updated app.py

Training_CNN.ipynb

@@ -2,17 +2,19 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [],
    "source": [
     "import tensorflow as tf\n",
-    "import numpy as np"
+    "import numpy as np\n",
+    "import cv2\n",
+    "from PIL import Image"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -21,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -30,7 +32,7 @@
        "(60000, 28, 28)"
       ]
      },
-     "execution_count": 3,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -39,6 +41,21 @@
     "xtrain.shape"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "win = cv2.namedWindow('default')\n",
+    "img = cv2.imread('test_img.jpeg')\n",
+    "img = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY)\n",
+    "cv2.imshow('default', xtrain[0])\n",
+    "\n",
+    "cv2.waitKey(0)\n",
+    "cv2.destroyAllWindows()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 4,
@@ -648,7 +665,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3.9.12 ('develop_env': venv)",
+   "display_name": "develop_env",
    "language": "python",
    "name": "python3"
   },
@@ -662,12 +679,12 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.12"
+   "version": "3.9.12 (main, Apr  4 2022, 05:22:27) [MSC v.1916 64 bit (AMD64)]"
   },
   "orig_nbformat": 4,
   "vscode": {
    "interpreter": {
-    "hash": "0868791e5364f72686924a0f04d93b83318e4731675bc3a629afddd6df69b833"
+    "hash": "644259c5c34406fc08905d9a77abc2e28422ee1d6f5c9d8d8683fb64864ae287"
    }
   }
  },

app.py

@@ -16,4 +16,4 @@ iface = gr.Interface(predict, inputs = 'sketchpad',
                      outputs = 'text',
                      allow_flagging = 'never',
                      description = 'Draw a Digit Below... (Draw in the centre for best results)')
-iface.launch(share = True, width = 500, height = 500)
+iface.launch(share = True, width = 300, height = 500)