diff --git a/03b-build-retrieval-image.ipynb b/03b-build-retrieval-image.ipynb
index d444dd3..feff82c 100644
--- a/03b-build-retrieval-image.ipynb
+++ b/03b-build-retrieval-image.ipynb
@@ -301,7 +301,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# ! gcloud artifacts repositories create $REPOSITORY --repository-format=docker --location=$LOCATION"
+    "! gcloud artifacts repositories create $REPOSITORY --repository-format=docker --location=$LOCATION"
    ]
   },
   {
@@ -473,7 +473,6 @@
    "outputs": [],
    "source": [
     "# %%writefile {REPO_SRC}/.dockerignore\n",
-    "# *.yaml\n",
     "# **/__pycache__\n",
     "# **/*.pyc\n",
     "# ranking/*\n",
@@ -799,12 +798,12 @@
     "MODEL_ROOT_NAME         = f'{APP}-{MODEL_TYPE}-{FRAMEWORK}-{VERSION}'\n",
     "\n",
     "# Docker definitions for training\n",
-    "IMAGE_NAME = f'{MODEL_ROOT_NAME}-tr'\n",
-    "IMAGE_URI = f'gcr.io/{PROJECT_ID}/{IMAGE_NAME}'\n",
+    "IMAGE_NAME              = f'{MODEL_ROOT_NAME}-tr'\n",
+    "IMAGE_URI               = f'gcr.io/{PROJECT_ID}/{IMAGE_NAME}'\n",
     "\n",
-    "DOCKERNAME = 'tfrs'\n",
-    "MACHINE_TYPE ='e2-highcpu-32'\n",
-    "FILE_LOCATION = \"src\" # './src'\n",
+    "DOCKERNAME              = 'tfrs'\n",
+    "MACHINE_TYPE            ='e2-highcpu-32'\n",
+    "FILE_LOCATION           = \"src\" # './src'\n",
     "\n",
     "print(f\"MODEL_ROOT_NAME   : {MODEL_ROOT_NAME}\")\n",
     "print(f\"IMAGE_URI         : {IMAGE_URI}\")\n",
@@ -833,10 +832,10 @@
    },
    "outputs": [],
    "source": [
-    "# ! gcloud builds submit --config src/cloudbuild.yaml \\\n",
-    "#     --substitutions _DOCKERNAME=$DOCKERNAME,_IMAGE_URI=$IMAGE_URI,_FILE_LOCATION=$FILE_LOCATION \\\n",
-    "#     --timeout=2h \\\n",
-    "#     --machine-type=$MACHINE_TYPE"
+    "! gcloud builds submit --config src/cloudbuild.yaml \\\n",
+    "    --substitutions _DOCKERNAME=$DOCKERNAME,_IMAGE_URI=$IMAGE_URI,_FILE_LOCATION=$FILE_LOCATION \\\n",
+    "    --timeout=2h \\\n",
+    "    --machine-type=$MACHINE_TYPE"
    ]
   },
   {
diff --git a/beam_candidates/bq_to_tfr/candidate_pipeline.py b/beam_candidates/bq_to_tfr/candidate_pipeline.py
index d3dac91..e586e20 100644
--- a/beam_candidates/bq_to_tfr/candidate_pipeline.py
+++ b/beam_candidates/bq_to_tfr/candidate_pipeline.py
@@ -1,7 +1,13 @@
+import os
 # import argparse
 import gcsfs
 import numpy as np
 
+os.environ['TF_CPP_MIN_LOG_LEVEL'] = '2' 
+
+import warnings
+warnings.filterwarnings('ignore')
+
 import tensorflow as tf
 
 from datetime import datetime