diff --git a/README.md b/README.md
index 99805d91a8a..fb2ab50be44 100644
--- a/README.md
+++ b/README.md
@@ -159,10 +159,10 @@ kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib
 
 ## Release Version
 
-For the specific Katib release (for example `v0.12.0`) run this command:
+For the specific Katib release (for example `v0.13.0`) run this command:
 
 ```
-kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib-standalone?ref=v0.12.0"
+kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib-standalone?ref=v0.13.0"
 ```
 
 Make sure that all Katib components are running:
diff --git a/examples/v1beta1/kubeflow-pipelines/README.md b/examples/v1beta1/kubeflow-pipelines/README.md
index a748883bb03..df1e2bf0041 100644
--- a/examples/v1beta1/kubeflow-pipelines/README.md
+++ b/examples/v1beta1/kubeflow-pipelines/README.md
@@ -10,8 +10,8 @@ You can find the Katib Component source code for the Kubeflow Pipelines
 
 You have to install the following Python SDK to run these examples:
 
-- [`kfp`](https://pypi.org/project/kfp/) >= 1.8.4
-- [`kubeflow-katib`](https://pypi.org/project/kubeflow-katib/) >= 0.12.0
+- [`kfp`](https://pypi.org/project/kfp/) >= 1.8.12
+- [`kubeflow-katib`](https://pypi.org/project/kubeflow-katib/) >= 0.13.0
 
 ## Multi-User Pipelines Setup
 
diff --git a/examples/v1beta1/kubeflow-pipelines/early-stopping.ipynb b/examples/v1beta1/kubeflow-pipelines/early-stopping.ipynb
index 6f97a8ffeee..0d3353b49e6 100644
--- a/examples/v1beta1/kubeflow-pipelines/early-stopping.ipynb
+++ b/examples/v1beta1/kubeflow-pipelines/early-stopping.ipynb
@@ -29,103 +29,83 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting kfp==1.8.4\n",
-      "  Downloading kfp-1.8.4.tar.gz (252 kB)\n",
-      "\u001b[K     |████████████████████████████████| 252 kB 5.3 MB/s eta 0:00:01\n",
-      "\u001b[?25hRequirement already satisfied: absl-py<=0.11,>=0.9 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.11.0)\n",
-      "Requirement already satisfied: PyYAML<6,>=5.3 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (5.4.1)\n",
-      "Requirement already satisfied: google-cloud-storage<2,>=1.20.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.42.3)\n",
-      "Requirement already satisfied: kubernetes<19,>=8.0.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (12.0.1)\n",
-      "Requirement already satisfied: google-api-python-client<2,>=1.7.8 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.12.8)\n",
-      "Requirement already satisfied: google-auth<2,>=1.6.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.35.0)\n",
-      "Requirement already satisfied: requests-toolbelt<1,>=0.8.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.9.1)\n",
-      "Requirement already satisfied: cloudpickle<2,>=1.3.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.6.0)\n",
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-      "Requirement already satisfied: jsonschema<4,>=3.0.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (3.2.0)\n",
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-      "Requirement already satisfied: click<8,>=7.1.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (7.1.2)\n",
-      "Requirement already satisfied: Deprecated<2,>=1.2.7 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.2.13)\n",
-      "Requirement already satisfied: strip-hints<1,>=0.1.8 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.1.10)\n",
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-      "Requirement already satisfied: kfp-pipeline-spec<0.2.0,>=0.1.10 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.1.12)\n",
-      "Requirement already satisfied: fire<1,>=0.3.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.4.0)\n",
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-      "Collecting pydantic<2,>=1.8.2\n",
-      "  Downloading pydantic-1.8.2-cp38-cp38-manylinux2014_x86_64.whl (13.7 MB)\n",
-      "\u001b[K     |████████████████████████████████| 13.7 MB 22.4 MB/s eta 0:00:01\n",
-      "\u001b[?25hRequirement already satisfied: typing-extensions<4,>=3.10.0.2 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (3.10.0.2)\n",
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-      "Building wheels for collected packages: kfp\n",
-      "  Building wheel for kfp (setup.py) ... \u001b[?25ldone\n",
-      "\u001b[?25h  Created wheel for kfp: filename=kfp-1.8.4-py3-none-any.whl size=349033 sha256=a8b852f8cac0b84d67aae100bf9364aad7f18eddadd49471a7be43345ddead9b\n",
-      "  Stored in directory: /home/jovyan/.cache/pip/wheels/49/2b/fc/79b1a2787e4f73f9ee6b1c7fe88f7f42b82133c40baca38aa9\n",
-      "Successfully built kfp\n",
-      "Installing collected packages: pydantic, kfp\n",
-      "  Attempting uninstall: kfp\n",
-      "    Found existing installation: kfp 1.6.3\n",
-      "    Uninstalling kfp-1.6.3:\n",
-      "      Successfully uninstalled kfp-1.6.3\n",
-      "Successfully installed kfp-1.8.4 pydantic-1.8.2\n",
-      "Collecting kubeflow-katib==0.12.0\n",
-      "  Downloading kubeflow_katib-0.12.0-py3-none-any.whl (89 kB)\n",
-      "\u001b[K     |████████████████████████████████| 89 kB 7.3 MB/s  eta 0:00:01\n",
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-      "Installing collected packages: kubeflow-katib\n",
-      "Successfully installed kubeflow-katib-0.12.0\n"
+      "Requirement already satisfied: kfp==1.8.12 in /opt/conda/lib/python3.8/site-packages (1.8.12)\n",
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+      "Requirement already satisfied: kfp-pipeline-spec<0.2.0,>=0.1.14 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.1.14)\n",
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+      "Requirement already satisfied: googleapis-common-protos<2.0dev,>=1.52.0 in /opt/conda/lib/python3.8/site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->kfp==1.8.12) (1.55.0)\n",
+      "Requirement already satisfied: requests<3.0.0dev,>=2.18.0 in /opt/conda/lib/python3.8/site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->kfp==1.8.12) (2.25.1)\n",
+      "Requirement already satisfied: httplib2<1dev,>=0.15.0 in /opt/conda/lib/python3.8/site-packages (from google-api-python-client<2,>=1.7.8->kfp==1.8.12) (0.20.4)\n",
+      "Requirement already satisfied: google-auth-httplib2>=0.0.3 in /opt/conda/lib/python3.8/site-packages (from google-api-python-client<2,>=1.7.8->kfp==1.8.12) (0.1.0)\n",
+      "Requirement already satisfied: setuptools>=40.3.0 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.12) (49.6.0.post20210108)\n",
+      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.12) (4.2.4)\n",
+      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.12) (4.8)\n",
+      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.12) (0.2.8)\n",
+      "Requirement already satisfied: google-resumable-media<3.0dev,>=1.3.0 in /opt/conda/lib/python3.8/site-packages (from google-cloud-storage<2,>=1.20.0->kfp==1.8.12) (2.3.2)\n",
+      "Requirement already satisfied: google-cloud-core<3.0dev,>=1.6.0 in /opt/conda/lib/python3.8/site-packages (from google-cloud-storage<2,>=1.20.0->kfp==1.8.12) (2.2.3)\n",
+      "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /opt/conda/lib/python3.8/site-packages (from google-resumable-media<3.0dev,>=1.3.0->google-cloud-storage<2,>=1.20.0->kfp==1.8.12) (1.3.0)\n",
+      "Requirement already satisfied: pyparsing!=3.0.0,!=3.0.1,!=3.0.2,!=3.0.3,<4,>=2.4.2 in /opt/conda/lib/python3.8/site-packages (from httplib2<1dev,>=0.15.0->google-api-python-client<2,>=1.7.8->kfp==1.8.12) (2.4.7)\n",
+      "Requirement already satisfied: attrs>=17.4.0 in /opt/conda/lib/python3.8/site-packages (from jsonschema<4,>=3.0.1->kfp==1.8.12) (21.2.0)\n",
+      "Requirement already satisfied: pyrsistent>=0.14.0 in /opt/conda/lib/python3.8/site-packages (from jsonschema<4,>=3.0.1->kfp==1.8.12) (0.17.3)\n",
+      "Requirement already satisfied: python-dateutil in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.12) (2.8.1)\n",
+      "Requirement already satisfied: urllib3>=1.15 in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.12) (1.26.5)\n",
+      "Requirement already satisfied: certifi in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.12) (2021.5.30)\n",
+      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes<19,>=8.0.0->kfp==1.8.12) (1.3.1)\n",
+      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes<19,>=8.0.0->kfp==1.8.12) (1.0.1)\n",
+      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.1->kfp==1.8.12) (0.4.8)\n",
+      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->kfp==1.8.12) (2.10)\n",
+      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->kfp==1.8.12) (4.0.0)\n",
+      "Requirement already satisfied: wheel in /opt/conda/lib/python3.8/site-packages (from strip-hints<1,>=0.1.8->kfp==1.8.12) (0.36.2)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes<19,>=8.0.0->kfp==1.8.12) (3.2.0)\n",
+      "Requirement already satisfied: kubeflow-katib==0.13.0 in /opt/conda/lib/python3.8/site-packages (0.13.0)\n",
+      "Requirement already satisfied: kubernetes>=12.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (12.0.1)\n",
+      "Requirement already satisfied: certifi>=14.05.14 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (2021.5.30)\n",
+      "Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (1.16.0)\n",
+      "Requirement already satisfied: urllib3>=1.15.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (1.26.5)\n",
+      "Requirement already satisfied: setuptools>=21.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (49.6.0.post20210108)\n",
+      "Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.25.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.5.3 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.8.1)\n",
+      "Requirement already satisfied: pyyaml>=3.12 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (5.4.1)\n",
+      "Requirement already satisfied: google-auth>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.35.0)\n",
+      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.3.1)\n",
+      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.0.1)\n",
+      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.2.4)\n",
+      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (0.2.8)\n",
+      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.8)\n",
+      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (0.4.8)\n",
+      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.0.0)\n",
+      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.10)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (3.2.0)\n"
      ]
     }
    ],
    "source": [
     "# Install required packages (Kubeflow Pipelines and Katib SDK).\n",
-    "!pip install kfp==1.8.4\n",
-    "!pip install kubeflow-katib==0.12.0"
+    "!pip install kfp==1.8.12\n",
+    "!pip install kubeflow-katib==0.13.0"
    ]
   },
   {
@@ -265,7 +245,7 @@
     "                \"containers\": [\n",
     "                    {\n",
     "                        \"name\": \"training-container\",\n",
-    "                        \"image\": \"docker.io/kubeflowkatib/mxnet-mnist:v0.12.0\",\n",
+    "                        \"image\": \"docker.io/kubeflowkatib/mxnet-mnist:v0.13.0\",\n",
     "                        \"command\": [\n",
     "                            \"python3\",\n",
     "                            \"/opt/mxnet-mnist/mnist.py\",\n",
diff --git a/examples/v1beta1/kubeflow-pipelines/kubeflow-e2e-mnist.ipynb b/examples/v1beta1/kubeflow-pipelines/kubeflow-e2e-mnist.ipynb
index 8db3248bdf6..b619fa58c24 100644
--- a/examples/v1beta1/kubeflow-pipelines/kubeflow-e2e-mnist.ipynb
+++ b/examples/v1beta1/kubeflow-pipelines/kubeflow-e2e-mnist.ipynb
@@ -29,103 +29,83 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting kfp==1.8.4\n",
-      "  Downloading kfp-1.8.4.tar.gz (252 kB)\n",
-      "\u001b[K     |████████████████████████████████| 252 kB 28.3 MB/s eta 0:00:01\n",
-      "\u001b[?25hRequirement already satisfied: absl-py<=0.11,>=0.9 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.11.0)\n",
-      "Requirement already satisfied: PyYAML<6,>=5.3 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (5.4.1)\n",
-      "Requirement already satisfied: google-cloud-storage<2,>=1.20.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.42.3)\n",
-      "Requirement already satisfied: kubernetes<19,>=8.0.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (12.0.1)\n",
-      "Requirement already satisfied: google-api-python-client<2,>=1.7.8 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.12.8)\n",
-      "Requirement already satisfied: google-auth<2,>=1.6.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.35.0)\n",
-      "Requirement already satisfied: requests-toolbelt<1,>=0.8.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.9.1)\n",
-      "Requirement already satisfied: cloudpickle<2,>=1.3.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.6.0)\n",
-      "Requirement already satisfied: kfp-server-api<2.0.0,>=1.1.2 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.6.0)\n",
-      "Requirement already satisfied: jsonschema<4,>=3.0.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (3.2.0)\n",
-      "Requirement already satisfied: tabulate<1,>=0.8.6 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.8.9)\n",
-      "Requirement already satisfied: click<8,>=7.1.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (7.1.2)\n",
-      "Requirement already satisfied: Deprecated<2,>=1.2.7 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (1.2.13)\n",
-      "Requirement already satisfied: strip-hints<1,>=0.1.8 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.1.10)\n",
-      "Requirement already satisfied: docstring-parser<1,>=0.7.3 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.11)\n",
-      "Requirement already satisfied: kfp-pipeline-spec<0.2.0,>=0.1.10 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.1.12)\n",
-      "Requirement already satisfied: fire<1,>=0.3.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (0.4.0)\n",
-      "Requirement already satisfied: protobuf<4,>=3.13.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (3.17.3)\n",
-      "Requirement already satisfied: uritemplate<4,>=3.0.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (3.0.1)\n",
-      "Collecting pydantic<2,>=1.8.2\n",
-      "  Downloading pydantic-1.8.2-cp38-cp38-manylinux2014_x86_64.whl (13.7 MB)\n",
-      "\u001b[K     |████████████████████████████████| 13.7 MB 49.3 MB/s eta 0:00:01\n",
-      "\u001b[?25hRequirement already satisfied: typing-extensions<4,>=3.10.0.2 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.4) (3.10.0.2)\n",
-      "Requirement already satisfied: six in /opt/conda/lib/python3.8/site-packages (from absl-py<=0.11,>=0.9->kfp==1.8.4) (1.16.0)\n",
-      "Requirement already satisfied: wrapt<2,>=1.10 in /opt/conda/lib/python3.8/site-packages (from Deprecated<2,>=1.2.7->kfp==1.8.4) (1.13.1)\n",
-      "Requirement already satisfied: termcolor in /opt/conda/lib/python3.8/site-packages (from fire<1,>=0.3.1->kfp==1.8.4) (1.1.0)\n",
-      "Requirement already satisfied: google-auth-httplib2>=0.0.3 in /opt/conda/lib/python3.8/site-packages (from google-api-python-client<2,>=1.7.8->kfp==1.8.4) (0.1.0)\n",
-      "Requirement already satisfied: google-api-core<2dev,>=1.21.0 in /opt/conda/lib/python3.8/site-packages (from google-api-python-client<2,>=1.7.8->kfp==1.8.4) (1.31.3)\n",
-      "Requirement already satisfied: httplib2<1dev,>=0.15.0 in /opt/conda/lib/python3.8/site-packages (from google-api-python-client<2,>=1.7.8->kfp==1.8.4) (0.20.1)\n",
-      "Requirement already satisfied: setuptools>=40.3.0 in /opt/conda/lib/python3.8/site-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client<2,>=1.7.8->kfp==1.8.4) (49.6.0.post20210108)\n",
-      "Requirement already satisfied: packaging>=14.3 in /opt/conda/lib/python3.8/site-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client<2,>=1.7.8->kfp==1.8.4) (20.9)\n",
-      "Requirement already satisfied: googleapis-common-protos<2.0dev,>=1.6.0 in /opt/conda/lib/python3.8/site-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client<2,>=1.7.8->kfp==1.8.4) (1.53.0)\n",
-      "Requirement already satisfied: requests<3.0.0dev,>=2.18.0 in /opt/conda/lib/python3.8/site-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client<2,>=1.7.8->kfp==1.8.4) (2.25.1)\n",
-      "Requirement already satisfied: pytz in /opt/conda/lib/python3.8/site-packages (from google-api-core<2dev,>=1.21.0->google-api-python-client<2,>=1.7.8->kfp==1.8.4) (2021.1)\n",
-      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.4) (0.2.8)\n",
-      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.4) (4.7.2)\n",
-      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.4) (4.2.4)\n",
-      "Requirement already satisfied: google-cloud-core<3.0dev,>=1.6.0 in /opt/conda/lib/python3.8/site-packages (from google-cloud-storage<2,>=1.20.0->kfp==1.8.4) (2.1.0)\n",
-      "Requirement already satisfied: google-resumable-media<3.0dev,>=1.3.0 in /opt/conda/lib/python3.8/site-packages (from google-cloud-storage<2,>=1.20.0->kfp==1.8.4) (2.0.3)\n",
-      "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /opt/conda/lib/python3.8/site-packages (from google-resumable-media<3.0dev,>=1.3.0->google-cloud-storage<2,>=1.20.0->kfp==1.8.4) (1.3.0)\n",
-      "Requirement already satisfied: pyparsing<3,>=2.4.2 in /opt/conda/lib/python3.8/site-packages (from httplib2<1dev,>=0.15.0->google-api-python-client<2,>=1.7.8->kfp==1.8.4) (2.4.7)\n",
-      "Requirement already satisfied: attrs>=17.4.0 in /opt/conda/lib/python3.8/site-packages (from jsonschema<4,>=3.0.1->kfp==1.8.4) (21.2.0)\n",
-      "Requirement already satisfied: pyrsistent>=0.14.0 in /opt/conda/lib/python3.8/site-packages (from jsonschema<4,>=3.0.1->kfp==1.8.4) (0.17.3)\n",
-      "Requirement already satisfied: python-dateutil in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.4) (2.8.1)\n",
-      "Requirement already satisfied: urllib3>=1.15 in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.4) (1.26.5)\n",
-      "Requirement already satisfied: certifi in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.4) (2021.5.30)\n",
-      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes<19,>=8.0.0->kfp==1.8.4) (1.0.1)\n",
-      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes<19,>=8.0.0->kfp==1.8.4) (1.3.0)\n",
-      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.1->kfp==1.8.4) (0.4.8)\n",
-      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<2dev,>=1.21.0->google-api-python-client<2,>=1.7.8->kfp==1.8.4) (2.10)\n",
-      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core<2dev,>=1.21.0->google-api-python-client<2,>=1.7.8->kfp==1.8.4) (4.0.0)\n",
-      "Requirement already satisfied: wheel in /opt/conda/lib/python3.8/site-packages (from strip-hints<1,>=0.1.8->kfp==1.8.4) (0.36.2)\n",
-      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes<19,>=8.0.0->kfp==1.8.4) (3.1.1)\n",
-      "Building wheels for collected packages: kfp\n",
-      "  Building wheel for kfp (setup.py) ... \u001b[?25ldone\n",
-      "\u001b[?25h  Created wheel for kfp: filename=kfp-1.8.4-py3-none-any.whl size=349033 sha256=de28a894e7553ad24fb98b2b6e8f25ab97f712383b6cbd7996fddb208cc1d4bd\n",
-      "  Stored in directory: /home/jovyan/.cache/pip/wheels/49/2b/fc/79b1a2787e4f73f9ee6b1c7fe88f7f42b82133c40baca38aa9\n",
-      "Successfully built kfp\n",
-      "Installing collected packages: pydantic, kfp\n",
-      "  Attempting uninstall: kfp\n",
-      "    Found existing installation: kfp 1.6.3\n",
-      "    Uninstalling kfp-1.6.3:\n",
-      "      Successfully uninstalled kfp-1.6.3\n",
-      "Successfully installed kfp-1.8.4 pydantic-1.8.2\n",
-      "Collecting kubeflow-katib==0.12.0\n",
-      "  Downloading kubeflow_katib-0.12.0-py3-none-any.whl (89 kB)\n",
-      "\u001b[K     |█████████████████████████████▍  | 81 kB 22.5 MB/s eta 0:00:01     |████████████████████████████████| 89 kB 7.5 MB/s \n",
-      "\u001b[?25hRequirement already satisfied: urllib3>=1.15.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (1.26.5)\n",
-      "Requirement already satisfied: certifi>=14.05.14 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (2021.5.30)\n",
-      "Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (1.16.0)\n",
-      "Requirement already satisfied: setuptools>=21.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (49.6.0.post20210108)\n",
-      "Requirement already satisfied: kubernetes>=12.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (12.0.1)\n",
-      "Requirement already satisfied: google-auth>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.35.0)\n",
-      "Requirement already satisfied: python-dateutil>=2.5.3 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.8.1)\n",
-      "Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.25.1)\n",
-      "Requirement already satisfied: pyyaml>=3.12 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (5.4.1)\n",
-      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.3.0)\n",
-      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.0.1)\n",
-      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.7.2)\n",
-      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.2.4)\n",
-      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (0.2.8)\n",
-      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (0.4.8)\n",
-      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.0.0)\n",
-      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.10)\n",
-      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (3.1.1)\n",
-      "Installing collected packages: kubeflow-katib\n",
-      "Successfully installed kubeflow-katib-0.12.0\n"
+      "Requirement already satisfied: kfp==1.8.12 in /opt/conda/lib/python3.8/site-packages (1.8.12)\n",
+      "Requirement already satisfied: tabulate<1,>=0.8.6 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.8.9)\n",
+      "Requirement already satisfied: google-cloud-storage<2,>=1.20.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (1.44.0)\n",
+      "Requirement already satisfied: google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (2.7.1)\n",
+      "Requirement already satisfied: google-auth<2,>=1.6.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (1.35.0)\n",
+      "Requirement already satisfied: cloudpickle<3,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (2.0.0)\n",
+      "Requirement already satisfied: strip-hints<1,>=0.1.8 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.1.10)\n",
+      "Requirement already satisfied: typer<1.0,>=0.3.2 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.4.1)\n",
+      "Requirement already satisfied: requests-toolbelt<1,>=0.8.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.9.1)\n",
+      "Requirement already satisfied: protobuf<4,>=3.13.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (3.17.3)\n",
+      "Requirement already satisfied: absl-py<2,>=0.9 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.11.0)\n",
+      "Requirement already satisfied: typing-extensions<4,>=3.7.4 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (3.10.0.2)\n",
+      "Requirement already satisfied: uritemplate<4,>=3.0.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (3.0.1)\n",
+      "Requirement already satisfied: jsonschema<4,>=3.0.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (3.2.0)\n",
+      "Requirement already satisfied: Deprecated<2,>=1.2.7 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (1.2.13)\n",
+      "Requirement already satisfied: google-api-python-client<2,>=1.7.8 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (1.12.10)\n",
+      "Requirement already satisfied: click<9,>=7.1.2 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (7.1.2)\n",
+      "Requirement already satisfied: PyYAML<6,>=5.3 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (5.4.1)\n",
+      "Requirement already satisfied: fire<1,>=0.3.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.4.0)\n",
+      "Requirement already satisfied: kfp-server-api<2.0.0,>=1.1.2 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (1.6.0)\n",
+      "Requirement already satisfied: kubernetes<19,>=8.0.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (12.0.1)\n",
+      "Requirement already satisfied: kfp-pipeline-spec<0.2.0,>=0.1.14 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.1.14)\n",
+      "Requirement already satisfied: pydantic<2,>=1.8.2 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (1.9.0)\n",
+      "Requirement already satisfied: docstring-parser<1,>=0.7.3 in /opt/conda/lib/python3.8/site-packages (from kfp==1.8.12) (0.13)\n",
+      "Requirement already satisfied: six in /opt/conda/lib/python3.8/site-packages (from absl-py<2,>=0.9->kfp==1.8.12) (1.16.0)\n",
+      "Requirement already satisfied: wrapt<2,>=1.10 in /opt/conda/lib/python3.8/site-packages (from Deprecated<2,>=1.2.7->kfp==1.8.12) (1.13.3)\n",
+      "Requirement already satisfied: termcolor in /opt/conda/lib/python3.8/site-packages (from fire<1,>=0.3.1->kfp==1.8.12) (1.1.0)\n",
+      "Requirement already satisfied: googleapis-common-protos<2.0dev,>=1.52.0 in /opt/conda/lib/python3.8/site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->kfp==1.8.12) (1.55.0)\n",
+      "Requirement already satisfied: requests<3.0.0dev,>=2.18.0 in /opt/conda/lib/python3.8/site-packages (from google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->kfp==1.8.12) (2.25.1)\n",
+      "Requirement already satisfied: google-auth-httplib2>=0.0.3 in /opt/conda/lib/python3.8/site-packages (from google-api-python-client<2,>=1.7.8->kfp==1.8.12) (0.1.0)\n",
+      "Requirement already satisfied: httplib2<1dev,>=0.15.0 in /opt/conda/lib/python3.8/site-packages (from google-api-python-client<2,>=1.7.8->kfp==1.8.12) (0.20.4)\n",
+      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.12) (4.2.4)\n",
+      "Requirement already satisfied: setuptools>=40.3.0 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.12) (49.6.0.post20210108)\n",
+      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.12) (4.8)\n",
+      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth<2,>=1.6.1->kfp==1.8.12) (0.2.8)\n",
+      "Requirement already satisfied: google-cloud-core<3.0dev,>=1.6.0 in /opt/conda/lib/python3.8/site-packages (from google-cloud-storage<2,>=1.20.0->kfp==1.8.12) (2.2.3)\n",
+      "Requirement already satisfied: google-resumable-media<3.0dev,>=1.3.0 in /opt/conda/lib/python3.8/site-packages (from google-cloud-storage<2,>=1.20.0->kfp==1.8.12) (2.3.2)\n",
+      "Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /opt/conda/lib/python3.8/site-packages (from google-resumable-media<3.0dev,>=1.3.0->google-cloud-storage<2,>=1.20.0->kfp==1.8.12) (1.3.0)\n",
+      "Requirement already satisfied: pyparsing!=3.0.0,!=3.0.1,!=3.0.2,!=3.0.3,<4,>=2.4.2 in /opt/conda/lib/python3.8/site-packages (from httplib2<1dev,>=0.15.0->google-api-python-client<2,>=1.7.8->kfp==1.8.12) (2.4.7)\n",
+      "Requirement already satisfied: pyrsistent>=0.14.0 in /opt/conda/lib/python3.8/site-packages (from jsonschema<4,>=3.0.1->kfp==1.8.12) (0.17.3)\n",
+      "Requirement already satisfied: attrs>=17.4.0 in /opt/conda/lib/python3.8/site-packages (from jsonschema<4,>=3.0.1->kfp==1.8.12) (21.2.0)\n",
+      "Requirement already satisfied: certifi in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.12) (2021.5.30)\n",
+      "Requirement already satisfied: python-dateutil in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.12) (2.8.1)\n",
+      "Requirement already satisfied: urllib3>=1.15 in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.8.12) (1.26.5)\n",
+      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes<19,>=8.0.0->kfp==1.8.12) (1.0.1)\n",
+      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes<19,>=8.0.0->kfp==1.8.12) (1.3.1)\n",
+      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth<2,>=1.6.1->kfp==1.8.12) (0.4.8)\n",
+      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->kfp==1.8.12) (2.10)\n",
+      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests<3.0.0dev,>=2.18.0->google-api-core!=2.0.*,!=2.1.*,!=2.2.*,!=2.3.0,<3.0.0dev,>=1.31.5->kfp==1.8.12) (4.0.0)\n",
+      "Requirement already satisfied: wheel in /opt/conda/lib/python3.8/site-packages (from strip-hints<1,>=0.1.8->kfp==1.8.12) (0.36.2)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes<19,>=8.0.0->kfp==1.8.12) (3.2.0)\n",
+      "Requirement already satisfied: kubeflow-katib==0.13.0 in /opt/conda/lib/python3.8/site-packages (0.13.0)\n",
+      "Requirement already satisfied: setuptools>=21.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (49.6.0.post20210108)\n",
+      "Requirement already satisfied: certifi>=14.05.14 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (2021.5.30)\n",
+      "Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (1.16.0)\n",
+      "Requirement already satisfied: urllib3>=1.15.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (1.26.5)\n",
+      "Requirement already satisfied: kubernetes>=12.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (12.0.1)\n",
+      "Requirement already satisfied: pyyaml>=3.12 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (5.4.1)\n",
+      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.3.1)\n",
+      "Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.25.1)\n",
+      "Requirement already satisfied: google-auth>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.35.0)\n",
+      "Requirement already satisfied: python-dateutil>=2.5.3 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.8.1)\n",
+      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.0.1)\n",
+      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (0.2.8)\n",
+      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.2.4)\n",
+      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.8)\n",
+      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (0.4.8)\n",
+      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.0.0)\n",
+      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.10)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (3.2.0)\n"
      ]
     }
    ],
    "source": [
     "# Install required packages (Kubeflow Pipelines and Katib SDK).\n",
-    "!pip install kfp==1.8.4\n",
-    "!pip install kubeflow-katib==0.12.0"
+    "!pip install kfp==1.8.12\n",
+    "!pip install kubeflow-katib==0.13.0"
    ]
   },
   {
diff --git a/examples/v1beta1/sdk/cmaes-and-resume-policies.ipynb b/examples/v1beta1/sdk/cmaes-and-resume-policies.ipynb
index e7066a2fba9..0864dc1559a 100644
--- a/examples/v1beta1/sdk/cmaes-and-resume-policies.ipynb
+++ b/examples/v1beta1/sdk/cmaes-and-resume-policies.ipynb
@@ -24,35 +24,31 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting kubeflow-katib==0.12.0\n",
-      "  Downloading kubeflow_katib-0.12.0-py3-none-any.whl (89 kB)\n",
-      "\u001b[K     |████████████████████████████████| 89 kB 7.5 MB/s  eta 0:00:01\n",
-      "\u001b[?25hRequirement already satisfied: urllib3>=1.15.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (1.26.5)\n",
-      "Requirement already satisfied: certifi>=14.05.14 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (2021.5.30)\n",
-      "Requirement already satisfied: setuptools>=21.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (49.6.0.post20210108)\n",
-      "Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (1.15.0)\n",
-      "Requirement already satisfied: kubernetes>=12.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (12.0.1)\n",
-      "Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.25.1)\n",
-      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.3.0)\n",
-      "Requirement already satisfied: google-auth>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.31.0)\n",
-      "Requirement already satisfied: python-dateutil>=2.5.3 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.8.1)\n",
-      "Requirement already satisfied: pyyaml>=3.12 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (5.4.1)\n",
-      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.0.1)\n",
-      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.7.2)\n",
-      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (0.2.8)\n",
-      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.2.2)\n",
-      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (0.4.8)\n",
-      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.10)\n",
-      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.0.0)\n",
-      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (3.1.1)\n",
-      "Installing collected packages: kubeflow-katib\n",
-      "Successfully installed kubeflow-katib-0.12.0\n"
+      "Requirement already satisfied: kubeflow-katib==0.13.0 in /opt/conda/lib/python3.8/site-packages (0.13.0)\n",
+      "Requirement already satisfied: kubernetes>=12.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (12.0.1)\n",
+      "Requirement already satisfied: setuptools>=21.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (49.6.0.post20210108)\n",
+      "Requirement already satisfied: certifi>=14.05.14 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (2021.5.30)\n",
+      "Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (1.16.0)\n",
+      "Requirement already satisfied: urllib3>=1.15.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (1.26.5)\n",
+      "Requirement already satisfied: google-auth>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.35.0)\n",
+      "Requirement already satisfied: pyyaml>=3.12 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (5.4.1)\n",
+      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.0.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.5.3 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.8.1)\n",
+      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.3.1)\n",
+      "Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.25.1)\n",
+      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.2.4)\n",
+      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.8)\n",
+      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (0.2.8)\n",
+      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (0.4.8)\n",
+      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.0.0)\n",
+      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.10)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (3.2.0)\n"
      ]
     }
    ],
    "source": [
     "# Install required package (Katib SDK).\n",
-    "!pip install kubeflow-katib==0.12.0"
+    "!pip install kubeflow-katib==0.13.0"
    ]
   },
   {
@@ -164,7 +160,7 @@
     "                \"containers\": [\n",
     "                    {\n",
     "                        \"name\": \"training-container\",\n",
-    "                        \"image\": \"docker.io/kubeflowkatib/mxnet-mnist:v0.12.0\",\n",
+    "                        \"image\": \"docker.io/kubeflowkatib/mxnet-mnist:v0.13.0\",\n",
     "                        \"command\": [\n",
     "                            \"python3\",\n",
     "                            \"/opt/mxnet-mnist/mnist.py\",\n",
@@ -404,7 +400,7 @@
        "          '--lr=${trialParameters.learningRate}',\n",
        "          '--num-layers=${trialParameters.numberLayers}',\n",
        "          '--optimizer=${trialParameters.optimizer}'],\n",
-       "         'image': 'docker.io/kubeflowkatib/mxnet-mnist:v0.12.0',\n",
+       "         'image': 'docker.io/kubeflowkatib/mxnet-mnist:v0.13.0',\n",
        "         'name': 'training-container'}],\n",
        "       'restartPolicy': 'Never'}}}}}}}"
       ]
@@ -539,7 +535,7 @@
        "          '--lr=${trialParameters.learningRate}',\n",
        "          '--num-layers=${trialParameters.numberLayers}',\n",
        "          '--optimizer=${trialParameters.optimizer}'],\n",
-       "         'image': 'docker.io/kubeflowkatib/mxnet-mnist:v0.12.0',\n",
+       "         'image': 'docker.io/kubeflowkatib/mxnet-mnist:v0.13.0',\n",
        "         'name': 'training-container'}],\n",
        "       'restartPolicy': 'Never'}}}}}}}"
       ]
@@ -576,7 +572,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'apiVersion': 'kubeflow.org/v1beta1', 'kind': 'Experiment', 'metadata': {'creationTimestamp': '2021-10-05T23:40:19Z', 'finalizers': ['update-prometheus-metrics'], 'generation': 1, 'managedFields': [{'apiVersion': 'kubeflow.org/v1beta1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:spec': {'.': {}, 'f:algorithm': {'.': {}, 'f:algorithmName': {}}, 'f:maxFailedTrialCount': {}, 'f:maxTrialCount': {}, 'f:objective': {'.': {}, 'f:additionalMetricNames': {}, 'f:goal': {}, 'f:objectiveMetricName': {}, 'f:type': {}}, 'f:parallelTrialCount': {}, 'f:parameters': {}, 'f:trialTemplate': {'.': {}, 'f:primaryContainerName': {}, 'f:trialParameters': {}, 'f:trialSpec': {'.': {}, 'f:apiVersion': {}, 'f:kind': {}, 'f:spec': {'.': {}, 'f:template': {'.': {}, 'f:metadata': {'.': {}, 'f:annotations': {'.': {}, 'f:sidecar.istio.io/inject': {}}}, 'f:spec': {'.': {}, 'f:containers': {}, 'f:restartPolicy': {}}}}}}}}, 'manager': 'OpenAPI-Generator', 'operation': 'Update', 'time': '2021-10-05T23:40:19Z'}, {'apiVersion': 'kubeflow.org/v1beta1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:metadata': {'f:finalizers': {'.': {}, 'v:\"update-prometheus-metrics\"': {}}}, 'f:status': {'.': {}, 'f:conditions': {}, 'f:currentOptimalTrial': {'.': {}, 'f:bestTrialName': {}, 'f:observation': {'.': {}, 'f:metrics': {}}, 'f:parameterAssignments': {}}, 'f:runningTrialList': {}, 'f:startTime': {}, 'f:trials': {}, 'f:trialsRunning': {}}}, 'manager': 'katib-controller', 'operation': 'Update', 'time': '2021-10-05T23:40:54Z'}], 'name': 'cmaes-example', 'namespace': 'kubeflow-user-example-com', 'resourceVersion': '393932086', 'uid': 'ccf6bb73-6768-4e6e-9a23-742d0953ecf1'}, 'spec': {'algorithm': {'algorithmName': 'cmaes'}, 'maxFailedTrialCount': 3, 'maxTrialCount': 7, 'metricsCollectorSpec': {'collector': {'kind': 'StdOut'}}, 'objective': {'additionalMetricNames': ['Train-accuracy'], 'goal': 0.99, 'metricStrategies': [{'name': 'Validation-accuracy', 'value': 'max'}, {'name': 'Train-accuracy', 'value': 'max'}], 'objectiveMetricName': 'Validation-accuracy', 'type': 'maximize'}, 'parallelTrialCount': 3, 'parameters': [{'feasibleSpace': {'max': '0.06', 'min': '0.01'}, 'name': 'lr', 'parameterType': 'double'}, {'feasibleSpace': {'max': '5', 'min': '2'}, 'name': 'num-layers', 'parameterType': 'int'}, {'feasibleSpace': {'list': ['sgd', 'adam', 'ftrl']}, 'name': 'optimizer', 'parameterType': 'categorical'}], 'resumePolicy': 'LongRunning', 'trialTemplate': {'failureCondition': 'status.conditions.#(type==\"Failed\")#|#(status==\"True\")#', 'primaryContainerName': 'training-container', 'successCondition': 'status.conditions.#(type==\"Complete\")#|#(status==\"True\")#', 'trialParameters': [{'description': 'Learning rate for the training model', 'name': 'learningRate', 'reference': 'lr'}, {'description': 'Number of training model layers', 'name': 'numberLayers', 'reference': 'num-layers'}, {'description': 'Training model optimizer (sdg, adam or ftrl)', 'name': 'optimizer', 'reference': 'optimizer'}], 'trialSpec': {'apiVersion': 'batch/v1', 'kind': 'Job', 'spec': {'template': {'metadata': {'annotations': {'sidecar.istio.io/inject': 'false'}}, 'spec': {'containers': [{'command': ['python3', '/opt/mxnet-mnist/mnist.py', '--batch-size=64', '--lr=${trialParameters.learningRate}', '--num-layers=${trialParameters.numberLayers}', '--optimizer=${trialParameters.optimizer}'], 'image': 'docker.io/kubeflowkatib/mxnet-mnist:v0.12.0', 'name': 'training-container'}], 'restartPolicy': 'Never'}}}}}}, 'status': {'conditions': [{'lastTransitionTime': '2021-10-05T23:40:19Z', 'lastUpdateTime': '2021-10-05T23:40:19Z', 'message': 'Experiment is created', 'reason': 'ExperimentCreated', 'status': 'True', 'type': 'Created'}, {'lastTransitionTime': '2021-10-05T23:40:54Z', 'lastUpdateTime': '2021-10-05T23:40:54Z', 'message': 'Experiment is running', 'reason': 'ExperimentRunning', 'status': 'True', 'type': 'Running'}], 'currentOptimalTrial': {'bestTrialName': '', 'observation': {'metrics': None}, 'parameterAssignments': None}, 'runningTrialList': ['cmaes-example-xn6txwtw', 'cmaes-example-8crn89vg', 'cmaes-example-4q8hmt9r'], 'startTime': '2021-10-05T23:40:19Z', 'trials': 3, 'trialsRunning': 3}}\n",
+      "{'apiVersion': 'kubeflow.org/v1beta1', 'kind': 'Experiment', 'metadata': {'creationTimestamp': '2021-10-05T23:40:19Z', 'finalizers': ['update-prometheus-metrics'], 'generation': 1, 'managedFields': [{'apiVersion': 'kubeflow.org/v1beta1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:spec': {'.': {}, 'f:algorithm': {'.': {}, 'f:algorithmName': {}}, 'f:maxFailedTrialCount': {}, 'f:maxTrialCount': {}, 'f:objective': {'.': {}, 'f:additionalMetricNames': {}, 'f:goal': {}, 'f:objectiveMetricName': {}, 'f:type': {}}, 'f:parallelTrialCount': {}, 'f:parameters': {}, 'f:trialTemplate': {'.': {}, 'f:primaryContainerName': {}, 'f:trialParameters': {}, 'f:trialSpec': {'.': {}, 'f:apiVersion': {}, 'f:kind': {}, 'f:spec': {'.': {}, 'f:template': {'.': {}, 'f:metadata': {'.': {}, 'f:annotations': {'.': {}, 'f:sidecar.istio.io/inject': {}}}, 'f:spec': {'.': {}, 'f:containers': {}, 'f:restartPolicy': {}}}}}}}}, 'manager': 'OpenAPI-Generator', 'operation': 'Update', 'time': '2021-10-05T23:40:19Z'}, {'apiVersion': 'kubeflow.org/v1beta1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:metadata': {'f:finalizers': {'.': {}, 'v:\"update-prometheus-metrics\"': {}}}, 'f:status': {'.': {}, 'f:conditions': {}, 'f:currentOptimalTrial': {'.': {}, 'f:bestTrialName': {}, 'f:observation': {'.': {}, 'f:metrics': {}}, 'f:parameterAssignments': {}}, 'f:runningTrialList': {}, 'f:startTime': {}, 'f:trials': {}, 'f:trialsRunning': {}}}, 'manager': 'katib-controller', 'operation': 'Update', 'time': '2021-10-05T23:40:54Z'}], 'name': 'cmaes-example', 'namespace': 'kubeflow-user-example-com', 'resourceVersion': '393932086', 'uid': 'ccf6bb73-6768-4e6e-9a23-742d0953ecf1'}, 'spec': {'algorithm': {'algorithmName': 'cmaes'}, 'maxFailedTrialCount': 3, 'maxTrialCount': 7, 'metricsCollectorSpec': {'collector': {'kind': 'StdOut'}}, 'objective': {'additionalMetricNames': ['Train-accuracy'], 'goal': 0.99, 'metricStrategies': [{'name': 'Validation-accuracy', 'value': 'max'}, {'name': 'Train-accuracy', 'value': 'max'}], 'objectiveMetricName': 'Validation-accuracy', 'type': 'maximize'}, 'parallelTrialCount': 3, 'parameters': [{'feasibleSpace': {'max': '0.06', 'min': '0.01'}, 'name': 'lr', 'parameterType': 'double'}, {'feasibleSpace': {'max': '5', 'min': '2'}, 'name': 'num-layers', 'parameterType': 'int'}, {'feasibleSpace': {'list': ['sgd', 'adam', 'ftrl']}, 'name': 'optimizer', 'parameterType': 'categorical'}], 'resumePolicy': 'LongRunning', 'trialTemplate': {'failureCondition': 'status.conditions.#(type==\"Failed\")#|#(status==\"True\")#', 'primaryContainerName': 'training-container', 'successCondition': 'status.conditions.#(type==\"Complete\")#|#(status==\"True\")#', 'trialParameters': [{'description': 'Learning rate for the training model', 'name': 'learningRate', 'reference': 'lr'}, {'description': 'Number of training model layers', 'name': 'numberLayers', 'reference': 'num-layers'}, {'description': 'Training model optimizer (sdg, adam or ftrl)', 'name': 'optimizer', 'reference': 'optimizer'}], 'trialSpec': {'apiVersion': 'batch/v1', 'kind': 'Job', 'spec': {'template': {'metadata': {'annotations': {'sidecar.istio.io/inject': 'false'}}, 'spec': {'containers': [{'command': ['python3', '/opt/mxnet-mnist/mnist.py', '--batch-size=64', '--lr=${trialParameters.learningRate}', '--num-layers=${trialParameters.numberLayers}', '--optimizer=${trialParameters.optimizer}'], 'image': 'docker.io/kubeflowkatib/mxnet-mnist:v0.13.0', 'name': 'training-container'}], 'restartPolicy': 'Never'}}}}}}, 'status': {'conditions': [{'lastTransitionTime': '2021-10-05T23:40:19Z', 'lastUpdateTime': '2021-10-05T23:40:19Z', 'message': 'Experiment is created', 'reason': 'ExperimentCreated', 'status': 'True', 'type': 'Created'}, {'lastTransitionTime': '2021-10-05T23:40:54Z', 'lastUpdateTime': '2021-10-05T23:40:54Z', 'message': 'Experiment is running', 'reason': 'ExperimentRunning', 'status': 'True', 'type': 'Running'}], 'currentOptimalTrial': {'bestTrialName': '', 'observation': {'metrics': None}, 'parameterAssignments': None}, 'runningTrialList': ['cmaes-example-xn6txwtw', 'cmaes-example-8crn89vg', 'cmaes-example-4q8hmt9r'], 'startTime': '2021-10-05T23:40:19Z', 'trials': 3, 'trialsRunning': 3}}\n",
       "-----------------\n",
       "\n",
       "7\n",
@@ -917,7 +913,7 @@
        "          '--lr=${trialParameters.learningRate}',\n",
        "          '--num-layers=${trialParameters.numberLayers}',\n",
        "          '--optimizer=${trialParameters.optimizer}'],\n",
-       "         'image': 'docker.io/kubeflowkatib/mxnet-mnist:v0.12.0',\n",
+       "         'image': 'docker.io/kubeflowkatib/mxnet-mnist:v0.13.0',\n",
        "         'name': 'training-container'}],\n",
        "       'restartPolicy': 'Never'}}}}}},\n",
        " 'status': {'completionTime': '2021-10-05T23:44:26Z',\n",
diff --git a/examples/v1beta1/sdk/nas-with-darts.ipynb b/examples/v1beta1/sdk/nas-with-darts.ipynb
index 0e0f1055760..7c45bd0baf1 100644
--- a/examples/v1beta1/sdk/nas-with-darts.ipynb
+++ b/examples/v1beta1/sdk/nas-with-darts.ipynb
@@ -22,35 +22,31 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Collecting kubeflow-katib==0.12.0\n",
-      "  Downloading kubeflow_katib-0.12.0-py3-none-any.whl (89 kB)\n",
-      "\u001b[K     |████████████████████████████████| 89 kB 7.1 MB/s  eta 0:00:01\n",
-      "\u001b[?25hRequirement already satisfied: certifi>=14.05.14 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (2021.5.30)\n",
-      "Requirement already satisfied: urllib3>=1.15.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (1.26.5)\n",
-      "Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (1.16.0)\n",
-      "Requirement already satisfied: setuptools>=21.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (49.6.0.post20210108)\n",
-      "Requirement already satisfied: kubernetes>=12.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.12.0) (12.0.1)\n",
-      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.0.1)\n",
-      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.3.0)\n",
-      "Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.25.1)\n",
-      "Requirement already satisfied: python-dateutil>=2.5.3 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.8.1)\n",
-      "Requirement already satisfied: pyyaml>=3.12 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (5.4.1)\n",
-      "Requirement already satisfied: google-auth>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.12.0) (1.35.0)\n",
-      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.7.2)\n",
-      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.2.2)\n",
-      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (0.2.8)\n",
-      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (0.4.8)\n",
-      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (2.10)\n",
-      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (4.0.0)\n",
-      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes>=12.0.0->kubeflow-katib==0.12.0) (3.1.1)\n",
-      "Installing collected packages: kubeflow-katib\n",
-      "Successfully installed kubeflow-katib-0.12.0\n"
+      "Requirement already satisfied: kubeflow-katib==0.13.0 in /opt/conda/lib/python3.8/site-packages (0.13.0)\n",
+      "Requirement already satisfied: kubernetes>=12.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (12.0.1)\n",
+      "Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (1.16.0)\n",
+      "Requirement already satisfied: certifi>=14.05.14 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (2021.5.30)\n",
+      "Requirement already satisfied: urllib3>=1.15.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (1.26.5)\n",
+      "Requirement already satisfied: setuptools>=21.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.13.0) (49.6.0.post20210108)\n",
+      "Requirement already satisfied: pyyaml>=3.12 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (5.4.1)\n",
+      "Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.25.1)\n",
+      "Requirement already satisfied: google-auth>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.35.0)\n",
+      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.0.1)\n",
+      "Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (1.3.1)\n",
+      "Requirement already satisfied: python-dateutil>=2.5.3 in /opt/conda/lib/python3.8/site-packages (from kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.8.1)\n",
+      "Requirement already satisfied: rsa<5,>=3.1.4 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.8)\n",
+      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (0.2.8)\n",
+      "Requirement already satisfied: cachetools<5.0,>=2.0.0 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.2.4)\n",
+      "Requirement already satisfied: pyasn1<0.5.0,>=0.4.6 in /opt/conda/lib/python3.8/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (0.4.8)\n",
+      "Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (4.0.0)\n",
+      "Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (2.10)\n",
+      "Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes>=12.0.0->kubeflow-katib==0.13.0) (3.2.0)\n"
      ]
     }
    ],
    "source": [
     "# Install required package (Katib SDK).\n",
-    "!pip install kubeflow-katib==0.12.0"
+    "!pip install kubeflow-katib==0.13.0"
    ]
   },
   {
@@ -235,7 +231,7 @@
     "                \"containers\": [\n",
     "                    {\n",
     "                        \"name\": \"training-container\",\n",
-    "                        \"image\": \"docker.io/kubeflowkatib/darts-cnn-cifar10:v0.12.0\",\n",
+    "                        \"image\": \"docker.io/kubeflowkatib/darts-cnn-cifar10:v0.13.0\",\n",
     "                        \"command\": [\n",
     "                            'python3',\n",
     "                            'run_trial.py',\n",
@@ -317,7 +313,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'name': 'training-container', 'image': 'docker.io/kubeflowkatib/darts-cnn-cifar10:v0.12.0', 'command': ['python3', 'run_trial.py', '--algorithm-settings=\"${trialParameters.algorithmSettings}\"', '--search-space=\"${trialParameters.searchSpace}\"', '--num-layers=\"${trialParameters.numberLayers}\"'], 'resources': {'limits': {'nvidia.com/gpu': 1}}}\n"
+      "{'name': 'training-container', 'image': 'docker.io/kubeflowkatib/darts-cnn-cifar10:v0.13.0', 'command': ['python3', 'run_trial.py', '--algorithm-settings=\"${trialParameters.algorithmSettings}\"', '--search-space=\"${trialParameters.searchSpace}\"', '--num-layers=\"${trialParameters.numberLayers}\"'], 'resources': {'limits': {'nvidia.com/gpu': 1}}}\n"
      ]
     }
    ],
@@ -450,7 +446,7 @@
        "          '--algorithm-settings=\"${trialParameters.algorithmSettings}\"',\n",
        "          '--search-space=\"${trialParameters.searchSpace}\"',\n",
        "          '--num-layers=\"${trialParameters.numberLayers}\"'],\n",
-       "         'image': 'docker.io/kubeflowkatib/darts-cnn-cifar10:v0.12.0',\n",
+       "         'image': 'docker.io/kubeflowkatib/darts-cnn-cifar10:v0.13.0',\n",
        "         'name': 'training-container',\n",
        "         'resources': {'limits': {'nvidia.com/gpu': 1}}}],\n",
        "       'restartPolicy': 'Never'}}}}}}}"
@@ -487,7 +483,7 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "{'apiVersion': 'kubeflow.org/v1beta1', 'kind': 'Experiment', 'metadata': {'creationTimestamp': '2021-10-05T23:49:49Z', 'finalizers': ['update-prometheus-metrics'], 'generation': 1, 'managedFields': [{'apiVersion': 'kubeflow.org/v1beta1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:spec': {'.': {}, 'f:algorithm': {'.': {}, 'f:algorithmName': {}, 'f:algorithmSettings': {}}, 'f:maxFailedTrialCount': {}, 'f:maxTrialCount': {}, 'f:metricsCollectorSpec': {'.': {}, 'f:collector': {'.': {}, 'f:kind': {}}, 'f:source': {'.': {}, 'f:filter': {'.': {}, 'f:metricsFormat': {}}}}, 'f:nasConfig': {'.': {}, 'f:graphConfig': {'.': {}, 'f:numLayers': {}}, 'f:operations': {}}, 'f:objective': {'.': {}, 'f:objectiveMetricName': {}, 'f:type': {}}, 'f:parallelTrialCount': {}, 'f:trialTemplate': {'.': {}, 'f:primaryContainerName': {}, 'f:retain': {}, 'f:trialParameters': {}, 'f:trialSpec': {'.': {}, 'f:apiVersion': {}, 'f:kind': {}, 'f:spec': {'.': {}, 'f:template': {'.': {}, 'f:metadata': {'.': {}, 'f:annotations': {'.': {}, 'f:sidecar.istio.io/inject': {}}}, 'f:spec': {'.': {}, 'f:containers': {}, 'f:restartPolicy': {}}}}}}}}, 'manager': 'OpenAPI-Generator', 'operation': 'Update', 'time': '2021-10-05T23:49:49Z'}, {'apiVersion': 'kubeflow.org/v1beta1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:metadata': {'f:finalizers': {'.': {}, 'v:\"update-prometheus-metrics\"': {}}}, 'f:status': {'.': {}, 'f:conditions': {}, 'f:currentOptimalTrial': {'.': {}, 'f:bestTrialName': {}, 'f:observation': {'.': {}, 'f:metrics': {}}, 'f:parameterAssignments': {}}, 'f:runningTrialList': {}, 'f:startTime': {}, 'f:trials': {}, 'f:trialsRunning': {}}}, 'manager': 'katib-controller', 'operation': 'Update', 'time': '2021-10-05T23:50:31Z'}], 'name': 'darts-example', 'namespace': 'kubeflow-user-example-com', 'resourceVersion': '393948698', 'uid': '3fbda962-64c0-4474-b1de-03b390f96369'}, 'spec': {'algorithm': {'algorithmName': 'darts', 'algorithmSettings': [{'name': 'num_epochs', 'value': '2'}, {'name': 'stem_multiplier', 'value': '1'}, {'name': 'init_channels', 'value': '4'}, {'name': 'num_nodes', 'value': '3'}]}, 'maxFailedTrialCount': 1, 'maxTrialCount': 1, 'metricsCollectorSpec': {'collector': {'kind': 'StdOut'}, 'source': {'filter': {'metricsFormat': ['([\\\\w-]+)=(Genotype.*)']}}}, 'nasConfig': {'graphConfig': {'numLayers': 2}, 'operations': [{'operationType': 'separable_convolution', 'parameters': [{'feasibleSpace': {'list': ['3']}, 'name': 'filter_size', 'parameterType': 'categorical'}]}, {'operationType': 'dilated_convolution', 'parameters': [{'feasibleSpace': {'list': ['3', '5']}, 'name': 'filter_size', 'parameterType': 'categorical'}]}, {'operationType': 'avg_pooling', 'parameters': [{'feasibleSpace': {'list': ['3']}, 'name': 'filter_size', 'parameterType': 'categorical'}]}, {'operationType': 'max_pooling', 'parameters': [{'feasibleSpace': {'list': ['3']}, 'name': 'filter_size', 'parameterType': 'categorical'}]}, {'operationType': 'skip_connection'}]}, 'objective': {'metricStrategies': [{'name': 'Best-Genotype', 'value': 'max'}], 'objectiveMetricName': 'Best-Genotype', 'type': 'maximize'}, 'parallelTrialCount': 1, 'resumePolicy': 'LongRunning', 'trialTemplate': {'failureCondition': 'status.conditions.#(type==\"Failed\")#|#(status==\"True\")#', 'primaryContainerName': 'training-container', 'retain': True, 'successCondition': 'status.conditions.#(type==\"Complete\")#|#(status==\"True\")#', 'trialParameters': [{'description': ' Algorithm settings of DARTS Experiment', 'name': 'algorithmSettings', 'reference': 'algorithm-settings'}, {'description': 'Search Space of DARTS Experiment', 'name': 'searchSpace', 'reference': 'search-space'}, {'description': 'Number of Neural Network layers', 'name': 'numberLayers', 'reference': 'num-layers'}], 'trialSpec': {'apiVersion': 'batch/v1', 'kind': 'Job', 'spec': {'template': {'metadata': {'annotations': {'sidecar.istio.io/inject': 'false'}}, 'spec': {'containers': [{'command': ['python3', 'run_trial.py', '--algorithm-settings=\"${trialParameters.algorithmSettings}\"', '--search-space=\"${trialParameters.searchSpace}\"', '--num-layers=\"${trialParameters.numberLayers}\"'], 'image': 'docker.io/kubeflowkatib/darts-cnn-cifar10:v0.12.0', 'name': 'training-container', 'resources': {'limits': {'nvidia.com/gpu': 1}}}], 'restartPolicy': 'Never'}}}}}}, 'status': {'conditions': [{'lastTransitionTime': '2021-10-05T23:49:49Z', 'lastUpdateTime': '2021-10-05T23:49:49Z', 'message': 'Experiment is created', 'reason': 'ExperimentCreated', 'status': 'True', 'type': 'Created'}, {'lastTransitionTime': '2021-10-05T23:50:30Z', 'lastUpdateTime': '2021-10-05T23:50:30Z', 'message': 'Experiment is running', 'reason': 'ExperimentRunning', 'status': 'True', 'type': 'Running'}], 'currentOptimalTrial': {'bestTrialName': '', 'observation': {'metrics': None}, 'parameterAssignments': None}, 'runningTrialList': ['darts-example-n4fpnxlm'], 'startTime': '2021-10-05T23:49:49Z', 'trials': 1, 'trialsRunning': 1}}\n",
+      "{'apiVersion': 'kubeflow.org/v1beta1', 'kind': 'Experiment', 'metadata': {'creationTimestamp': '2021-10-05T23:49:49Z', 'finalizers': ['update-prometheus-metrics'], 'generation': 1, 'managedFields': [{'apiVersion': 'kubeflow.org/v1beta1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:spec': {'.': {}, 'f:algorithm': {'.': {}, 'f:algorithmName': {}, 'f:algorithmSettings': {}}, 'f:maxFailedTrialCount': {}, 'f:maxTrialCount': {}, 'f:metricsCollectorSpec': {'.': {}, 'f:collector': {'.': {}, 'f:kind': {}}, 'f:source': {'.': {}, 'f:filter': {'.': {}, 'f:metricsFormat': {}}}}, 'f:nasConfig': {'.': {}, 'f:graphConfig': {'.': {}, 'f:numLayers': {}}, 'f:operations': {}}, 'f:objective': {'.': {}, 'f:objectiveMetricName': {}, 'f:type': {}}, 'f:parallelTrialCount': {}, 'f:trialTemplate': {'.': {}, 'f:primaryContainerName': {}, 'f:retain': {}, 'f:trialParameters': {}, 'f:trialSpec': {'.': {}, 'f:apiVersion': {}, 'f:kind': {}, 'f:spec': {'.': {}, 'f:template': {'.': {}, 'f:metadata': {'.': {}, 'f:annotations': {'.': {}, 'f:sidecar.istio.io/inject': {}}}, 'f:spec': {'.': {}, 'f:containers': {}, 'f:restartPolicy': {}}}}}}}}, 'manager': 'OpenAPI-Generator', 'operation': 'Update', 'time': '2021-10-05T23:49:49Z'}, {'apiVersion': 'kubeflow.org/v1beta1', 'fieldsType': 'FieldsV1', 'fieldsV1': {'f:metadata': {'f:finalizers': {'.': {}, 'v:\"update-prometheus-metrics\"': {}}}, 'f:status': {'.': {}, 'f:conditions': {}, 'f:currentOptimalTrial': {'.': {}, 'f:bestTrialName': {}, 'f:observation': {'.': {}, 'f:metrics': {}}, 'f:parameterAssignments': {}}, 'f:runningTrialList': {}, 'f:startTime': {}, 'f:trials': {}, 'f:trialsRunning': {}}}, 'manager': 'katib-controller', 'operation': 'Update', 'time': '2021-10-05T23:50:31Z'}], 'name': 'darts-example', 'namespace': 'kubeflow-user-example-com', 'resourceVersion': '393948698', 'uid': '3fbda962-64c0-4474-b1de-03b390f96369'}, 'spec': {'algorithm': {'algorithmName': 'darts', 'algorithmSettings': [{'name': 'num_epochs', 'value': '2'}, {'name': 'stem_multiplier', 'value': '1'}, {'name': 'init_channels', 'value': '4'}, {'name': 'num_nodes', 'value': '3'}]}, 'maxFailedTrialCount': 1, 'maxTrialCount': 1, 'metricsCollectorSpec': {'collector': {'kind': 'StdOut'}, 'source': {'filter': {'metricsFormat': ['([\\\\w-]+)=(Genotype.*)']}}}, 'nasConfig': {'graphConfig': {'numLayers': 2}, 'operations': [{'operationType': 'separable_convolution', 'parameters': [{'feasibleSpace': {'list': ['3']}, 'name': 'filter_size', 'parameterType': 'categorical'}]}, {'operationType': 'dilated_convolution', 'parameters': [{'feasibleSpace': {'list': ['3', '5']}, 'name': 'filter_size', 'parameterType': 'categorical'}]}, {'operationType': 'avg_pooling', 'parameters': [{'feasibleSpace': {'list': ['3']}, 'name': 'filter_size', 'parameterType': 'categorical'}]}, {'operationType': 'max_pooling', 'parameters': [{'feasibleSpace': {'list': ['3']}, 'name': 'filter_size', 'parameterType': 'categorical'}]}, {'operationType': 'skip_connection'}]}, 'objective': {'metricStrategies': [{'name': 'Best-Genotype', 'value': 'max'}], 'objectiveMetricName': 'Best-Genotype', 'type': 'maximize'}, 'parallelTrialCount': 1, 'resumePolicy': 'LongRunning', 'trialTemplate': {'failureCondition': 'status.conditions.#(type==\"Failed\")#|#(status==\"True\")#', 'primaryContainerName': 'training-container', 'retain': True, 'successCondition': 'status.conditions.#(type==\"Complete\")#|#(status==\"True\")#', 'trialParameters': [{'description': ' Algorithm settings of DARTS Experiment', 'name': 'algorithmSettings', 'reference': 'algorithm-settings'}, {'description': 'Search Space of DARTS Experiment', 'name': 'searchSpace', 'reference': 'search-space'}, {'description': 'Number of Neural Network layers', 'name': 'numberLayers', 'reference': 'num-layers'}], 'trialSpec': {'apiVersion': 'batch/v1', 'kind': 'Job', 'spec': {'template': {'metadata': {'annotations': {'sidecar.istio.io/inject': 'false'}}, 'spec': {'containers': [{'command': ['python3', 'run_trial.py', '--algorithm-settings=\"${trialParameters.algorithmSettings}\"', '--search-space=\"${trialParameters.searchSpace}\"', '--num-layers=\"${trialParameters.numberLayers}\"'], 'image': 'docker.io/kubeflowkatib/darts-cnn-cifar10:v0.13.0', 'name': 'training-container', 'resources': {'limits': {'nvidia.com/gpu': 1}}}], 'restartPolicy': 'Never'}}}}}}, 'status': {'conditions': [{'lastTransitionTime': '2021-10-05T23:49:49Z', 'lastUpdateTime': '2021-10-05T23:49:49Z', 'message': 'Experiment is created', 'reason': 'ExperimentCreated', 'status': 'True', 'type': 'Created'}, {'lastTransitionTime': '2021-10-05T23:50:30Z', 'lastUpdateTime': '2021-10-05T23:50:30Z', 'message': 'Experiment is running', 'reason': 'ExperimentRunning', 'status': 'True', 'type': 'Running'}], 'currentOptimalTrial': {'bestTrialName': '', 'observation': {'metrics': None}, 'parameterAssignments': None}, 'runningTrialList': ['darts-example-n4fpnxlm'], 'startTime': '2021-10-05T23:49:49Z', 'trials': 1, 'trialsRunning': 1}}\n",
       "-----------------\n",
       "\n",
       "{'lastTransitionTime': '2021-10-05T23:50:30Z', 'lastUpdateTime': '2021-10-05T23:50:30Z', 'message': 'Experiment is running', 'reason': 'ExperimentRunning', 'status': 'True', 'type': 'Running'}\n"
@@ -723,7 +719,7 @@
        "          '--algorithm-settings=\"${trialParameters.algorithmSettings}\"',\n",
        "          '--search-space=\"${trialParameters.searchSpace}\"',\n",
        "          '--num-layers=\"${trialParameters.numberLayers}\"'],\n",
-       "         'image': 'docker.io/kubeflowkatib/darts-cnn-cifar10:v0.12.0',\n",
+       "         'image': 'docker.io/kubeflowkatib/darts-cnn-cifar10:v0.13.0',\n",
        "         'name': 'training-container',\n",
        "         'resources': {'limits': {'nvidia.com/gpu': 1}}}],\n",
        "       'restartPolicy': 'Never'}}}}}},\n",