Update moisture_rnn.py
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bloba8fab0da0411fbc6f009b2735e9202412eddddfd
2  "cells": [
3   {
4    "cell_type": "markdown",
5    "id": "e20166f4-1a8b-4471-a9a9-e944cc4b1087",
6    "metadata": {},
7    "source": [
8     "# Use to Check Reproducibility - v2.1 Code\n",
9     "\n",
10     "Version 2.1 relies on conda environment built from yaml file `fmda/install/fmda_ml.yml`. This environment uses python version `>=3.12` tensorflow version `>=2.16`. This led to substantial changes from the old reproducibility for code v2.0, so those old reproducibility hashes are no longer supported.\n",
11     "\n",
12     "To see old code and reproduciblity results, see commit \"911c6d7a\" or PR#11."
13    ]
14   },
15   {
16    "cell_type": "markdown",
17    "id": "ccbfa419-70b9-484f-ada7-82fcc70b5b38",
18    "metadata": {},
19    "source": [
20     "## Setup"
21    ]
22   },
23   {
24    "cell_type": "code",
25    "execution_count": 1,
26    "id": "8530bc7e-61ae-4463-a14f-d5eb42f0b83e",
27    "metadata": {},
28    "outputs": [],
29    "source": [
30     "# Environment\n",
31     "import numpy as np\n",
32     "import pandas as pd\n",
33     "import tensorflow as tf\n",
34     "import matplotlib.pyplot as plt\n",
35     "import sys\n",
36     "# Local modules\n",
37     "sys.path.append('..')\n",
38     "from moisture_rnn import RNN, RNNParams, RNNData\n",
39     "import reproducibility\n",
40     "from utils import print_dict_summary, read_yml, read_pkl\n",
41     "from moisture_rnn_pkl import pkl2train\n",
42     "from moisture_rnn import RNN, RNNData, RNNParams\n",
43     "import logging\n",
44     "from utils import logging_setup\n",
45     "logging_setup()"
46    ]
47   },
48   {
49    "cell_type": "markdown",
50    "id": "63d275da-b13a-405e-9e1a-aa3f972119b5",
51    "metadata": {},
52    "source": [
53     "### Reproducibility Dataset"
54    ]
55   },
56   {
57    "cell_type": "code",
58    "execution_count": 2,
59    "id": "2dfa08fa-01c9-4fd7-927b-541b0a532e4f",
60    "metadata": {},
61    "outputs": [
62     {
63      "name": "stdout",
64      "output_type": "stream",
65      "text": [
66       "loading file ../data/reproducibility_dict_v2_TEST.pkl\n"
67      ]
68     }
69    ],
70    "source": [
71     "# Original File\n",
72     "repro_file='../data/reproducibility_dict_v2_TEST.pkl'\n",
73     "repro = read_pkl(repro_file)"
74    ]
75   },
76   {
77    "cell_type": "markdown",
78    "id": "87f59db1-fa7b-44f4-bbe4-7e49221226e9",
79    "metadata": {},
80    "source": [
81     "## RNN with Stateful Batch Training\n"
82    ]
83   },
84   {
85    "cell_type": "code",
86    "execution_count": 3,
87    "id": "134d13b9-f329-49fb-8b53-16b4b109ae18",
88    "metadata": {},
89    "outputs": [
90     {
91      "name": "stdout",
92      "output_type": "stream",
93      "text": [
94       "<class 'moisture_rnn.RNNParams'>\n",
95       "{'batch_size': 32, 'timesteps': 5, 'optimizer': 'adam', 'rnn_layers': 1, 'rnn_units': 20, 'dense_layers': 1, 'dense_units': 5, 'activation': ['linear', 'linear'], 'dropout': [0.2, 0.2], 'recurrent_dropout': 0.2, 'reset_states': True, 'epochs': 300, 'learning_rate': 0.001, 'clipvalue': 10.0, 'phys_initialize': False, 'stateful': True, 'verbose_weights': True, 'verbose_fit': False, 'features_list': ['Ed', 'Ew', 'solar', 'wind', 'rain'], 'scale': True, 'scaler': 'minmax', 'time_fracs': [0.5, 0.2, 0.3], 'early_stopping_patience': 9999, 'predict_spinup_hours': None, 'n_features': 5, 'batch_shape': (32, 5, 5)}\n"
96      ]
97     }
98    ],
99    "source": [
100     "# Set up params\n",
101     "params = repro['repro_info']['params']\n",
102     "print(type(params))\n",
103     "print(params)"
104    ]
105   },
106   {
107    "cell_type": "code",
108    "execution_count": 4,
109    "id": "e9867f1b-f0fe-4032-a302-ec093782b227",
110    "metadata": {},
111    "outputs": [
112     {
113      "name": "stdout",
114      "output_type": "stream",
115      "text": [
116       "Input data is single timeseries.\n",
117       "Setting data scaler: minmax\n",
118       "Subsetting input data to features_list: ['Ed', 'Ew', 'solar', 'wind', 'rain']\n",
119       "Train index: 0 to 84\n",
120       "Validation index: 84 to 118\n",
121       "Test index: 118 to 168\n",
122       "X_train shape: (84, 5), y_train shape: (84, 1)\n",
123       "X_val shape: (34, 5), y_val shape: (34, 1)\n",
124       "X_test shape: (50, 5), y_test shape: (50, 1)\n",
125       "Scaling training data with scaler MinMaxScaler(), fitting on X_train\n",
126       "Reshaping training data using batch size: 32 and timesteps: 5\n",
127       "Reshaping validation data using batch size: 32 and timesteps: 5\n"
128      ]
129     }
130    ],
131    "source": [
132     "# Set up input data\n",
133     "rnn_dat = RNNData(repro, scaler = params['scaler'], features_list = params['features_list'])\n",
134     "rnn_dat.train_test_split(\n",
135     "    time_fracs = params['time_fracs']\n",
136     ")\n",
137     "rnn_dat.scale_data()\n",
138     "rnn_dat.batch_reshape(timesteps = params['timesteps'], batch_size = params['batch_size'])"
139    ]
140   },
141   {
142    "cell_type": "code",
143    "execution_count": 5,
144    "id": "458ea3bb-2b19-42b3-8ac8-fdec96c6d315",
145    "metadata": {},
146    "outputs": [
147     {
148      "name": "stdout",
149      "output_type": "stream",
150      "text": [
151       "resetting random seeds to 123\n",
152       "Initial Weights Hash: 16dd16c405f43639f265ad95490dacfb\n",
153       "Input data hashes, NOT formatted for rnn sequence/batches yet\n",
154       "Hash of X: d9d7eb7c6a5ff551cbb35bc9c92dec81\n",
155       "Hash of y: 7e842f81d22a4f0aa74e6ed1b41e4330\n",
156       "Hash of X_train: a901f674d0059cde6049241699d2c667\n",
157       "Hash of y_train: 2cfc870d0b0128be402835a41e855609\n",
158       "Hash of X_val: 597ca522272167b6642514958d2b97a8\n",
159       "Hash of y_val: cb6d974a60a10be5aee64cdd9b192ac1\n",
160       "Hash of X_test: ec82668a812a853d4a9e083b76515c5e\n",
161       "Hash of y_test: 5c09107d58439eb3ee8274cda8ac2a49\n",
162       "Training simple RNN with params: {'batch_size': 32, 'timesteps': 5, 'optimizer': 'adam', 'rnn_layers': 1, 'rnn_units': 20, 'dense_layers': 1, 'dense_units': 5, 'activation': ['linear', 'linear'], 'dropout': [0.2, 0.2], 'recurrent_dropout': 0.2, 'reset_states': True, 'epochs': 300, 'learning_rate': 0.001, 'clipvalue': 10.0, 'phys_initialize': False, 'stateful': True, 'verbose_weights': True, 'verbose_fit': False, 'features_list': ['Ed', 'Ew', 'solar', 'wind', 'rain'], 'scale': True, 'scaler': 'minmax', 'time_fracs': [0.5, 0.2, 0.3], 'early_stopping_patience': 9999, 'predict_spinup_hours': None, 'n_features': 5, 'batch_shape': (32, 5, 5)}\n",
163       "Using ResetStatesCallback with Batch Reset Schedule: None\n",
164       "Using early stopping callback.\n",
165       "Formatted X_train hash: a901f674d0059cde6049241699d2c667\n",
166       "Formatted y_train hash: 2cfc870d0b0128be402835a41e855609\n",
167       "Formatted X_val hash: 597ca522272167b6642514958d2b97a8\n",
168       "Formatted y_val hash: cb6d974a60a10be5aee64cdd9b192ac1\n",
169       "Initial weights before training hash: 16dd16c405f43639f265ad95490dacfb\n",
170       "Restoring model weights from the end of the best epoch: 300.\n"
171      ]
172     },
173     {
174      "data": {
175 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",
176       "text/plain": [
177        "<Figure size 1000x600 with 1 Axes>"
178       ]
179      },
180      "metadata": {},
181      "output_type": "display_data"
182     },
183     {
184      "name": "stdout",
185      "output_type": "stream",
186      "text": [
187       "Fitted Weights Hash: 01513ac086d842dc67d40eb94ee1110c\n",
188       "Running prediction on all input data, Training through Test\n",
189       "Scaling all X data with scaler MinMaxScaler(), fitted on X_train\n",
190       "All X hash: 727c50cca6daaf267889d4cb687d935f\n",
191       "Predicting test data\n",
192       "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 131ms/step\n",
193       "Predictions Hash: 4999d10893207f2b40086e3f84c214a3\n",
194       "Checking Reproducibility\n",
195       "Fitted weights hash: 01513ac086d842dc67d40eb94ee1110c \n",
196       " Reproducibility weights hash: 01513ac086d842dc67d40eb94ee1110c\n",
197       "Model predictions hash: 4999d10893207f2b40086e3f84c214a3 \n",
198       " Reproducibility preds hash: 4999d10893207f2b40086e3f84c214a3\n",
199       "***Reproducibility Checks passed - model weights and model predictions match expected.***\n"
200      ]
201     },
202     {
203      "data": {
204 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",
205       "text/plain": [
206        "<Figure size 640x480 with 1 Axes>"
207       ]
208      },
209      "metadata": {},
210      "output_type": "display_data"
211     }
212    ],
213    "source": [
214     "reproducibility.set_seed()\n",
215     "rnn = RNN(params)\n",
216     "m, errs = rnn.run_model(rnn_dat, reproducibility_run=True)"
217    ]
218   },
219   {
220    "cell_type": "code",
221    "execution_count": null,
222    "id": "ac65f5e4-b9a6-4592-998c-3e5161125449",
223    "metadata": {},
224    "outputs": [],
225    "source": []
226   },
227   {
228    "cell_type": "code",
229    "execution_count": null,
230    "id": "0e66d653-92d9-40cb-8690-dc9aa9c7b504",
231    "metadata": {},
232    "outputs": [],
233    "source": []
234   },
235   {
236    "cell_type": "code",
237    "execution_count": null,
238    "id": "591cd4d8-8b15-4d94-b258-76e92176f298",
239    "metadata": {},
240    "outputs": [],
241    "source": []
242   },
243   {
244    "cell_type": "code",
245    "execution_count": null,
246    "id": "67b6d000-b41b-4d5f-bead-814167e79fce",
247    "metadata": {},
248    "outputs": [],
249    "source": []
250   },
251   {
252    "cell_type": "markdown",
253    "id": "d4103c38-e067-4e72-a694-27080fa5265e",
254    "metadata": {},
255    "source": [
256     "### Physics Initialized"
257    ]
258   },
259   {
260    "cell_type": "code",
261    "execution_count": 6,
262    "id": "383e2870-a581-4ac2-8669-f16ac41a64a4",
263    "metadata": {},
264    "outputs": [
265     {
266      "name": "stdout",
267      "output_type": "stream",
268      "text": [
269       "NOT YET IMPLEMENTED\n"
270      ]
271     }
272    ],
273    "source": [
274     "print(\"NOT YET IMPLEMENTED\")\n",
275     "# params.update({'phys_initialize': True})\n",
276     "# reproducibility.set_seed()\n",
277     "# rnn = RNN(params)\n",
278     "# m, errs = rnn.run_model(rnn_dat)"
279    ]
280   },
281   {
282    "cell_type": "code",
283    "execution_count": null,
284    "id": "33584d39-cd5d-4613-b330-48ab960cb42e",
285    "metadata": {},
286    "outputs": [],
287    "source": []
288   },
289   {
290    "cell_type": "code",
291    "execution_count": null,
292    "id": "9bfbd951-c89a-4b69-be94-7ac4783f5eb7",
293    "metadata": {},
294    "outputs": [],
295    "source": []
296   }
297  ],
298  "metadata": {
299   "kernelspec": {
300    "display_name": "Python 3 (ipykernel)",
301    "language": "python",
302    "name": "python3"
303   },
304   "language_info": {
305    "codemirror_mode": {
306     "name": "ipython",
307     "version": 3
308    },
309    "file_extension": ".py",
310    "mimetype": "text/x-python",
311    "name": "python",
312    "nbconvert_exporter": "python",
313    "pygments_lexer": "ipython3",
314    "version": "3.12.5"
315   }
316  },
317  "nbformat": 4,
318  "nbformat_minor": 5