Annihilating bugs

Author: vikasnair

examples/sentiment-analysis/sentiment-unbox.ipynb

@@ -36,14 +36,27 @@
    "execution_count": 2,
    "id": "precise-vatican",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Archive:  ./data/trainingandtestdata.zip\n"
+     ]
+    }
+   ],
    "source": [
     "%%bash\n",
     "\n",
+    "if [ ! -d ./data ]; then\n",
+    "    mkdir ./data\n",
+    "fi\n",
+    "\n",
     "if [ ! -f ./data/trainingandtestdata.zip ]; then\n",
-    "    wget -q http://cs.stanford.edu/people/alecmgo/trainingandtestdata.zip\n",
-    "    unzip -n ./data/trainingandtestdata.zip\n",
-    "fi"
+    "    wget -q -O ./data/trainingandtestdata.zip http://cs.stanford.edu/people/alecmgo/trainingandtestdata.zip\n",
+    "fi\n",
+    "\n",
+    "unzip -n ./data/trainingandtestdata.zip -d ./data"
    ]
   },
   {
@@ -74,7 +87,7 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/rishabramanathan/opt/miniconda3/envs/unbox_demo/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
+      "/usr/local/lib/python3.7/site-packages/sklearn/linear_model/_logistic.py:765: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
       "STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
       "\n",
       "Increase the number of iterations (max_iter) or scale the data as shown in:\n",
@@ -194,8 +207,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2021-02-28 18:11:54,475] WARNING - Using BentoML installed in `editable` model, the local BentoML repository including all code changes will be packaged together with saved bundle created, under the './bundled_pip_dependencies' directory of the saved bundle.\n",
-      "What is your Unbox email?rishramanathan@gmail.com\n",
+      "What is your Unbox email?me@vikasnair.com\n",
       "What is your Unbox password?········\n"
      ]
     }
@@ -258,7 +270,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 14,
    "id": "present-seating",
    "metadata": {
     "scrolled": true
@@ -268,30 +280,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[2021-02-28 18:14:00,704] INFO - Detected non-PyPI-released BentoML installed, copying local BentoML modulefiles to target saved bundle path..\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "warning: no previously-included files matching '*~' found anywhere in distribution\n",
-      "warning: no previously-included files matching '*.pyo' found anywhere in distribution\n",
-      "warning: no previously-included files matching '.git' found anywhere in distribution\n",
-      "warning: no previously-included files matching '.ipynb_checkpoints' found anywhere in distribution\n",
-      "warning: no previously-included files matching '__pycache__' found anywhere in distribution\n",
-      "warning: no directories found matching 'bentoml/yatai/web/dist'\n",
-      "no previously-included directories found matching 'e2e_tests'\n",
-      "no previously-included directories found matching 'tests'\n",
-      "no previously-included directories found matching 'benchmark'\n"
-     ]
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "UPDATING BentoML-0.11.0+33.g7e83376/bentoml/_version.py\n",
-      "set BentoML-0.11.0+33.g7e83376/bentoml/_version.py to '0.11.0+33.g7e83376'\n"
+      "[2021-03-01 04:47:41,045] WARNING - pip package requirement pandas already exist\n",
+      "[2021-03-01 04:47:41,052] WARNING - pip package requirement scikit-learn already exist\n"
      ]
     }
    ],
@@ -301,6 +291,14 @@
     "    model=sentiment_lr\n",
     ")"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "covered-grace",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
@@ -319,7 +317,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.7.9"
+   "version": "3.7.1"
   }
  },
  "nbformat": 4,

requirements.txt

@@ -85,6 +85,7 @@ py-zipkin==0.20.1
 pycparser==2.20
 Pygments==2.8.0
 pyparsing==2.4.7
+pyrebase
 pyrsistent==0.17.3
 python-dateutil==2.8.0
 python-editor==1.0.4

unboxapi/template.py

@@ -12,7 +12,8 @@
 def create_template_model(model_type, input_type):
     # return TemplateModel([modelTypes[model_type]('model'), PickleArtifact('function')])
     with open('template_model.py', 'w') as python_file:
-        file_contents = f"""from typing import List
+        file_contents = f"""\
+        from typing import List
         from bentoml import env, artifacts, api, BentoService
         from bentoml.frameworks.{model_type} import {modelTypes[model_type]}
         from bentoml.service.artifacts.common import PickleArtifact