Masked_Yield_Prediction_PoC.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Masked_Yield_Prediction_PoC.ipynb","provenance":[],"toc_visible":true,"machine_shape":"hm","mount_file_id":"1m77gzJPFnnkYBoilvuHm6iOZe1GfTAks","authorship_tag":"ABX9TyMVxccRPxyeq2F17qz6aqqy"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"NZUo9_uIe6CK"},"source":["# The machine learning component of our project \n","--> predicting yield from enviornmental factors"]},{"cell_type":"markdown","metadata":{"id":"q3QYqxOKfFyD"},"source":["## imports"]},{"cell_type":"code","metadata":{"id":"XgzFw419eWSS","executionInfo":{"status":"ok","timestamp":1620873863956,"user_tz":240,"elapsed":4082,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["import pickle # we pickled the input\n","import os     # file operations\n","\n","import pandas as pd # file reading\n","import numpy as np  # numerical operations\n","\n","from collections import defaultdict\n","from sklearn.model_selection import train_test_split\n","\n","import tensorflow as tf   # Deep learning\n","import sklearn             # metrics and validation\n","\n","import matplotlib.pyplot as plt"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"kTxyJ2K4sZYw","executionInfo":{"status":"ok","timestamp":1620873897419,"user_tz":240,"elapsed":3694,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["# change dir to project folder \n","work_dir = '/content/drive/MyDrive/RemoteSensing/RS_FinalProj'\n","os.chdir(work_dir)"],"execution_count":3,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"o5a6UrBPfHE9"},"source":["## Bringing in the data"]},{"cell_type":"code","metadata":{"id":"iyjBeO4u2omE","executionInfo":{"status":"ok","timestamp":1620873897420,"user_tz":240,"elapsed":3677,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["BATCH_SIZE = 8\n","SEED = 31415"],"execution_count":4,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"Nwu6Zajr-lW-"},"source":["### Yield"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":204},"id":"DNsfYXY3fJLg","executionInfo":{"status":"ok","timestamp":1620873897422,"user_tz":240,"elapsed":3663,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"4e095f3b-7b60-4c57-a98f-e60a06ce4d82"},"source":["# labels data:\n","labels = pd.read_csv('./yield.csv', index_col='Corn_Yields')\n","# reformat titles\n","labels.index = [label.replace('_', ' ') for label in labels.index]\n","labels = labels.sort_index()\n","labels.head(5)"],"execution_count":5,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>2011</th>\n","      <th>2012</th>\n","      <th>2013</th>\n","      <th>2014</th>\n","      <th>2015</th>\n","      <th>2016</th>\n","      <th>2017</th>\n","      <th>2018</th>\n","      <th>2019</th>\n","      <th>2020</th>\n","      <th>Avg.</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>Adair</th>\n","      <td>152.8</td>\n","      <td>104.4</td>\n","      <td>137.8</td>\n","      <td>169.3</td>\n","      <td>176.5</td>\n","      <td>190.3</td>\n","      <td>175.2</td>\n","      <td>149.5</td>\n","      <td>176.6</td>\n","      <td>169.7</td>\n","      <td>160.2</td>\n","    </tr>\n","    <tr>\n","      <th>Adams</th>\n","      <td>151.7</td>\n","      <td>109.8</td>\n","      <td>147.6</td>\n","      <td>169.9</td>\n","      <td>169.6</td>\n","      <td>187.4</td>\n","      <td>179.9</td>\n","      <td>171.6</td>\n","      <td>NaN</td>\n","      <td>174.2</td>\n","      <td>162.4</td>\n","    </tr>\n","    <tr>\n","      <th>Allamakee</th>\n","      <td>173.3</td>\n","      <td>153.6</td>\n","      <td>162.1</td>\n","      <td>175.6</td>\n","      <td>175.4</td>\n","      <td>205.1</td>\n","      <td>190.5</td>\n","      <td>198.4</td>\n","      <td>187.2</td>\n","      <td>197.4</td>\n","      <td>181.9</td>\n","    </tr>\n","    <tr>\n","      <th>Appanoose</th>\n","      <td>120.1</td>\n","      <td>44.5</td>\n","      <td>109.1</td>\n","      <td>170.9</td>\n","      <td>154.3</td>\n","      <td>186.3</td>\n","      <td>170.0</td>\n","      <td>NaN</td>\n","      <td>166.8</td>\n","      <td>145.0</td>\n","      <td>140.8</td>\n","    </tr>\n","    <tr>\n","      <th>Audubon</th>\n","      <td>176.6</td>\n","      <td>114.8</td>\n","      <td>157.1</td>\n","      <td>185.5</td>\n","      <td>189.8</td>\n","      <td>206.1</td>\n","      <td>211.2</td>\n","      <td>180.0</td>\n","      <td>216.0</td>\n","      <td>171.7</td>\n","      <td>180.9</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["            2011   2012   2013   2014   2015  ...   2017   2018   2019   2020   Avg.\n","Adair      152.8  104.4  137.8  169.3  176.5  ...  175.2  149.5  176.6  169.7  160.2\n","Adams      151.7  109.8  147.6  169.9  169.6  ...  179.9  171.6    NaN  174.2  162.4\n","Allamakee  173.3  153.6  162.1  175.6  175.4  ...  190.5  198.4  187.2  197.4  181.9\n","Appanoose  120.1   44.5  109.1  170.9  154.3  ...  170.0    NaN  166.8  145.0  140.8\n","Audubon    176.6  114.8  157.1  185.5  189.8  ...  211.2  180.0  216.0  171.7  180.9\n","\n","[5 rows x 11 columns]"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"markdown","metadata":{"id":"Ut4GSodO-nOB"},"source":["### Getting a baseline"]},{"cell_type":"code","metadata":{"id":"ZYx6iOGc-ax1","executionInfo":{"status":"ok","timestamp":1620873897423,"user_tz":240,"elapsed":3655,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["baseline_yield = np.nanmean(labels.to_numpy())"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"FHYLC4xJ-ihY","executionInfo":{"status":"ok","timestamp":1620873897424,"user_tz":240,"elapsed":3647,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"45cd7137-bcca-44b6-a477-6af5e0a0beaf"},"source":["mae_baseline = np.nanmean(np.abs(labels.to_numpy()-baseline_yield))\n","mse_baseline = np.nanmean(np.abs(labels.to_numpy()-baseline_yield)**2)\n","print(f'Baseline MAE: {mae_baseline}')\n","print(f'Baseline MSE: {mse_baseline}')"],"execution_count":7,"outputs":[{"output_type":"stream","text":["Baseline MAE: 20.63679245283019\n","Baseline MSE: 734.2967240566038\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"ayPKpuzT-pOL"},"source":["### Sensor data"]},{"cell_type":"code","metadata":{"id":"Uc_v885Cwkyl","executionInfo":{"status":"ok","timestamp":1620873908937,"user_tz":240,"elapsed":15158,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["# get the paths to the data files\n","image_collections = os.listdir('./masked_pickles')\n","image_collections = [os.path.join('./pickles', filename) for filename in image_collections if filename[-2:] != 'py']\n","\n","data_by_yr = defaultdict(list)\n","for ic in image_collections:\n","  file_names = os.listdir(ic)\n","  file_paths = [os.path.join(ic, filename) for filename in file_names]\n","  yrs = [file.split('/')[-1][:4] for file in file_paths]  \n","  for file, yr in zip(file_paths, yrs):\n","    data_by_yr[yr].append(pickle.load(open(file, 'rb')))"],"execution_count":8,"outputs":[]},{"cell_type":"code","metadata":{"id":"dAt88QPD2EZY","executionInfo":{"status":"ok","timestamp":1620873908938,"user_tz":240,"elapsed":15158,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["# concatenate all the bands from different products together\n","for yr, data in data_by_yr.items():\n","  data_by_yr[yr] = np.concatenate(data, axis=-1)"],"execution_count":9,"outputs":[]},{"cell_type":"code","metadata":{"id":"wOqBtN0mxBoO","executionInfo":{"status":"ok","timestamp":1620873908939,"user_tz":240,"elapsed":15157,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["# concatenate eveything by yrs\n","y = []\n","x = []\n","counties = []\n","for yr, data in data_by_yr.items():\n","  y.append(labels[yr])\n","  x.append(data)\n","  counties.append([str(yr)+' '+county for county in labels.index])\n","\n","x = np.concatenate(x)\n","y = np.concatenate(y)\n","counties = np.concatenate(counties)"],"execution_count":10,"outputs":[]},{"cell_type":"code","metadata":{"id":"PCvnmUdN38DD","executionInfo":{"status":"ok","timestamp":1620873908939,"user_tz":240,"elapsed":15155,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["# since some yield values are NaN, we remove those\n","good_elements = np.logical_not(np.isnan(y))\n","x = x[good_elements]\n","y = y[good_elements]\n","counties = counties[good_elements]"],"execution_count":11,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":288},"id":"xpb69fnjH1RI","executionInfo":{"status":"ok","timestamp":1620873911973,"user_tz":240,"elapsed":18181,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"f2e8b37a-ceec-470e-aca5-1202de4c5f6c"},"source":["# visualize one sample\n","plt.figure(figsize=(40,7))\n","for ch in range(x.shape[-1]):\n","  plt.bar(np.arange(1, 100), x[0, 1:, ch])\n","plt.show()\n"],"execution_count":12,"outputs":[{"output_type":"display_data","data":{"image/png":"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text/plain":["<Figure size 2880x504 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"3Ft5dgkg80sC","executionInfo":{"status":"ok","timestamp":1620873911974,"user_tz":240,"elapsed":18178,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["def normalize(hists):\n","  # chop off the zero bin\n","  hists = hists[:, 1:, :]\n","  \n","  hists_shape = hists.shape\n","  for i in range(hists_shape[0]):\n","    # histogram-wise percent of max\n","    for j in range(hists_shape[-1]):\n","      hists[i, :, j] = hists[i, :, j]/hists[i, :, j].max()*100\n","    # standard normal\n","    #hists[i] = (hists[i]-hists[i].mean())/hists[i].std()\n","\n","  return hists"],"execution_count":13,"outputs":[]},{"cell_type":"code","metadata":{"id":"O2hvs5zH--JC","executionInfo":{"status":"ok","timestamp":1620873911974,"user_tz":240,"elapsed":18175,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["x = normalize(x)"],"execution_count":14,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":700},"id":"ZQxJpkkbJlzh","executionInfo":{"status":"ok","timestamp":1620873914723,"user_tz":240,"elapsed":20915,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"b167b539-5d76-4b1e-8c8b-b9053f4b077a"},"source":["# visualize one sample\n","for i in range(1):\n","  plt.figure(figsize=(20,12))\n","  for ch in range(x.shape[-1]):\n","    plt.bar(np.arange(1, 100), x[i, :, ch])\n","  plt.show()\n"],"execution_count":15,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1440x864 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"KC2BacUX6ubK","executionInfo":{"status":"ok","timestamp":1620873914724,"user_tz":240,"elapsed":20913,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["x_tr, x_val, y_tr, y_val, datapoint_tr, datapoint_val = train_test_split(x, y, counties, test_size=.2, random_state=SEED)"],"execution_count":16,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"hFgF3scBntqF","executionInfo":{"status":"ok","timestamp":1620873914725,"user_tz":240,"elapsed":20906,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"4ebac7b3-7b7d-4799-d380-c10a9bc10a28"},"source":["datapoint_val"],"execution_count":17,"outputs":[{"output_type":"execute_result","data":{"text/plain":["array(['2015 Calhoun', '2015 O Brien', '2017 Davis', '2017 Cedar',\n","       '2013 Jackson', '2013 Jefferson', '2017 Hamilton', '2013 Page',\n","       '2016 Osceola', '2016 Adair', '2016 Davis', '2019 Plymouth',\n","       '2014 Mitchell', '2016 Allamakee', '2019 Franklin',\n","       '2014 Plymouth', '2015 Butler', '2016 Worth', '2019 Iowa',\n","       '2014 Allamakee', '2019 Poweshiek', '2018 Butler', '2013 Monona',\n","       '2019 Dallas', '2019 O Brien', '2019 Linn', '2016 Floyd',\n","       '2015 Mahaska', '2018 Carroll', '2018 Benton', '2016 Des Moines',\n","       '2015 Washington', '2014 Woodbury', '2017 Adams', '2014 Kossuth',\n","       '2015 Boone', '2013 Iowa', '2017 Marshall', '2013 Buchanan',\n","       '2017 Lyon', '2014 Montgomery', '2019 Appanoose', '2018 Kossuth',\n","       '2013 Keokuk', '2016 Henry', '2015 Floyd', '2015 Audubon',\n","       '2017 Fremont', '2013 Osceola', '2019 Jones', '2016 Linn',\n","       '2017 Sioux', '2018 Calhoun', '2013 Union', '2013 Scott',\n","       '2014 Lucas', '2015 Delaware', '2014 Clarke', '2013 Sioux',\n","       '2015 Grundy', '2014 Story', '2019 Wapello', '2014 Cass',\n","       '2013 Fayette', '2018 Winneshiek', '2015 Linn', '2015 Davis',\n","       '2018 O Brien', '2017 Union', '2015 Guthrie', '2015 Dickinson',\n","       '2013 Chickasaw', '2019 Hardin', '2015 Webster', '2018 Muscatine',\n","       '2014 Winnebago', '2017 Dubuque', '2014 Washington', '2019 Monona',\n","       '2016 Lucas', '2013 Black Hawk', '2019 Sac', '2017 Palo Alto',\n","       '2018 Fremont', '2015 Sioux', '2016 Winnebago', '2015 Cedar',\n","       '2019 Cass', '2014 Crawford', '2014 Monona', '2019 Marshall',\n","       '2015 Adams', '2017 Hancock', '2018 Ida', '2018 Henry',\n","       '2014 Mills', '2017 Poweshiek', '2016 Warren', '2016 Keokuk',\n","       '2013 Hamilton', '2013 Lee', '2018 Fayette', '2017 Dickinson',\n","       '2018 Shelby', '2013 Muscatine', '2017 Buena Vista', '2019 Mills',\n","       '2013 Wapello', '2018 Woodbury', '2018 Audubon', '2016 Mitchell',\n","       '2016 Scott', '2014 Greene', '2016 Carroll', '2015 Black Hawk',\n","       '2016 Jefferson', '2016 Marshall', '2016 Sac', '2015 Scott',\n","       '2013 Clarke', '2014 Adair', '2017 Wright', '2014 Floyd',\n","       '2016 Grundy', '2016 Crawford', '2016 Fayette', '2013 Jones',\n","       '2014 Hamilton', '2018 Poweshiek', '2016 Chickasaw', '2019 Floyd',\n","       '2018 Johnson', '2019 Kossuth', '2013 Van Buren'], dtype='<U18')"]},"metadata":{"tags":[]},"execution_count":17}]},{"cell_type":"code","metadata":{"id":"gOR869BwpqGS","executionInfo":{"status":"ok","timestamp":1620873915065,"user_tz":240,"elapsed":21244,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["# into a dataset\n","ds_tr = tf.data.Dataset.from_tensor_slices((x_tr, y_tr))\n","ds_val = tf.data.Dataset.from_tensor_slices((x_val, y_val))"],"execution_count":18,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"I_R0rvV3s3rB","executionInfo":{"status":"ok","timestamp":1620873915271,"user_tz":240,"elapsed":21442,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"7bb3f875-ec93-4e18-dae9-733677c712d6"},"source":["# hacky way to get input size \n","for item in ds_tr.as_numpy_iterator():\n","  input_shape = item[0].shape[:]\n","  break\n","print(f'Input shape: {input_shape}')\n","\n","# print length of dataset\n","print(f'Length of training set: {len(ds_tr)}')\n","print(f'Length of validation set: {len(ds_val)}')"],"execution_count":19,"outputs":[{"output_type":"stream","text":["Input shape: (99, 16)\n","Length of training set: 534\n","Length of validation set: 134\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"ZiamlblT3zdb","executionInfo":{"status":"ok","timestamp":1620873915272,"user_tz":240,"elapsed":21441,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["ds_tr = ds_tr.batch(BATCH_SIZE)\n","ds_val = ds_val.batch(BATCH_SIZE)"],"execution_count":20,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"epeqvjXogdH4"},"source":["# Machine Learning"]},{"cell_type":"code","metadata":{"id":"GkeFu3oqgDlS","executionInfo":{"status":"ok","timestamp":1620873915273,"user_tz":240,"elapsed":21440,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["import tensorflow.keras.layers as layers\n","from tensorflow.keras.layers import (\n","        BatchNormalization,\n","        Conv1D,\n","        Dropout,\n","        SpatialDropout1D,\n","        Input,\n","        add,\n","        Activation,\n","        MaxPool1D, \n","        Flatten, \n","        Dense\n","    )       \n","from tensorflow.keras.losses import MeanSquaredError, MeanAbsoluteError\n","from tensorflow.keras.models import Model\n","from keras.callbacks import ReduceLROnPlateau               # modify lr"],"execution_count":21,"outputs":[]},{"cell_type":"code","metadata":{"id":"H7mFFYAUgj1X","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620873915455,"user_tz":240,"elapsed":21614,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"60bca8fe-61ee-4489-ae0f-9ca5fe439baf"},"source":["def hist_model(input_shape, \n","               layer_num=3,\n","               stages=2,\n","               activation='relu', \n","               filters=64,\n","               kernel=4,\n","               use_batch_norm=True,\n","               use_dropout=True, \n","               dropout_rate=0.8,\n","               delta_dropout=0.0):\n","  \"\"\"\n","  Arguments:\n","  Default Model Architecture for Yield Prediction:\n","  input_shape (tuple): input shape in the format (number_of_bins, number_of_bands): \n","  layer_num (int): number of conv layers in a stage\n","  stages (int): number of stages\n","  activation (str, activation): activation type \n","  filters (int): number of filters for the intial stage\n","  kernel (int): kernel size\n","  use_batch_norm (bool): whether or not to use batch norm\n","  use_dropout (bool): whether or not to use dropout\n","  dropout_rate (float): rate for dropout layers\n","  delta_dropout (float): change in dropout rate per convolutional layer\n","\n","  Returns:\n","  model (keras.models.Model): the built model\n","  \"\"\"\n","  inputs = Input(input_shape)\n","  x = inputs\n","  for s in range(stages):\n","    for _ in range(layer_num):\n","      x = Conv1D(filters*(s+1), kernel)(x)\n","      if use_dropout:\n","        x = Dropout(dropout_rate)(x)\n","      if delta_dropout != 0.0:\n","        dropout_rate += delta_dropout\n","      if use_batch_norm:\n","        x = BatchNormalization()(x)\n","      x = Activation(activation)(x)\n","    if (s+1 != stages):\n","      x = MaxPool1D()(x)\n","  x = Flatten()(x)\n","  x = Dense(1)(x)\n","  outputs = Activation('relu')(x)\n","\n","  model = Model(inputs=[inputs], outputs=[outputs])\n","  return model\n","\n","model = hist_model(input_shape)\n","\n","model.compile(loss = MeanSquaredError(),\n","              optimizer = 'adam', \n","              metrics = ['mae'])\n","\n","model.summary()"],"execution_count":22,"outputs":[{"output_type":"stream","text":["Model: \"model\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","input_1 (InputLayer)         [(None, 99, 16)]          0         \n","_________________________________________________________________\n","conv1d (Conv1D)              (None, 96, 64)            4160      \n","_________________________________________________________________\n","dropout (Dropout)            (None, 96, 64)            0         \n","_________________________________________________________________\n","batch_normalization (BatchNo (None, 96, 64)            256       \n","_________________________________________________________________\n","activation (Activation)      (None, 96, 64)            0         \n","_________________________________________________________________\n","conv1d_1 (Conv1D)            (None, 93, 64)            16448     \n","_________________________________________________________________\n","dropout_1 (Dropout)          (None, 93, 64)            0         \n","_________________________________________________________________\n","batch_normalization_1 (Batch (None, 93, 64)            256       \n","_________________________________________________________________\n","activation_1 (Activation)    (None, 93, 64)            0         \n","_________________________________________________________________\n","conv1d_2 (Conv1D)            (None, 90, 64)            16448     \n","_________________________________________________________________\n","dropout_2 (Dropout)          (None, 90, 64)            0         \n","_________________________________________________________________\n","batch_normalization_2 (Batch (None, 90, 64)            256       \n","_________________________________________________________________\n","activation_2 (Activation)    (None, 90, 64)            0         \n","_________________________________________________________________\n","max_pooling1d (MaxPooling1D) (None, 45, 64)            0         \n","_________________________________________________________________\n","conv1d_3 (Conv1D)            (None, 42, 128)           32896     \n","_________________________________________________________________\n","dropout_3 (Dropout)          (None, 42, 128)           0         \n","_________________________________________________________________\n","batch_normalization_3 (Batch (None, 42, 128)           512       \n","_________________________________________________________________\n","activation_3 (Activation)    (None, 42, 128)           0         \n","_________________________________________________________________\n","conv1d_4 (Conv1D)            (None, 39, 128)           65664     \n","_________________________________________________________________\n","dropout_4 (Dropout)          (None, 39, 128)           0         \n","_________________________________________________________________\n","batch_normalization_4 (Batch (None, 39, 128)           512       \n","_________________________________________________________________\n","activation_4 (Activation)    (None, 39, 128)           0         \n","_________________________________________________________________\n","conv1d_5 (Conv1D)            (None, 36, 128)           65664     \n","_________________________________________________________________\n","dropout_5 (Dropout)          (None, 36, 128)           0         \n","_________________________________________________________________\n","batch_normalization_5 (Batch (None, 36, 128)           512       \n","_________________________________________________________________\n","activation_5 (Activation)    (None, 36, 128)           0         \n","_________________________________________________________________\n","flatten (Flatten)            (None, 4608)              0         \n","_________________________________________________________________\n","dense (Dense)                (None, 1)                 4609      \n","_________________________________________________________________\n","activation_6 (Activation)    (None, 1)                 0         \n","=================================================================\n","Total params: 208,193\n","Trainable params: 207,041\n","Non-trainable params: 1,152\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"CgU4N2Q9D-Oi","executionInfo":{"status":"ok","timestamp":1620873915691,"user_tz":240,"elapsed":21835,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"9212954d-8349-4bc2-f777-6de4931b156a"},"source":["filters = 64\n","kernel = 5\n","dropout_rate = 0.1\n","\n","inputs = Input(input_shape)\n","x = inputs \n","x = Conv1D(filters, kernel, activation='relu')(x)\n","x = SpatialDropout1D(dropout_rate)(x)\n","x = Flatten()(x)\n","x = Dense(filters, activation='relu')(x)\n","#x = BatchNormalization()(x)\n","x = Dense(filters, activation='relu')(x)\n","#x = BatchNormalization()(x)\n","x = Dense(filters*2, activation='relu')(x)\n","#x = BatchNormalization()(x)\n","x = Dense(filters*4, activation='relu')(x)\n","#x = BatchNormalization()(x)\n","x = Dense(filters*2, activation='relu')(x)\n","x = Dense(filters, activation='relu')(x)\n","\n","x = Dense(1)(x)\n","outputs = Activation('relu')(x)\n","model = Model(inputs=[inputs], outputs=[outputs])\n","\n","model.compile(loss = MeanSquaredError(),\n","              optimizer = 'adam', \n","              metrics = ['mae'])\n","\n","model.summary()"],"execution_count":23,"outputs":[{"output_type":"stream","text":["Model: \"model_1\"\n","_________________________________________________________________\n","Layer (type)                 Output Shape              Param #   \n","=================================================================\n","input_2 (InputLayer)         [(None, 99, 16)]          0         \n","_________________________________________________________________\n","conv1d_6 (Conv1D)            (None, 95, 64)            5184      \n","_________________________________________________________________\n","spatial_dropout1d (SpatialDr (None, 95, 64)            0         \n","_________________________________________________________________\n","flatten_1 (Flatten)          (None, 6080)              0         \n","_________________________________________________________________\n","dense_1 (Dense)              (None, 64)                389184    \n","_________________________________________________________________\n","dense_2 (Dense)              (None, 64)                4160      \n","_________________________________________________________________\n","dense_3 (Dense)              (None, 128)               8320      \n","_________________________________________________________________\n","dense_4 (Dense)              (None, 256)               33024     \n","_________________________________________________________________\n","dense_5 (Dense)              (None, 128)               32896     \n","_________________________________________________________________\n","dense_6 (Dense)              (None, 64)                8256      \n","_________________________________________________________________\n","dense_7 (Dense)              (None, 1)                 65        \n","_________________________________________________________________\n","activation_7 (Activation)    (None, 1)                 0         \n","=================================================================\n","Total params: 481,089\n","Trainable params: 481,089\n","Non-trainable params: 0\n","_________________________________________________________________\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"SQ5ufqoJn69c","executionInfo":{"status":"ok","timestamp":1620873917114,"user_tz":240,"elapsed":23247,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"5fd6cea1-ed2e-46ee-ee9f-f003bbe14447"},"source":["# visualize the model\n","tf.keras.utils.plot_model(model, show_shapes=True)"],"execution_count":24,"outputs":[{"output_type":"execute_result","data":{"image/png":"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\n","text/plain":["<IPython.core.display.Image object>"]},"metadata":{"tags":[]},"execution_count":24}]},{"cell_type":"code","metadata":{"id":"YJrMusOTDSXN","executionInfo":{"status":"ok","timestamp":1620873917115,"user_tz":240,"elapsed":23245,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["lr_reducer = tf.keras.callbacks.ReduceLROnPlateau(factor=0.8,\n","                               cooldown=0,\n","                               min_lr=0.5e-7,\n","                               patience = 20,\n","                               verbose=1)"],"execution_count":25,"outputs":[]},{"cell_type":"code","metadata":{"id":"doL34hkcoDwQ","colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"status":"ok","timestamp":1620874033778,"user_tz":240,"elapsed":106544,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"e3d7f84e-7066-4218-f67e-37f6b071c36b"},"source":["history = model.fit(\n","    ds_tr,\n","    epochs = 200,\n","    validation_data = ds_val,\n","    callbacks = [lr_reducer]\n",")"],"execution_count":27,"outputs":[{"output_type":"stream","text":["Epoch 1/200\n","67/67 [==============================] - 0s 7ms/step - loss: 347.9237 - mae: 14.9707 - val_loss: 1556.9366 - val_mae: 37.1336\n","Epoch 2/200\n","67/67 [==============================] - 0s 7ms/step - loss: 620.6429 - mae: 20.1018 - val_loss: 617.1234 - val_mae: 21.8073\n","Epoch 3/200\n","67/67 [==============================] - 1s 8ms/step - loss: 432.0903 - mae: 17.0798 - val_loss: 208.7237 - val_mae: 10.8990\n","Epoch 4/200\n","67/67 [==============================] - 0s 7ms/step - loss: 475.6992 - mae: 17.5889 - val_loss: 199.4150 - val_mae: 10.7641\n","Epoch 5/200\n","67/67 [==============================] - 0s 7ms/step - loss: 240.7204 - mae: 12.4653 - val_loss: 283.7208 - val_mae: 13.9648\n","Epoch 6/200\n","67/67 [==============================] - 0s 7ms/step - loss: 414.4843 - mae: 16.6097 - val_loss: 210.1012 - val_mae: 11.5587\n","Epoch 7/200\n","67/67 [==============================] - 0s 7ms/step - loss: 332.7280 - mae: 14.6637 - val_loss: 190.5184 - val_mae: 10.5858\n","Epoch 8/200\n","67/67 [==============================] - 0s 7ms/step - loss: 481.6819 - mae: 18.4374 - val_loss: 200.4787 - val_mae: 10.9237\n","Epoch 9/200\n","67/67 [==============================] - 0s 7ms/step - loss: 441.4229 - mae: 17.6656 - val_loss: 326.1941 - val_mae: 14.1837\n","Epoch 10/200\n","67/67 [==============================] - 1s 8ms/step - loss: 245.8551 - mae: 12.6531 - val_loss: 498.0412 - val_mae: 18.8025\n","Epoch 11/200\n","67/67 [==============================] - 0s 7ms/step - loss: 248.2981 - mae: 12.8212 - val_loss: 343.2517 - val_mae: 14.8870\n","Epoch 12/200\n","67/67 [==============================] - 0s 7ms/step - loss: 204.9785 - mae: 11.6046 - val_loss: 307.5632 - val_mae: 13.5837\n","Epoch 13/200\n","67/67 [==============================] - 0s 7ms/step - loss: 145.3873 - mae: 9.4996 - val_loss: 259.8141 - val_mae: 12.5261\n","Epoch 14/200\n","67/67 [==============================] - 0s 7ms/step - loss: 178.8997 - mae: 10.6271 - val_loss: 241.3708 - val_mae: 11.7886\n","Epoch 15/200\n","67/67 [==============================] - 0s 7ms/step - loss: 136.9648 - mae: 9.1341 - val_loss: 183.3575 - val_mae: 10.0896\n","Epoch 16/200\n","67/67 [==============================] - 1s 8ms/step - loss: 114.2728 - mae: 8.3049 - val_loss: 191.9591 - val_mae: 10.4967\n","Epoch 17/200\n","67/67 [==============================] - 1s 8ms/step - loss: 96.1105 - mae: 7.6557 - val_loss: 181.9304 - val_mae: 10.1196\n","Epoch 18/200\n","67/67 [==============================] - 0s 7ms/step - loss: 98.8295 - mae: 7.8691 - val_loss: 182.7986 - val_mae: 10.2755\n","Epoch 19/200\n","67/67 [==============================] - 0s 7ms/step - loss: 97.8419 - mae: 7.9280 - val_loss: 176.9509 - val_mae: 10.0483\n","Epoch 20/200\n","67/67 [==============================] - 0s 7ms/step - loss: 95.3099 - mae: 7.6310 - val_loss: 177.5274 - val_mae: 10.1709\n","Epoch 21/200\n","67/67 [==============================] - 0s 7ms/step - loss: 113.4749 - mae: 8.3493 - val_loss: 202.7983 - val_mae: 11.0203\n","Epoch 22/200\n","67/67 [==============================] - 0s 7ms/step - loss: 95.1670 - mae: 7.6687 - val_loss: 244.9594 - val_mae: 12.4211\n","Epoch 23/200\n","67/67 [==============================] - 0s 7ms/step - loss: 126.1661 - mae: 9.0119 - val_loss: 201.7770 - val_mae: 10.9009\n","Epoch 24/200\n","67/67 [==============================] - 1s 8ms/step - loss: 165.8488 - mae: 10.5574 - val_loss: 202.3267 - val_mae: 11.3560\n","Epoch 25/200\n","67/67 [==============================] - 0s 7ms/step - loss: 171.8260 - mae: 10.3373 - val_loss: 195.1269 - val_mae: 10.9649\n","Epoch 26/200\n","67/67 [==============================] - 0s 7ms/step - loss: 196.9077 - mae: 11.1276 - val_loss: 330.5244 - val_mae: 15.0247\n","Epoch 27/200\n","67/67 [==============================] - 0s 7ms/step - loss: 205.3045 - mae: 11.3724 - val_loss: 290.9375 - val_mae: 14.0256\n","Epoch 28/200\n","67/67 [==============================] - 1s 8ms/step - loss: 316.9701 - mae: 14.3646 - val_loss: 640.7925 - val_mae: 22.4950\n","Epoch 29/200\n","67/67 [==============================] - 1s 7ms/step - loss: 580.6895 - mae: 20.2893 - val_loss: 223.7451 - val_mae: 11.3517\n","Epoch 30/200\n","67/67 [==============================] - 1s 8ms/step - loss: 395.8357 - mae: 16.5275 - val_loss: 254.0339 - val_mae: 12.1547\n","Epoch 31/200\n","67/67 [==============================] - 1s 8ms/step - loss: 256.4881 - mae: 13.0225 - val_loss: 205.1239 - val_mae: 10.9385\n","Epoch 32/200\n","67/67 [==============================] - 0s 7ms/step - loss: 242.6937 - mae: 12.6988 - val_loss: 318.5110 - val_mae: 14.6181\n","Epoch 33/200\n","67/67 [==============================] - 0s 7ms/step - loss: 273.8672 - mae: 13.4628 - val_loss: 610.1915 - val_mae: 21.8413\n","Epoch 34/200\n","67/67 [==============================] - 1s 8ms/step - loss: 260.3242 - mae: 13.4059 - val_loss: 524.3251 - val_mae: 19.9696\n","Epoch 35/200\n","67/67 [==============================] - 1s 8ms/step - loss: 218.2330 - mae: 12.0296 - val_loss: 1195.6383 - val_mae: 32.2548\n","Epoch 36/200\n","67/67 [==============================] - 1s 8ms/step - loss: 321.2969 - mae: 14.8648 - val_loss: 950.5831 - val_mae: 28.2160\n","Epoch 37/200\n","67/67 [==============================] - 1s 8ms/step - loss: 234.7819 - mae: 12.8012 - val_loss: 632.0474 - val_mae: 22.3618\n","Epoch 38/200\n","67/67 [==============================] - 1s 8ms/step - loss: 234.5938 - mae: 12.4939 - val_loss: 616.9498 - val_mae: 22.3258\n","Epoch 39/200\n","67/67 [==============================] - 1s 8ms/step - loss: 163.8481 - mae: 10.1014 - val_loss: 299.1484 - val_mae: 14.0827\n","\n","Epoch 00039: ReduceLROnPlateau reducing learning rate to 0.000800000037997961.\n","Epoch 40/200\n","67/67 [==============================] - 1s 8ms/step - loss: 127.3779 - mae: 8.9438 - val_loss: 470.4206 - val_mae: 19.0136\n","Epoch 41/200\n","67/67 [==============================] - 1s 8ms/step - loss: 118.0019 - mae: 8.6012 - val_loss: 384.0683 - val_mae: 16.5879\n","Epoch 42/200\n","67/67 [==============================] - 0s 7ms/step - loss: 86.0402 - mae: 6.9661 - val_loss: 657.2084 - val_mae: 23.0058\n","Epoch 43/200\n","67/67 [==============================] - 1s 8ms/step - loss: 119.4602 - mae: 8.9410 - val_loss: 574.1002 - val_mae: 21.3073\n","Epoch 44/200\n","67/67 [==============================] - 1s 8ms/step - loss: 98.6930 - mae: 7.6055 - val_loss: 739.3875 - val_mae: 24.6340\n","Epoch 45/200\n","67/67 [==============================] - 1s 8ms/step - loss: 129.2047 - mae: 9.1047 - val_loss: 539.5241 - val_mae: 20.4557\n","Epoch 46/200\n","67/67 [==============================] - 1s 8ms/step - loss: 118.1279 - mae: 8.8916 - val_loss: 793.5714 - val_mae: 25.5397\n","Epoch 47/200\n","67/67 [==============================] - 1s 8ms/step - loss: 137.3571 - mae: 9.6842 - val_loss: 890.0267 - val_mae: 27.2227\n","Epoch 48/200\n","67/67 [==============================] - 1s 8ms/step - loss: 115.9673 - mae: 8.7303 - val_loss: 805.0616 - val_mae: 25.7648\n","Epoch 49/200\n","67/67 [==============================] - 1s 8ms/step - loss: 169.7685 - mae: 10.4730 - val_loss: 746.8046 - val_mae: 24.6071\n","Epoch 50/200\n","67/67 [==============================] - 1s 8ms/step - loss: 140.5832 - mae: 9.5779 - val_loss: 995.4227 - val_mae: 29.1576\n","Epoch 51/200\n","67/67 [==============================] - 1s 8ms/step - loss: 173.7138 - mae: 10.9849 - val_loss: 1259.4987 - val_mae: 33.2185\n","Epoch 52/200\n","67/67 [==============================] - 1s 8ms/step - loss: 190.6053 - mae: 11.5019 - val_loss: 876.9623 - val_mae: 26.8753\n","Epoch 53/200\n","67/67 [==============================] - 1s 8ms/step - loss: 218.2976 - mae: 12.6039 - val_loss: 825.3360 - val_mae: 25.7312\n","Epoch 54/200\n","67/67 [==============================] - 1s 8ms/step - loss: 281.7948 - mae: 14.2001 - val_loss: 775.8645 - val_mae: 24.9176\n","Epoch 55/200\n","67/67 [==============================] - 1s 8ms/step - loss: 290.6971 - mae: 14.1271 - val_loss: 655.0254 - val_mae: 22.3542\n","Epoch 56/200\n","67/67 [==============================] - 1s 8ms/step - loss: 333.9002 - mae: 15.6118 - val_loss: 398.6750 - val_mae: 16.4648\n","Epoch 57/200\n","67/67 [==============================] - 1s 8ms/step - loss: 427.4037 - mae: 16.8779 - val_loss: 210.7238 - val_mae: 11.5408\n","Epoch 58/200\n","67/67 [==============================] - 1s 8ms/step - loss: 383.2246 - mae: 16.5439 - val_loss: 210.7423 - val_mae: 11.3005\n","Epoch 59/200\n","67/67 [==============================] - 1s 8ms/step - loss: 286.3567 - mae: 13.8820 - val_loss: 181.5239 - val_mae: 10.6407\n","\n","Epoch 00059: ReduceLROnPlateau reducing learning rate to 0.0006400000303983689.\n","Epoch 60/200\n","67/67 [==============================] - 1s 8ms/step - loss: 169.1079 - mae: 10.5823 - val_loss: 304.5066 - val_mae: 14.3139\n","Epoch 61/200\n","67/67 [==============================] - 1s 8ms/step - loss: 91.0170 - mae: 7.5673 - val_loss: 257.0040 - val_mae: 12.7236\n","Epoch 62/200\n","67/67 [==============================] - 1s 8ms/step - loss: 68.0089 - mae: 6.3305 - val_loss: 270.0082 - val_mae: 13.2153\n","Epoch 63/200\n","67/67 [==============================] - 1s 8ms/step - loss: 75.4627 - mae: 6.8552 - val_loss: 270.5412 - val_mae: 13.3313\n","Epoch 64/200\n","67/67 [==============================] - 1s 8ms/step - loss: 74.5379 - mae: 6.5847 - val_loss: 296.2055 - val_mae: 14.1429\n","Epoch 65/200\n","67/67 [==============================] - 1s 8ms/step - loss: 86.0436 - mae: 7.2830 - val_loss: 408.0957 - val_mae: 17.2409\n","Epoch 66/200\n","67/67 [==============================] - 1s 8ms/step - loss: 54.3769 - mae: 5.6298 - val_loss: 404.5720 - val_mae: 17.0879\n","Epoch 67/200\n","67/67 [==============================] - 1s 8ms/step - loss: 59.2987 - mae: 5.8624 - val_loss: 256.6404 - val_mae: 13.0615\n","Epoch 68/200\n","67/67 [==============================] - 1s 8ms/step - loss: 76.1095 - mae: 7.0151 - val_loss: 289.0952 - val_mae: 13.9152\n","Epoch 69/200\n","67/67 [==============================] - 1s 8ms/step - loss: 57.9382 - mae: 5.8842 - val_loss: 371.7691 - val_mae: 16.3675\n","Epoch 70/200\n","67/67 [==============================] - 1s 8ms/step - loss: 48.5891 - mae: 5.3963 - val_loss: 430.8018 - val_mae: 17.8560\n","Epoch 71/200\n","67/67 [==============================] - 1s 8ms/step - loss: 45.9727 - mae: 4.9520 - val_loss: 311.8715 - val_mae: 14.6408\n","Epoch 72/200\n","67/67 [==============================] - 1s 8ms/step - loss: 45.8513 - mae: 4.9312 - val_loss: 325.4049 - val_mae: 15.0315\n","Epoch 73/200\n","67/67 [==============================] - 1s 8ms/step - loss: 53.7209 - mae: 5.5427 - val_loss: 367.1256 - val_mae: 16.2272\n","Epoch 74/200\n","67/67 [==============================] - 1s 8ms/step - loss: 51.3361 - mae: 5.3273 - val_loss: 365.8656 - val_mae: 16.1406\n","Epoch 75/200\n","67/67 [==============================] - 1s 8ms/step - loss: 56.6282 - mae: 5.8409 - val_loss: 302.5963 - val_mae: 14.4619\n","Epoch 76/200\n","67/67 [==============================] - 1s 8ms/step - loss: 55.2527 - mae: 5.7786 - val_loss: 344.6846 - val_mae: 15.3974\n","Epoch 77/200\n","67/67 [==============================] - 1s 8ms/step - loss: 67.4178 - mae: 6.2401 - val_loss: 217.8556 - val_mae: 11.8823\n","Epoch 78/200\n","67/67 [==============================] - 1s 8ms/step - loss: 66.3226 - mae: 6.3092 - val_loss: 314.8730 - val_mae: 14.7879\n","Epoch 79/200\n","67/67 [==============================] - 1s 8ms/step - loss: 62.0798 - mae: 5.9134 - val_loss: 332.0741 - val_mae: 15.3196\n","\n","Epoch 00079: ReduceLROnPlateau reducing learning rate to 0.0005120000336319208.\n","Epoch 80/200\n","67/67 [==============================] - 1s 8ms/step - loss: 128.9866 - mae: 8.8937 - val_loss: 343.3310 - val_mae: 15.5235\n","Epoch 81/200\n","67/67 [==============================] - 1s 8ms/step - loss: 102.4326 - mae: 8.0733 - val_loss: 548.5782 - val_mae: 20.5403\n","Epoch 82/200\n","67/67 [==============================] - 1s 8ms/step - loss: 72.9443 - mae: 6.8865 - val_loss: 628.2188 - val_mae: 22.3486\n","Epoch 83/200\n","67/67 [==============================] - 1s 8ms/step - loss: 70.2926 - mae: 6.5016 - val_loss: 610.0756 - val_mae: 21.9788\n","Epoch 84/200\n","67/67 [==============================] - 1s 8ms/step - loss: 47.2275 - mae: 5.2052 - val_loss: 539.6003 - val_mae: 20.4262\n","Epoch 85/200\n","67/67 [==============================] - 1s 8ms/step - loss: 46.3823 - mae: 5.1582 - val_loss: 408.0999 - val_mae: 17.1743\n","Epoch 86/200\n","67/67 [==============================] - 1s 8ms/step - loss: 40.9755 - mae: 4.9459 - val_loss: 494.9606 - val_mae: 19.2766\n","Epoch 87/200\n","67/67 [==============================] - 1s 8ms/step - loss: 49.2410 - mae: 5.3979 - val_loss: 563.3226 - val_mae: 20.8328\n","Epoch 88/200\n","67/67 [==============================] - 1s 8ms/step - loss: 49.6158 - mae: 5.2461 - val_loss: 635.7481 - val_mae: 22.4679\n","Epoch 89/200\n","67/67 [==============================] - 1s 8ms/step - loss: 45.6292 - mae: 5.1629 - val_loss: 521.8410 - val_mae: 20.0791\n","Epoch 90/200\n","67/67 [==============================] - 1s 8ms/step - loss: 48.6165 - mae: 5.2841 - val_loss: 453.2807 - val_mae: 18.3242\n","Epoch 91/200\n","67/67 [==============================] - 1s 8ms/step - loss: 63.0186 - mae: 6.1154 - val_loss: 431.1844 - val_mae: 17.8411\n","Epoch 92/200\n","67/67 [==============================] - 1s 8ms/step - loss: 51.7309 - mae: 5.6789 - val_loss: 498.5361 - val_mae: 19.3168\n","Epoch 93/200\n","67/67 [==============================] - 1s 8ms/step - loss: 58.2653 - mae: 5.8056 - val_loss: 353.1954 - val_mae: 15.5629\n","Epoch 94/200\n","67/67 [==============================] - 1s 8ms/step - loss: 59.9965 - mae: 6.2122 - val_loss: 531.6445 - val_mae: 20.0466\n","Epoch 95/200\n","67/67 [==============================] - 1s 8ms/step - loss: 52.7341 - mae: 5.7121 - val_loss: 422.4523 - val_mae: 17.4409\n","Epoch 96/200\n","67/67 [==============================] - 1s 8ms/step - loss: 57.5700 - mae: 5.8104 - val_loss: 490.5360 - val_mae: 19.1181\n","Epoch 97/200\n","67/67 [==============================] - 1s 8ms/step - loss: 65.4731 - mae: 6.3788 - val_loss: 494.0561 - val_mae: 19.1605\n","Epoch 98/200\n","67/67 [==============================] - 0s 7ms/step - loss: 63.8185 - mae: 6.2145 - val_loss: 502.9456 - val_mae: 19.3892\n","Epoch 99/200\n","67/67 [==============================] - 1s 8ms/step - loss: 70.6766 - mae: 6.7579 - val_loss: 555.1610 - val_mae: 20.4263\n","\n","Epoch 00099: ReduceLROnPlateau reducing learning rate to 0.00040960004553198815.\n","Epoch 100/200\n","67/67 [==============================] - 1s 8ms/step - loss: 124.9791 - mae: 8.8236 - val_loss: 741.4731 - val_mae: 24.4701\n","Epoch 101/200\n","67/67 [==============================] - 1s 8ms/step - loss: 111.8311 - mae: 8.4492 - val_loss: 381.0013 - val_mae: 16.3825\n","Epoch 102/200\n","67/67 [==============================] - 1s 8ms/step - loss: 127.7381 - mae: 8.6999 - val_loss: 345.9512 - val_mae: 15.3924\n","Epoch 103/200\n","67/67 [==============================] - 1s 8ms/step - loss: 213.1412 - mae: 12.1836 - val_loss: 367.4767 - val_mae: 15.9071\n","Epoch 104/200\n","67/67 [==============================] - 0s 7ms/step - loss: 254.5767 - mae: 13.3709 - val_loss: 200.6259 - val_mae: 10.5696\n","Epoch 105/200\n","67/67 [==============================] - 1s 8ms/step - loss: 335.7063 - mae: 15.6158 - val_loss: 251.8620 - val_mae: 12.0556\n","Epoch 106/200\n","67/67 [==============================] - 1s 8ms/step - loss: 320.1190 - mae: 14.9490 - val_loss: 320.2012 - val_mae: 13.7056\n","Epoch 107/200\n","67/67 [==============================] - 1s 8ms/step - loss: 241.5520 - mae: 12.8355 - val_loss: 267.4896 - val_mae: 12.4290\n","Epoch 108/200\n","67/67 [==============================] - 1s 8ms/step - loss: 220.9008 - mae: 11.8071 - val_loss: 221.4474 - val_mae: 11.2903\n","Epoch 109/200\n","67/67 [==============================] - 1s 8ms/step - loss: 172.6495 - mae: 10.4242 - val_loss: 183.1282 - val_mae: 10.1852\n","Epoch 110/200\n","67/67 [==============================] - 1s 8ms/step - loss: 163.0096 - mae: 10.2382 - val_loss: 249.3220 - val_mae: 12.1107\n","Epoch 111/200\n","67/67 [==============================] - 1s 8ms/step - loss: 192.3566 - mae: 11.1684 - val_loss: 202.4330 - val_mae: 10.8464\n","Epoch 112/200\n","67/67 [==============================] - 1s 8ms/step - loss: 163.1168 - mae: 10.6058 - val_loss: 202.8816 - val_mae: 10.8990\n","Epoch 113/200\n","67/67 [==============================] - 1s 8ms/step - loss: 145.9969 - mae: 9.9627 - val_loss: 224.2202 - val_mae: 11.5156\n","Epoch 114/200\n","67/67 [==============================] - 1s 8ms/step - loss: 111.3756 - mae: 8.5647 - val_loss: 263.7874 - val_mae: 12.4445\n","Epoch 115/200\n","67/67 [==============================] - 1s 8ms/step - loss: 172.5864 - mae: 10.9218 - val_loss: 269.9689 - val_mae: 12.6236\n","Epoch 116/200\n","67/67 [==============================] - 0s 7ms/step - loss: 173.0592 - mae: 10.8324 - val_loss: 290.6594 - val_mae: 13.2516\n","Epoch 117/200\n","67/67 [==============================] - 1s 8ms/step - loss: 161.7384 - mae: 10.5480 - val_loss: 271.4598 - val_mae: 12.6910\n","Epoch 118/200\n","67/67 [==============================] - 1s 8ms/step - loss: 162.3688 - mae: 10.6456 - val_loss: 329.2022 - val_mae: 14.1478\n","Epoch 119/200\n","67/67 [==============================] - 1s 8ms/step - loss: 172.0137 - mae: 10.8473 - val_loss: 350.1331 - val_mae: 14.6429\n","\n","Epoch 00119: ReduceLROnPlateau reducing learning rate to 0.00032768002711236477.\n","Epoch 120/200\n","67/67 [==============================] - 1s 8ms/step - loss: 281.8760 - mae: 14.0923 - val_loss: 328.9658 - val_mae: 14.0633\n","Epoch 121/200\n","67/67 [==============================] - 0s 7ms/step - loss: 306.9593 - mae: 14.9878 - val_loss: 237.2095 - val_mae: 11.6097\n","Epoch 122/200\n","67/67 [==============================] - 0s 7ms/step - loss: 295.5060 - mae: 14.8198 - val_loss: 210.9400 - val_mae: 11.1565\n","Epoch 123/200\n","67/67 [==============================] - 1s 8ms/step - loss: 257.3588 - mae: 13.6296 - val_loss: 210.5510 - val_mae: 11.5929\n","Epoch 124/200\n","67/67 [==============================] - 1s 8ms/step - loss: 204.4212 - mae: 12.1675 - val_loss: 233.7520 - val_mae: 12.2676\n","Epoch 125/200\n","67/67 [==============================] - 1s 8ms/step - loss: 199.0768 - mae: 11.7917 - val_loss: 233.5462 - val_mae: 12.2050\n","Epoch 126/200\n","67/67 [==============================] - 1s 8ms/step - loss: 175.4966 - mae: 11.0468 - val_loss: 248.7260 - val_mae: 12.6861\n","Epoch 127/200\n","67/67 [==============================] - 1s 8ms/step - loss: 136.6096 - mae: 9.6591 - val_loss: 222.8169 - val_mae: 11.8552\n","Epoch 128/200\n","67/67 [==============================] - 1s 8ms/step - loss: 118.5652 - mae: 8.9491 - val_loss: 252.4218 - val_mae: 12.7039\n","Epoch 129/200\n","67/67 [==============================] - 1s 8ms/step - loss: 131.1777 - mae: 9.4145 - val_loss: 257.3095 - val_mae: 12.7731\n","Epoch 130/200\n","67/67 [==============================] - 1s 8ms/step - loss: 117.2901 - mae: 8.7060 - val_loss: 283.2074 - val_mae: 13.5038\n","Epoch 131/200\n","67/67 [==============================] - 1s 8ms/step - loss: 92.5683 - mae: 7.6887 - val_loss: 257.0379 - val_mae: 12.7252\n","Epoch 132/200\n","67/67 [==============================] - 1s 8ms/step - loss: 83.1142 - mae: 7.3674 - val_loss: 262.3013 - val_mae: 12.8391\n","Epoch 133/200\n","67/67 [==============================] - 1s 8ms/step - loss: 105.8993 - mae: 8.2959 - val_loss: 279.5084 - val_mae: 13.4512\n","Epoch 134/200\n","67/67 [==============================] - 1s 8ms/step - loss: 81.6132 - mae: 7.3820 - val_loss: 269.3162 - val_mae: 13.1665\n","Epoch 135/200\n","67/67 [==============================] - 1s 8ms/step - loss: 81.3411 - mae: 7.3314 - val_loss: 299.6541 - val_mae: 13.9690\n","Epoch 136/200\n","67/67 [==============================] - 1s 8ms/step - loss: 74.0506 - mae: 6.8982 - val_loss: 265.9988 - val_mae: 12.9981\n","Epoch 137/200\n","67/67 [==============================] - 1s 8ms/step - loss: 61.3077 - mae: 6.1810 - val_loss: 267.9541 - val_mae: 13.0381\n","Epoch 138/200\n","67/67 [==============================] - 1s 8ms/step - loss: 61.0167 - mae: 6.2302 - val_loss: 264.2249 - val_mae: 12.9524\n","Epoch 139/200\n","67/67 [==============================] - 1s 8ms/step - loss: 54.9803 - mae: 6.0123 - val_loss: 324.3361 - val_mae: 14.7811\n","\n","Epoch 00139: ReduceLROnPlateau reducing learning rate to 0.0002621440216898918.\n","Epoch 140/200\n","67/67 [==============================] - 1s 8ms/step - loss: 75.4614 - mae: 6.9007 - val_loss: 377.6843 - val_mae: 16.2525\n","Epoch 141/200\n","67/67 [==============================] - 1s 8ms/step - loss: 58.6842 - mae: 6.0363 - val_loss: 338.5547 - val_mae: 15.1138\n","Epoch 142/200\n","67/67 [==============================] - 0s 7ms/step - loss: 56.1137 - mae: 5.9458 - val_loss: 372.3419 - val_mae: 16.1031\n","Epoch 143/200\n","67/67 [==============================] - 1s 8ms/step - loss: 56.4667 - mae: 6.0184 - val_loss: 361.7915 - val_mae: 15.7691\n","Epoch 144/200\n","67/67 [==============================] - 1s 8ms/step - loss: 48.8985 - mae: 5.5042 - val_loss: 350.6395 - val_mae: 15.4471\n","Epoch 145/200\n","67/67 [==============================] - 1s 8ms/step - loss: 44.3666 - mae: 5.0966 - val_loss: 312.8526 - val_mae: 14.3724\n","Epoch 146/200\n","67/67 [==============================] - 0s 7ms/step - loss: 42.6073 - mae: 5.1045 - val_loss: 334.2539 - val_mae: 15.0334\n","Epoch 147/200\n","67/67 [==============================] - 1s 8ms/step - loss: 41.5937 - mae: 4.8731 - val_loss: 352.9879 - val_mae: 15.5683\n","Epoch 148/200\n","67/67 [==============================] - 1s 8ms/step - loss: 42.0708 - mae: 4.8916 - val_loss: 313.5784 - val_mae: 14.3548\n","Epoch 149/200\n","67/67 [==============================] - 1s 8ms/step - loss: 35.6809 - mae: 4.6519 - val_loss: 340.5470 - val_mae: 15.2824\n","Epoch 150/200\n","67/67 [==============================] - 0s 7ms/step - loss: 37.9534 - mae: 4.7910 - val_loss: 310.5114 - val_mae: 14.2808\n","Epoch 151/200\n","67/67 [==============================] - 1s 8ms/step - loss: 39.9479 - mae: 4.8529 - val_loss: 302.8717 - val_mae: 14.0283\n","Epoch 152/200\n","67/67 [==============================] - 1s 8ms/step - loss: 41.6409 - mae: 4.7360 - val_loss: 352.2216 - val_mae: 15.5836\n","Epoch 153/200\n","67/67 [==============================] - 1s 8ms/step - loss: 32.3902 - mae: 4.3214 - val_loss: 329.0907 - val_mae: 14.7698\n","Epoch 154/200\n","67/67 [==============================] - 1s 8ms/step - loss: 35.0291 - mae: 4.5605 - val_loss: 360.2613 - val_mae: 15.7647\n","Epoch 155/200\n","67/67 [==============================] - 1s 8ms/step - loss: 34.8681 - mae: 4.3253 - val_loss: 326.9273 - val_mae: 14.7359\n","Epoch 156/200\n","67/67 [==============================] - 1s 8ms/step - loss: 28.3355 - mae: 3.9205 - val_loss: 371.8272 - val_mae: 16.0288\n","Epoch 157/200\n","67/67 [==============================] - 1s 8ms/step - loss: 36.3129 - mae: 4.2455 - val_loss: 280.2368 - val_mae: 13.3204\n","Epoch 158/200\n","67/67 [==============================] - 1s 8ms/step - loss: 29.9009 - mae: 4.1684 - val_loss: 362.4347 - val_mae: 15.8885\n","Epoch 159/200\n","67/67 [==============================] - 1s 8ms/step - loss: 37.2900 - mae: 4.5494 - val_loss: 395.4760 - val_mae: 16.8049\n","\n","Epoch 00159: ReduceLROnPlateau reducing learning rate to 0.00020971521735191345.\n","Epoch 160/200\n","67/67 [==============================] - 1s 8ms/step - loss: 34.9083 - mae: 4.4407 - val_loss: 324.4999 - val_mae: 14.8153\n","Epoch 161/200\n","67/67 [==============================] - 1s 8ms/step - loss: 26.1283 - mae: 3.8309 - val_loss: 345.4722 - val_mae: 15.4138\n","Epoch 162/200\n","67/67 [==============================] - 1s 8ms/step - loss: 26.1318 - mae: 3.7702 - val_loss: 353.2220 - val_mae: 15.6124\n","Epoch 163/200\n","67/67 [==============================] - 1s 8ms/step - loss: 31.7120 - mae: 4.1154 - val_loss: 306.8115 - val_mae: 14.2753\n","Epoch 164/200\n","67/67 [==============================] - 1s 8ms/step - loss: 30.7222 - mae: 4.0987 - val_loss: 301.8782 - val_mae: 14.0805\n","Epoch 165/200\n","67/67 [==============================] - 1s 8ms/step - loss: 24.9692 - mae: 3.6414 - val_loss: 331.4333 - val_mae: 15.0243\n","Epoch 166/200\n","67/67 [==============================] - 1s 8ms/step - loss: 24.5650 - mae: 3.5045 - val_loss: 304.5979 - val_mae: 14.1779\n","Epoch 167/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.7722 - mae: 3.4982 - val_loss: 292.4972 - val_mae: 13.7436\n","Epoch 168/200\n","67/67 [==============================] - 1s 8ms/step - loss: 29.4552 - mae: 3.9407 - val_loss: 317.3971 - val_mae: 14.5701\n","Epoch 169/200\n","67/67 [==============================] - 1s 8ms/step - loss: 27.9840 - mae: 3.5452 - val_loss: 274.2614 - val_mae: 13.2445\n","Epoch 170/200\n","67/67 [==============================] - 1s 8ms/step - loss: 24.3170 - mae: 3.5576 - val_loss: 367.8943 - val_mae: 16.1107\n","Epoch 171/200\n","67/67 [==============================] - 1s 8ms/step - loss: 24.7371 - mae: 3.4299 - val_loss: 310.7531 - val_mae: 14.4253\n","Epoch 172/200\n","67/67 [==============================] - 1s 8ms/step - loss: 19.2433 - mae: 3.2206 - val_loss: 277.4247 - val_mae: 13.4016\n","Epoch 173/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.1713 - mae: 3.5855 - val_loss: 254.8970 - val_mae: 12.6606\n","Epoch 174/200\n","67/67 [==============================] - 1s 8ms/step - loss: 25.7450 - mae: 3.7312 - val_loss: 262.3164 - val_mae: 12.8830\n","Epoch 175/200\n","67/67 [==============================] - 1s 8ms/step - loss: 26.3000 - mae: 3.6840 - val_loss: 299.1578 - val_mae: 14.0554\n","Epoch 176/200\n","67/67 [==============================] - 1s 8ms/step - loss: 25.0107 - mae: 3.4626 - val_loss: 286.9424 - val_mae: 13.7109\n","Epoch 177/200\n","67/67 [==============================] - 1s 8ms/step - loss: 19.2737 - mae: 3.2037 - val_loss: 271.2362 - val_mae: 13.1266\n","Epoch 178/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.8109 - mae: 3.3821 - val_loss: 298.1430 - val_mae: 13.9992\n","Epoch 179/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.7594 - mae: 3.4122 - val_loss: 307.3925 - val_mae: 14.4594\n","\n","Epoch 00179: ReduceLROnPlateau reducing learning rate to 0.00016777217388153076.\n","Epoch 180/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.7313 - mae: 3.4837 - val_loss: 303.6838 - val_mae: 14.2796\n","Epoch 181/200\n","67/67 [==============================] - 1s 8ms/step - loss: 27.6569 - mae: 3.6010 - val_loss: 307.1269 - val_mae: 14.3333\n","Epoch 182/200\n","67/67 [==============================] - 1s 8ms/step - loss: 21.2459 - mae: 3.3662 - val_loss: 271.5412 - val_mae: 13.1899\n","Epoch 183/200\n","67/67 [==============================] - 0s 7ms/step - loss: 23.6116 - mae: 3.4005 - val_loss: 281.9384 - val_mae: 13.5961\n","Epoch 184/200\n","67/67 [==============================] - 1s 8ms/step - loss: 24.6095 - mae: 3.4179 - val_loss: 268.0653 - val_mae: 13.0870\n","Epoch 185/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.2832 - mae: 3.4572 - val_loss: 251.7737 - val_mae: 12.5884\n","Epoch 186/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.4811 - mae: 3.3308 - val_loss: 257.9526 - val_mae: 12.8173\n","Epoch 187/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.2758 - mae: 3.4777 - val_loss: 251.3895 - val_mae: 12.6247\n","Epoch 188/200\n","67/67 [==============================] - 1s 8ms/step - loss: 16.7802 - mae: 3.0429 - val_loss: 267.2559 - val_mae: 13.1422\n","Epoch 189/200\n","67/67 [==============================] - 1s 8ms/step - loss: 20.3660 - mae: 3.2668 - val_loss: 209.7383 - val_mae: 11.1857\n","Epoch 190/200\n","67/67 [==============================] - 1s 8ms/step - loss: 20.9805 - mae: 3.4503 - val_loss: 228.4768 - val_mae: 11.8006\n","Epoch 191/200\n","67/67 [==============================] - 1s 8ms/step - loss: 19.5872 - mae: 3.1406 - val_loss: 240.0677 - val_mae: 12.2024\n","Epoch 192/200\n","67/67 [==============================] - 1s 8ms/step - loss: 22.9231 - mae: 3.6427 - val_loss: 235.4000 - val_mae: 12.1295\n","Epoch 193/200\n","67/67 [==============================] - 1s 8ms/step - loss: 26.8130 - mae: 3.7784 - val_loss: 211.2144 - val_mae: 11.4192\n","Epoch 194/200\n","67/67 [==============================] - 1s 8ms/step - loss: 23.9419 - mae: 3.5066 - val_loss: 228.3864 - val_mae: 11.8079\n","Epoch 195/200\n","67/67 [==============================] - 1s 8ms/step - loss: 20.1366 - mae: 3.3723 - val_loss: 197.3330 - val_mae: 10.9767\n","Epoch 196/200\n","67/67 [==============================] - 1s 8ms/step - loss: 24.5387 - mae: 3.6255 - val_loss: 246.1747 - val_mae: 12.4401\n","Epoch 197/200\n","67/67 [==============================] - 1s 8ms/step - loss: 28.8040 - mae: 3.9321 - val_loss: 202.3199 - val_mae: 11.2271\n","Epoch 198/200\n","67/67 [==============================] - 1s 8ms/step - loss: 25.9627 - mae: 3.7682 - val_loss: 213.6032 - val_mae: 11.4774\n","Epoch 199/200\n","67/67 [==============================] - 1s 8ms/step - loss: 28.0965 - mae: 3.8105 - val_loss: 191.8035 - val_mae: 10.9111\n","\n","Epoch 00199: ReduceLROnPlateau reducing learning rate to 0.00013421773910522462.\n","Epoch 200/200\n","67/67 [==============================] - 1s 8ms/step - loss: 25.8793 - mae: 4.0518 - val_loss: 178.3293 - val_mae: 10.5601\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"MjJ79sh50P9a","executionInfo":{"status":"ok","timestamp":1620874033780,"user_tz":240,"elapsed":106013,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["save_path ='./masked_trained_model_200e_conv_linear_spatialdrop.h5' \n","model.save(save_path)"],"execution_count":28,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"BHS-14OJMxGz"},"source":["## Visualization of training"]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"MMTN4l4NBhe4","executionInfo":{"status":"ok","timestamp":1620874041664,"user_tz":240,"elapsed":1349,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"a9f887d8-a3e5-4424-b898-6e860116ac73"},"source":["plt.figure(figsize=(12,12))\n","# summarize history for accuracy\n","plt.plot(history.history['mae'])\n","plt.plot(history.history['val_mae'])\n","plt.title('model mae')\n","plt.ylabel('mae')\n","plt.xlabel('epoch')\n","plt.legend(['train', 'validation'], loc='upper left')\n","plt.show()\n","plt.figure(figsize=(12,12))\n","# summarize history for loss\n","plt.plot(history.history['loss'])\n","plt.plot(history.history['val_loss'])\n","plt.title('model loss')\n","plt.ylabel('loss')\n","plt.xlabel('epoch')\n","plt.legend(['train', 'validation'], loc='upper left')\n","plt.show()"],"execution_count":29,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure 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\n","text/plain":["<Figure size 864x864 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/"},"id":"RNGtdQ7jPFmW","executionInfo":{"status":"ok","timestamp":1620874041665,"user_tz":240,"elapsed":797,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"bbb794b7-ff65-4408-8f76-c08a31cb577b"},"source":["model.evaluate(ds_val)"],"execution_count":30,"outputs":[{"output_type":"stream","text":["17/17 [==============================] - 0s 3ms/step - loss: 178.3293 - mae: 10.5601\n"],"name":"stdout"},{"output_type":"execute_result","data":{"text/plain":["[178.32928466796875, 10.560091972351074]"]},"metadata":{"tags":[]},"execution_count":30}]},{"cell_type":"markdown","metadata":{"id":"ZJEKoKwAM5Cx"},"source":["# Pixel-wise predictions"]},{"cell_type":"code","metadata":{"id":"zzmDUg4NU9Co","executionInfo":{"status":"ok","timestamp":1620874045775,"user_tz":240,"elapsed":1480,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["import seaborn as sns"],"execution_count":31,"outputs":[]},{"cell_type":"code","metadata":{"id":"dEGH8uV6Swcu","executionInfo":{"status":"ok","timestamp":1620874102391,"user_tz":240,"elapsed":1981,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["model = tf.keras.models.load_model('./masked_trained_model_200e_conv_linear_spatialdrop.h5' )"],"execution_count":34,"outputs":[]},{"cell_type":"code","metadata":{"id":"Q6AMT6Q7NClp","executionInfo":{"status":"ok","timestamp":1620874100388,"user_tz":240,"elapsed":55761,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["pixel_hists = list()\n","for file in os.listdir('./pixel-wise-calhoun'):\n","  pixel_hists.append(pickle.load(open('./pixel-wise-calhoun/'+ file, 'rb')))"],"execution_count":33,"outputs":[]},{"cell_type":"code","metadata":{"id":"RiHQU57WNzhs","executionInfo":{"status":"ok","timestamp":1620874106796,"user_tz":240,"elapsed":6371,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["calhoun_hists = np.concatenate(pixel_hists, axis=-1)\n","# reorder\n","calhoun_hists = np.transpose(calhoun_hists, axes=[1, 2, 0, -1])"],"execution_count":35,"outputs":[]},{"cell_type":"code","metadata":{"id":"u1-K7cCBN2f-","executionInfo":{"status":"ok","timestamp":1620874196629,"user_tz":240,"elapsed":96196,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":["yield_out = np.zeros(shape=calhoun_hists.shape[:2])\n","for i, x in enumerate(calhoun_hists):\n","  x = normalize(x)\n","  yield_out[i,:] =  np.squeeze(model(x))"],"execution_count":36,"outputs":[]},{"cell_type":"code","metadata":{"colab":{"base_uri":"https://localhost:8080/","height":0},"id":"2YSjmEy9Tl-B","executionInfo":{"status":"ok","timestamp":1620874198516,"user_tz":240,"elapsed":98075,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}},"outputId":"df49d548-4129-47fd-89cd-e1d1effc686d"},"source":["plt.figure(dpi=200)\n","cmap = sns.cubehelix_palette(start=2, rot=0, dark=0, light=.95, reverse=True, as_cmap=True)\n","ax = sns.heatmap(yield_out, cmap=cmap, square=True)\n","ax.set_xticklabels([])\n","ax.set_xticks([])\n","ax.set_yticks([])\n","ax.set_yticklabels([])\n","#plt.savefig('./calhoun_yieldmap_m', dpi=400)\n","plt.show()"],"execution_count":37,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1200x800 with 2 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"7OJ1RWK-VLfJ","executionInfo":{"status":"aborted","timestamp":1620873923769,"user_tz":240,"elapsed":29836,"user":{"displayName":"Yuval Ofek","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Gg3imOsEgnfJI3thDufVO8FILEIl50WYPMbZ6V1=s64","userId":"01643309439956738626"}}},"source":[""],"execution_count":null,"outputs":[]}]}