.]],[[1.,2.,3.],[4.,5.,6.],[7.,8.,9.]]],\n",
    "    [[[11.,12.,13.],[14.,15.,16.],[17.,18.,19.]],[[11.,12.,13.],[14.,15.,16.],[17.,18.,19.]]],\n",
    "], dtype=np.float)\n",
    "label2_ = np.multiply(label1_,2)\n",
    "print(label2_.shape)\n",
    "print(label2_)\n",
    "print(label1_)#不影响原array"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'tensorflow.python.ops.nn' has no attribute 'BatchNorm2d'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-2-043410140ab8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mhelp\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnn\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mBatchNorm2d\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m: module 'tensorflow.python.ops.nn' has no attribute 'BatchNorm2d'"
     ]
    }
   ],
   "source": [
    "help(tf.nn.BatchNorm2d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 关于这个BN如何被训练到"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#关于tf.add_to_collection(tf.GraphKeys.UPDATE_OPS, update_move_mean)\n",
    "#这个是，把update_move_mean放到这个graph的更新操作中？但是哪有默认的更新操作？不是sess.run()对应一个操作吗？\n",
    "#确实如此，利用dependency来运行，\n",
    "\n",
    "\n",
    "#tf提供了接口，这个算是使用自定义参数的版本？tf的黑盒操作等于隐藏了这部分参数，实际上有参数。\n",
    "#自定义了beta、gamma、moving_mean、moving_variance\n",
    "#训练的时候moving_mean, moving_variance特殊处理，预测的时候直接赋值。\n",
    "#关于这组参数，训练的时候要更新他们，要设置到UPDATE_OPS里，并且mean和variance也是从这个batch里得到的。\n",
    "#推断的时候当然不能更新了，而且这个mean和variance也不是从batch里拿了，是从variable里取出来。\n",
    "#而且他们的设定是trainable=False，默认是不训练的，就是利用UPDATE_OPS来训练。途径问题！！！！\n",
    "#所以，更得搞明白，这个UPDATE_OPS到底从哪取出来用了？？？？？？？？？？？？？？？？\n",
    "#可能这个网络根本就不全，不能真正用来训练。只有结构，没有loss之类的？\n",
    "\n",
    "tf.nn.batch_normalization(x, mean, variance, beta, gamma, epsilon)\n",
    "beta\\gamma对应offset和scale，分别是平移和缩放。\n",
    "\n",
    "\n",
    "#一个完整使用案例：\n",
    "#tf.layers.batch_normalization()设置training参数，以便添加到指定collection？\n",
    "#todo：如何查询collection的内容？？？？\n",
    "'''\n",
    "注意，是training不是trainable：\n",
    "training参数是一个boolean，如果设置不对，就不能好好working了。\n",
    "训练的时候返回output，利用当前batch的统计数据做normalize。\n",
    "推断的时候返回output，利用moving移动统计数据？\n",
    "\n",
    "trainable是决定是否添加到GraphKeys.TRAINABLE_VARIABLES\n",
    "'''\n",
    "#然后通过get_collection和control_dependencies来把这个操作绑定到训练中，也就是这个黑盒接口内部的参数被训练吧\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "with tf.control_dependencies(update_ops):\n",
    "    train_op = optimizer.minimize(loss)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 其他基本接口实验和验证"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "### TF共有三个BN接口\n",
    "1.最底层的实现，需要自定义变量，就是本文方法，麻烦一些但是方便理解原理。\n",
    "tf.nn.batch_normalization(\n",
    "    x,\n",
    "    mean,\n",
    "    variance,\n",
    "    offset,\n",
    "    scale,\n",
    "    variance_epsilon,\n",
    "    name=None\n",
    ")\n",
    "\n",
    "\n",
    "2.layers封装下，顾名思义，以层的形式出现。具体更新方法，前边也提过，tf.GraphKeys.UPDATE_OPS，get_collection得到，然后设置train_op的dependency，这个依赖无论用哪套实现，都要有的，只不过第一种需要手动添加再get，第二种自动添加，直接get\n",
    "\n",
    "tf.layers.batch_normalization( inputs, axis=-1, momentum=0.99, epsilon=0.001, \n",
    "center=True,\n",
    "scale=True, \n",
    "beta_initializer=tf.zeros_initializer(), gamma_initializer=tf.ones_initializer(), moving_mean_initializer=tf.zeros_initializer(), moving_variance_initializer=tf.ones_initializer(), beta_regularizer=None, gamma_regularizer=None, beta_constraint=None, gamma_constraint=None, training=False, trainable=True, name=None, reuse=None, renorm=False, renorm_clipping=None, renorm_momentum=0.99, fused=None, virtual_batch_size=None, adjustment=None )\n",
    "\n",
    "\n",
    "\n",
    "3.contrib封装的layers，和2差不多，但是默认的scale是False，就是默认不缩放只偏移了，反正，可能偏移更重要些，避开那个线性区间。\n",
    "注意看updates_collections，其实不是死的，默认放在了tf.GraphKeys.UPDATE_OPS这个key下，第二个接口是写死在了这个key下。\n",
    "\n",
    "updates_collections是只有contrib才有的参数？\n",
    "tf.contrib.layers.batch_norm( inputs, decay=0.999, \n",
    "center=True, \n",
    "scale=False, \n",
    "epsilon=0.001, activation_fn=None, param_initializers=None, param_regularizers=None, updates_collections=tf.GraphKeys.UPDATE_OPS,\n",
    "is_training=True, reuse=None, variables_collections=None, outputs_collections=None, trainable=True, batch_weights=None, fused=None, data_format=DATA_FORMAT_NHWC, zero_debias_moving_mean=False, scope=None, renorm=False, renorm_clipping=None, renorm_decay=0.99, adjustment=None )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 和我的例子同样接口，另一套实现，差不太多，先不看了\n",
    "https://blog.csdn.net/huitailangyz/article/details/85015611\n",
    "import tensorflow as tf def batch_norm(x, name_scope, training, epsilon=1e-3, decay=0.99): \"\"\" Assume nd [batch, N1, N2, ..., Nm, Channel] tensor\"\"\" with tf.variable_scope(name_scope): size = x.get_shape().as_list()[-1] scale = tf.get_variable('scale', [size], initializer=tf.constant_initializer(0.1)) offset = tf.get_variable('offset', [size]) pop_mean = tf.get_variable('pop_mean', [size], initializer=tf.zeros_initializer(), trainable=False) pop_var = tf.get_variable('pop_var', [size], initializer=tf.ones_initializer(), trainable=False) batch_mean, batch_var = tf.nn.moments(x, list(range(len(x.get_shape())-1))) train_mean_op = tf.assign(pop_mean, pop_mean * decay + batch_mean * (1 - decay)) train_var_op = tf.assign(pop_var, pop_var * decay + batch_var * (1 - decay)) def batch_statistics(): with tf.control_dependencies([train_mean_op, train_var_op]): return tf.nn.batch_normalization(x, batch_mean, batch_var, offset, scale, epsilon) def population_statistics(): return tf.nn.batch_normalization(x, pop_mean, pop_var, offset, scale, epsilon) return tf.cond(training, batch_statistics, population_statistics) is_traing = tf.placeholder(dtype=tf.bool) input = tf.ones([1, 2, 2, 3]) output = batch_norm(input, name_scope='batch_norm_nn', training=is_traing) with tf.Session() as sess: sess.run(tf.global_variables_initializer()) saver = tf.train.Saver() saver.save(sess, \"batch_norm_nn/Model\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 扩展：一个control_dependencies的练习 "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Add:  3\n",
      "Add:  3\n",
      "Add_with_dependencies:  12\n"
     ]
    }
   ],
   "source": [
    "#单独的add操作，是x1+x2，输出3\n",
    "x1_ = tf.Variable(1)\n",
    "x2_ = tf.Variable(2)\n",
    "update_op = tf.assign(x1_,10)\n",
    "add = tf.add(x1_,x2_)\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    res1_,  = sess.run([add])\n",
    "    print('Add: ',res1_)\n",
    "#加依赖y1自赋值10的update_op，被依赖，res2_是y1_+y2_，但是是y1_自赋值10后的，所以是10+2=12\n",
    "y1_ = tf.Variable(1)\n",
    "y2_ = tf.Variable(2)\n",
    "update_op = tf.assign(y1_, 10)#重名\n",
    "\n",
    "with tf.control_dependencies([update_op]):\n",
    "    add_with_dependencies = tf.add(y1_, y2_)\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    res1_, res2_ = sess.run([add, add_with_dependencies])\n",
    "    print('Add: ',res1_)\n",
    "    print('Add_with_dependencies: ',res2_)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 获取tf.GraphKeys.UPDATE_OPS打印BN的更新操作\n",
    "\n",
    "默认放在了这个key下\n",
    "\n",
    "只有是tf.contrib.layers.batch_norm接口才能设置updates_collections\n",
    "可以改一下key试试,但是key不是自己随便能加的？只有那几个固定的，也不知道放到什么key测才合适。\n",
    "\n",
    "key都是定死的？不能自定义？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<tf.Tensor 'batch_normalization/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_2/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_2/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_3/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_3/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>]\n",
      "UPDATE_OPS:  [<tf.Tensor 'batch_normalization/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_2/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_2/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_3/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_3/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_4/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'batch_normalization_4/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>]\n"
     ]
    }
   ],
   "source": [
    "is_training = tf.placeholder(dtype = tf.bool)\n",
    "input = tf.ones([1,2,2,3])\n",
    "output = tf.layers.batch_normalization(input, training = is_training)\n",
    "\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "print(update_ops)#直接打印就可以看到了。\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    saver = tf.train.Saver()\n",
    "    saver.save(sess, \"batch_norm_layer/Model\")\n",
    "    \n",
    "is_training = tf.placeholder(dtype = tf.bool)\n",
    "input = tf.ones([1,2,2,3])\n",
    "output = tf.layers.batch_normalization(input, training = is_training)\n",
    "\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "print('UPDATE_OPS: ',update_ops)\n",
    "\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    saver = tf.train.Saver()\n",
    "    saver.save(sess, \"batch_norm_layer/Model\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<tf.Tensor 'BatchNorm/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'BatchNorm/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>]\n"
     ]
    }
   ],
   "source": [
    "is_training = tf.placeholder(dtype = tf.bool)\n",
    "input = tf.ones([1,2,2,3])\n",
    "output = tf.contrib.layers.batch_norm(input, is_training = is_training)\n",
    "\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "print(update_ops)#直接打印就可以看到了。\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    saver = tf.train.Saver()\n",
    "    saver.save(sess, \"batch_norm_layer/Model\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "UPDATE_OPS:  [<tf.Tensor 'BatchNorm/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'BatchNorm/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>]\n",
      "my ops:  [<tf.Variable 'BatchNorm/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'BatchNorm_1/beta:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'BatchNorm_1/cond/Merge:0' shape=(3,) dtype=float32>, <tf.Tensor 'BatchNorm_1/cond/Merge_1:0' shape=(3,) dtype=float32>]\n",
      "WARNING:tensorflow:Error encountered when serializing trainable_variables.\n",
      "Type is unsupported, or the types of the items don't match field type in CollectionDef.\n",
      "'Tensor' object has no attribute 'to_proto'\n"
     ]
    }
   ],
   "source": [
    "#本想把这个操作存在tf.GraphKeys.UPDATE_OPS之外的地方，没有合适操作\n",
    "#强行把ops放到VARIABLES也不是个事儿，这个执行不了\n",
    "'''\n",
    "is_training = tf.placeholder(dtype = tf.bool)\n",
    "input = tf.ones([1,2,2,3])\n",
    "#output = tf.layers.batch_normalization(input, training = is_training, update_collections = tf.GraphKeys.my_ops)\n",
    "output = tf.contrib.layers.batch_norm(input, is_training = is_training, updates_collections = tf.GraphKeys.TRAINABLE_VARIABLES)\n",
    "\n",
    "update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS)\n",
    "print('UPDATE_OPS: ',update_ops)\n",
    "\n",
    "my_ops = tf.get_collection(tf.GraphKeys.TRAINABLE_VARIABLES)\n",
    "print('my ops: ', my_ops)\n",
    "\n",
    "with tf.Session() as sess:\n",
    "    sess.run(tf.global_variables_initializer())\n",
    "    saver = tf.train.Saver()\n",
    "    saver.save(sess, \"batch_norm_layer/Model\")\n",
    "'''\n",
    "    '''\n",
    "UPDATE_OPS:  [<tf.Tensor 'BatchNorm/AssignMovingAvg:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'BatchNorm/AssignMovingAvg_1:0' shape=(3,) dtype=float32_ref>]\n",
    "my ops:  [<tf.Variable 'BatchNorm/beta:0' shape=(3,) dtype=float32_ref>, <tf.Variable 'BatchNorm_1/beta:0' shape=(3,) dtype=float32_ref>, <tf.Tensor 'BatchNorm_1/cond/Merge:0' shape=(3,) dtype=float32>, <tf.Tensor 'BatchNorm_1/cond/Merge_1:0' shape=(3,) dtype=float32>]\n",
    "WARNING:tensorflow:Error encountered when serializing trainable_variables.\n",
    "Type is unsupported, or the types of the items don't match field type in CollectionDef.\n",
    "'Tensor' object has no attribute 'to_proto'\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:VARIABLES collection name is deprecated, please use GLOBAL_VARIABLES instead; VARIABLES will be removed after 2017-03-02.\n",
      "WARNING:tensorflow:VARIABLES collection name is deprecated, please use GLOBAL_VARIABLES instead; VARIABLES will be removed after 2017-03-02.\n",
      "WARNING:tensorflow:VARIABLES collection name is deprecated, please use GLOBAL_VARIABLES instead; VARIABLES will be removed after 2017-03-02.\n",
      "WARNING:tensorflow:VARIABLES collection name is deprecated, please use GLOBAL_VARIABLES instead; VARIABLES will be removed after 2017-03-02.\n",
      "Help on class GraphKeys in module tensorflow.python.framework.ops:\n",
      "\n",
      "class GraphKeys(builtins.object)\n",
      " |  Standard names to use for graph collections.\n",
      " |  \n",
      " |  The standard library uses various well-known names to collect and\n",
      " |  retrieve values associated with a graph. For example, the\n",
      " |  `tf.Optimizer` subclasses default to optimizing the variables\n",
      " |  collected under `tf.GraphKeys.TRAINABLE_VARIABLES` if none is\n",
      " |  specified, but it is also possible to pass an explicit list of\n",
      " |  variables.\n",
      " |  \n",
      " |  The following standard keys are defined:\n",
      " |  \n",
      " |  * `GLOBAL_VARIABLES`: the default collection of `Variable` objects, shared\n",
      " |    across distributed environment (model variables are subset of these). See\n",
      " |    @{tf.global_variables}\n",
      " |    for more details.\n",
      " |    Commonly, all `TRAINABLE_VARIABLES` variables will be in `MODEL_VARIABLES`,\n",
      " |    and all `MODEL_VARIABLES` variables will be in `GLOBAL_VARIABLES`.\n",
      " |  * `LOCAL_VARIABLES`: the subset of `Variable` objects that are local to each\n",
      " |    machine. Usually used for temporarily variables, like counters.\n",
      " |    Note: use `tf.contrib.framework.local_variable` to add to this collection.\n",
      " |  * `MODEL_VARIABLES`: the subset of `Variable` objects that are used in the\n",
      " |    model for inference (feed forward). Note: use\n",
      " |    `tf.contrib.framework.model_variable` to add to this collection.\n",
      " |  * `TRAINABLE_VARIABLES`: the subset of `Variable` objects that will\n",
      " |    be trained by an optimizer. See\n",
      " |    @{tf.trainable_variables}\n",
      " |    for more details.\n",
      " |  * `SUMMARIES`: the summary `Tensor` objects that have been created in the\n",
      " |    graph. See\n",
      " |    @{tf.summary.merge_all}\n",
      " |    for more details.\n",
      " |  * `QUEUE_RUNNERS`: the `QueueRunner` objects that are used to\n",
      " |    produce input for a computation. See\n",
      " |    @{tf.train.start_queue_runners}\n",
      " |    for more details.\n",
      " |  * `MOVING_AVERAGE_VARIABLES`: the subset of `Variable` objects that will also\n",
      " |    keep moving averages.  See\n",
      " |    @{tf.moving_average_variables}\n",
      " |    for more details.\n",
      " |  * `REGULARIZATION_LOSSES`: regularization losses collected during graph\n",
      " |    construction.\n",
      " |  \n",
      " |  The following standard keys are _defined_, but their collections are **not**\n",
      " |  automatically populated as many of the others are:\n",
      " |  \n",
      " |  * `WEIGHTS`\n",
      " |  * `BIASES`\n",
      " |  * `ACTIVATIONS`\n",
      " |  \n",
      " |  Data descriptors defined here:\n",
      " |  \n",
      " |  __dict__\n",
      " |      dictionary for instance variables (if defined)\n",
      " |  \n",
      " |  __weakref__\n",
      " |      list of weak references to the object (if defined)\n",
      " |  \n",
      " |  ----------------------------------------------------------------------\n",
      " |  Data and other attributes defined here:\n",
      " |  \n",
      " |  ACTIVATIONS = 'activations'\n",
      " |  \n",
      " |  ASSET_FILEPATHS = 'asset_filepaths'\n",
      " |  \n",
      " |  BIASES = 'biases'\n",
      " |  \n",
      " |  CONCATENATED_VARIABLES = 'concatenated_variables'\n",
      " |  \n",
      " |  COND_CONTEXT = 'cond_context'\n",
      " |  \n",
      " |  EVAL_STEP = 'eval_step'\n",
      " |  \n",
      " |  GLOBAL_STEP = 'global_step'\n",
      " |  \n",
      " |  GLOBAL_VARIABLES = 'variables'\n",
      " |  \n",
      " |  INIT_OP = 'init_op'\n",
      " |  \n",
      " |  LOCAL_INIT_OP = 'local_init_op'\n",
      " |  \n",
      " |  LOCAL_RESOURCES = 'local_resources'\n",
      " |  \n",
      " |  LOCAL_VARIABLES = 'local_variables'\n",
      " |  \n",
      " |  LOSSES = 'losses'\n",
      " |  \n",
      " |  MODEL_VARIABLES = 'model_variables'\n",
      " |  \n",
      " |  MOVING_AVERAGE_VARIABLES = 'moving_average_variables'\n",
      " |  \n",
      " |  QUEUE_RUNNERS = 'queue_runners'\n",
      " |  \n",
      " |  READY_FOR_LOCAL_INIT_OP = 'ready_for_local_init_op'\n",
      " |  \n",
      " |  READY_OP = 'ready_op'\n",
      " |  \n",
      " |  REGULARIZATION_LOSSES = 'regularization_losses'\n",
      " |  \n",
      " |  RESOURCES = 'resources'\n",
      " |  \n",
      " |  SAVEABLE_OBJECTS = 'saveable_objects'\n",
      " |  \n",
      " |  SAVERS = 'savers'\n",
      " |  \n",
      " |  SUMMARIES = 'summaries'\n",
      " |  \n",
      " |  SUMMARY_OP = 'summary_op'\n",
      " |  \n",
      " |  TABLE_INITIALIZERS = 'table_initializer'\n",
      " |  \n",
      " |  TRAINABLE_RESOURCE_VARIABLES = 'trainable_resource_variables'\n",
      " |  \n",
      " |  TRAINABLE_VARIABLES = 'trainable_variables'\n",
      " |  \n",
      " |  TRAIN_OP = 'train_op'\n",
      " |  \n",
      " |  UPDATE_OPS = 'update_ops'\n",
      " |  \n",
      " |  VARIABLES = 'variables'\n",
      " |  \n",
      " |  WEIGHTS = 'weights'\n",
      " |  \n",
      " |  WHILE_CONTEXT = 'while_context'\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(tf.GraphKeys)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 其实他这个问题和我之前的一个误操作的最终运行情况类似——等于使用了初始值去跑inference——不过我那是根本就不训练直接跑，他是不加依赖关系所以没更新变量。\n",
    "https://blog.csdn.net/huitailangyz/article/details/85015611\n",
    "笔者最先使用时只是了解到了在tensorflow中tf.layers.batch_normalization这个函数，就在函数中直接将其使用，该函数中有一个参数为training，在训练阶段赋值True，在测试阶段赋值False。但是在训练完成后，出现了奇怪的现象时，在training赋值为True时，测试的正确率正常，但是training赋值为False时，测试正确率就很低。上述错误使用过程可以精简为下列代码段\n",
    "\n",
    "is_traing = tf.placeholder(dtype=tf.bool)\n",
    "input = tf.ones([1, 2, 2, 3])\n",
    "output = tf.layers.batch_normalization(input, training=is_traing)\n",
    "loss = ...\n",
    "train_op = optimizer.minimize(loss)\n",
    "\n",
    "with tf.Session() as sess:\n",
    "\tsess.run(tf.global_variables_initializer())\n",
    "\tsess.run(train_op)\n",
    "    \n",
    "作者贴出了tensorflow中BN的实现！！！！！关键点可能是这个_do_update没执行？\n",
    "大概是吧，第一个函数中update_delta和assign_sub算是计算学习率和更新变量吧。\n",
    "def _assign_moving_average(self, variable, value, momentum): \n",
    "    with ops.name_scope(None, 'AssignMovingAvg', [variable, value, momentum]) as scope:\n",
    "        decay = ops.convert_to_tensor(1.0 - momentum, name='decay')\n",
    "        if decay.dtype != variable.dtype.base_dtype:\n",
    "            decay = math_ops.cast(decay, variable.dtype.base_dtype)\n",
    "        update_delta = (variable - value) * decay\n",
    "        return state_ops.assign_sub(variable, update_delta, name=scope) \n",
    "def _do_update(var, value): \n",
    "    return self._assign_moving_average(var, value, self.momentum)\n",
    "\n",
    "\n",
    "    \n",
    "可以看到其内部逻辑和我在介绍tf.nn.batch_normalization一节中展示的封装时所使用的方法类似。\n",
    "如果不在使用时添加tf.control_dependencies函数，即在训练时(training=True)每批次时只会计算当批次的mean和var，并传递给tf.nn.batch_normalization进行归一化，由于mean_update和variance_update在计算图中并不在上述操作的依赖路径上，因为并不会主动完成，也就是说，在训练时mean_update和variance_update并不会被使用到，其值一直是初始值。因此在测试阶段(training=False)使用这两个作为mean和variance并进行归一化操作，这样就会出现错误。而如果使用tf.control_dependencies函数，会在训练阶段每次训练操作执行前被动地去执行mean_update和variance_update，因此moving_mean和moving_variance会被不断更新，在测试时使用该参数也就不会出现错误。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### moments接口，得到输入张量的平均值和方差。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 3.  3.  3.]]\n",
      "[[ 4.  1.  0.]]\n"
     ]
    }
   ],
   "source": [
    "x = tf.constant([[1.,2.,3.],[5.,4.,3.]])\n",
    "#mean, variance = tf.nn.moments(x)#默认不是0，不允许不输入axes\n",
    "mean, variance = tf.nn.moments(x, axes=[0])#axes=[0]就是样本间同特征的操作，1就是样本内部，BN使用0\n",
    "mean, variance = tf.nn.moments(x, axes=[0],keep_dims=True)#保持维度并不影响计算过程，是最后输出的包装。\n",
    "with tf.Session() as sess:\n",
    "    print(sess.run(mean))\n",
    "    print(sess.run(variance))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "3"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "virtual py36",
   "language": "python",
   "name": "py36"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}