Changes for running through. Addition of environment file linked to notebooks.

Keras_Tensorflow/01_DevelopModelDriver.ipynb

@@ -17,9 +17,7 @@
   {
    "cell_type": "code",
    "execution_count": 1,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "import logging\n",
@@ -42,7 +40,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Overwriting driver.py\n"
+      "Writing driver.py\n"
      ]
     }
    ],
@@ -131,9 +129,7 @@
   {
    "cell_type": "code",
    "execution_count": 3,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "logging.basicConfig(level=logging.DEBUG)"
@@ -173,35 +169,33 @@
   {
    "cell_type": "code",
    "execution_count": 5,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": [
     "IMAGEURL = \"https://upload.wikimedia.org/wikipedia/commons/thumb/6/68/Lynx_lynx_poing.jpg/220px-Lynx_lynx_poing.jpg\""
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "INFO:model_driver:Model loading time: 28443.23 ms\n"
+     ]
+    }
+   ],
+   "source": [
+    "predict_for = get_model_api()"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": 7,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "INFO:model_driver:Model loading time: 15510.97 ms\n"
-     ]
-    }
-   ],
-   "source": [
-    "predict_for = get_model_api()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
    "outputs": [
     {
      "name": "stderr",
@@ -212,8 +206,8 @@
       "DEBUG:PIL.PngImagePlugin:iCCP profile name b'ICC Profile'\n",
       "DEBUG:PIL.PngImagePlugin:Compression method 0\n",
       "DEBUG:PIL.PngImagePlugin:STREAM b'IDAT' 345 65536\n",
-      "INFO:model_driver:Predictions: [{'image': [('n02127052', 'lynx', 0.98164833), ('n02128385', 'leopard', 0.0077441484), ('n02123159', 'tiger_cat', 0.0036861449)]}]\n",
-      "INFO:model_driver:Predictions took 113.41 ms\n"
+      "INFO:model_driver:Predictions: [{'image': [('n02127052', 'lynx', 0.9816487), ('n02128385', 'leopard', 0.007744099), ('n02123159', 'tiger_cat', 0.0036861112)]}]\n",
+      "INFO:model_driver:Predictions took 3110.29 ms\n"
      ]
     }
    ],
@@ -234,9 +228,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python [conda env:py35]",
+   "display_name": "Python [conda env:AksDeployment]",
    "language": "python",
-   "name": "conda-env-py35-py"
+   "name": "conda-env-AksDeployment-py"
   },
   "language_info": {
    "codemirror_mode": {
@@ -248,7 +242,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.5.5"
   }
  },
  "nbformat": 4,

Keras_Tensorflow/environment.yml

@@ -0,0 +1,15 @@
+name: AksDeployment
+dependencies:
+  - python=3.5
+  - pip:
+    - ipykernel
+    - Pillow
+    - keras
+    - wget
+    - matplotlib
+    - aiohttp
+    - toolz
+    - tqdm
+    - tornado<5
+    - azure-cli
+    - tensorflow[gpu]