From 4042a8f17c3db43cb8c53ccd20931c762d60b9bf Mon Sep 17 00:00:00 2001
From: jh-206 <jhirschi206@gmail.com>
Date: Wed, 21 Aug 2024 09:58:14 -0600
Subject: [PATCH] Update rnn_workshop.ipynb

---
 fmda/rnn_workshop.ipynb | 84 ++++++++++++++++++++++++++++++++++++++++++++++---
 1 file changed, 79 insertions(+), 5 deletions(-)

diff --git a/fmda/rnn_workshop.ipynb b/fmda/rnn_workshop.ipynb
index 348a4c3..176774c 100644
--- a/fmda/rnn_workshop.ipynb
+++ b/fmda/rnn_workshop.ipynb
@@ -140,6 +140,7 @@
    "outputs": [],
    "source": [
     "from sklearn.preprocessing import MinMaxScaler, StandardScaler\n",
+    "from utils import ndarray_hash, weights_hash\n",
     "\n",
     "scalers = {\n",
     "    'minmax': MinMaxScaler(),\n",
@@ -219,7 +220,7 @@
     "\n",
     "        # Check for any potential issues with indices\n",
     "        if test_ind > self.hours:\n",
-    "            print(\"Setting test index to {self.hours}\")\n",
+    "            print(f\"Setting test index to {self.hours}\")\n",
     "            test_ind = self.hours\n",
     "        if train_ind >= test_ind:\n",
     "            raise ValueError(\"Train index must be less than test index.\")        \n",
@@ -257,6 +258,11 @@
     "        if hasattr(self, 'X_val'):\n",
     "            self.X_val = self.scaler.transform(self.X_val)\n",
     "        self.X_test = self.scaler.transform(self.X_test)\n",
+    "    def print_hashes(self, attrs_to_check = ['X', 'y', 'X_train', 'y_train', 'X_val', 'y_val', 'X_test', 'y_test']):\n",
+    "        for attr in attrs_to_check:\n",
+    "            if hasattr(self, attr):\n",
+    "                value = getattr(self, attr)\n",
+    "                print(f\"Hash of {attr}: {ndarray_hash(value)}\")        \n",
     "    def __getattr__(self, key):\n",
     "        try:\n",
     "            return self[key]\n",
@@ -319,11 +325,11 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "2659bb7f-b961-4721-8512-c609014daa02",
+   "id": "4a6f9a1a-1859-4fca-aee9-d330286f0e2f",
    "metadata": {},
    "outputs": [],
    "source": [
-    "d.X"
+    "d.print_hashes()"
    ]
   },
   {
@@ -339,6 +345,16 @@
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "2cee12b2-931b-4f3f-ae05-f4bc23b9df37",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d.print_hashes()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "becd6c36-cf9b-43f0-9f08-62dbe1a6ac5e",
    "metadata": {},
    "outputs": [],
@@ -347,6 +363,16 @@
    ]
   },
   {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5c5b0907-ace7-448a-a19d-55647dbcbaf8",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "d.print_hashes()"
+   ]
+  },
+  {
    "cell_type": "markdown",
    "id": "2afc2cf7-eab1-4a85-8632-4d306aead358",
    "metadata": {},
@@ -383,9 +409,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "params.update({'val_frac': .2, 'scale': True, 'scaler': 'standard', 'epochs': 200})\n",
+    "params.update({'val_frac': .2, 'scale': True, 'scaler': 'minmax', 'epochs': 500})\n",
     "# params.update({'features_list': ['wind', 'Ed', 'Ew', 'solar', 'rain']})\n",
-    "params.update({'rnn_layers': 3})\n",
+    "params.update({'rnn_layers': 1, 'dense_layers': 1})\n",
     "rnn_dat = create_rnn_data2(train[case], params)"
    ]
   },
@@ -404,6 +430,54 @@
   {
    "cell_type": "code",
    "execution_count": null,
+   "id": "bfd419f0-9092-470d-81b7-d3b45e4bdc0b",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "545ece65-9f4a-4b45-b87f-ea3a23032cac",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1e9ec6f9-8598-4560-b71e-222f5b4c4968",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e2a7840d-f7e4-424d-b343-06f913f9d3f6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "52e2942b-3bed-4c3d-8082-c7069d791036",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "def73f2c-5d2f-42c6-8c2d-328ac5e8db20",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "888dd72a-4eef-414b-ac33-f6f4bfbefe60",
    "metadata": {},
    "outputs": [],
-- 
2.11.4.GIT