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chore(sample): upgrade katib and kfp sdk versions in e2e mnist tutori…
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…al (#6712)
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@zijianjoy
zijianjoy authored Oct 11, 2021
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Showing 1 changed file with 14 additions and 214 deletions.
228 changes: 14 additions & 214 deletions samples/contrib/kubeflow-e2e-mnist/kubeflow-e2e-mnist.ipynb
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},
{
"cell_type": "code",
"execution_count": 1,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Collecting kfp==1.6.5\n",
" Downloading kfp-1.6.5.tar.gz (228 kB)\n",
"\u001b[K |████████████████████████████████| 228 kB 20.3 MB/s eta 0:00:01\n",
"\u001b[?25hCollecting absl-py<=0.11,>=0.9\n",
" Downloading absl_py-0.11.0-py3-none-any.whl (127 kB)\n",
"\u001b[K |████████████████████████████████| 127 kB 49.9 MB/s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: PyYAML<6,>=5.3 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (5.4.1)\n",
"Requirement already satisfied: google-cloud-storage<2,>=1.20.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (1.37.0)\n",
"Requirement already satisfied: kubernetes<13,>=8.0.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (10.0.1)\n",
"Collecting google-api-python-client<2,>=1.7.8\n",
" Downloading google_api_python_client-1.12.8-py2.py3-none-any.whl (61 kB)\n",
"\u001b[K |████████████████████████████████| 61 kB 35 kB/s s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: google-auth<2,>=1.6.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (1.28.0)\n",
"Requirement already satisfied: requests-toolbelt<1,>=0.8.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (0.9.1)\n",
"Requirement already satisfied: cloudpickle<2,>=1.3.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (1.6.0)\n",
"Collecting kfp-server-api<2.0.0,>=1.1.2\n",
" Downloading kfp-server-api-1.6.0.tar.gz (52 kB)\n",
"\u001b[K |████████████████████████████████| 52 kB 1.7 MB/s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: jsonschema<4,>=3.0.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (3.2.0)\n",
"Requirement already satisfied: tabulate<1,>=0.8.6 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (0.8.9)\n",
"Requirement already satisfied: click<8,>=7.1.1 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (7.1.2)\n",
"Requirement already satisfied: Deprecated<2,>=1.2.7 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (1.2.12)\n",
"Requirement already satisfied: strip-hints<1,>=0.1.8 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (0.1.9)\n",
"Collecting docstring-parser<1,>=0.7.3\n",
" Downloading docstring_parser-0.8.1.tar.gz (14 kB)\n",
" Installing build dependencies ... \u001b[?25ldone\n",
"\u001b[?25h Getting requirements to build wheel ... \u001b[?25ldone\n",
"\u001b[?25h Preparing wheel metadata ... \u001b[?25ldone\n",
"\u001b[?25hCollecting kfp-pipeline-spec<0.2.0,>=0.1.8\n",
" Downloading kfp_pipeline_spec-0.1.8-py3-none-any.whl (27 kB)\n",
"Collecting fire<1,>=0.3.1\n",
" Downloading fire-0.4.0.tar.gz (87 kB)\n",
"\u001b[K |████████████████████████████████| 87 kB 7.4 MB/s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: protobuf<4,>=3.13.0 in /opt/conda/lib/python3.8/site-packages (from kfp==1.6.5) (3.15.6)\n",
"Requirement already satisfied: six in /opt/conda/lib/python3.8/site-packages (from absl-py<=0.11,>=0.9->kfp==1.6.5) (1.15.0)\n",
"Requirement already satisfied: wrapt<2,>=1.10 in /opt/conda/lib/python3.8/site-packages (from Deprecated<2,>=1.2.7->kfp==1.6.5) (1.12.1)\n",
"Collecting termcolor\n",
" Downloading termcolor-1.1.0.tar.gz (3.9 kB)\n",
"Collecting httplib2<1dev,>=0.15.0\n",
" Downloading httplib2-0.19.1-py3-none-any.whl (95 kB)\n",
"\u001b[K |████████████████████████████████| 95 kB 4.8 MB/s eta 0:00:01\n",
"\u001b[?25hRequirement 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==1.6.5) (1.26.2)\n",
"Collecting uritemplate<4dev,>=3.0.0\n",
" Downloading uritemplate-3.0.1-py2.py3-none-any.whl (15 kB)\n",
"Collecting google-auth-httplib2>=0.0.3\n",
" Downloading google_auth_httplib2-0.1.0-py2.py3-none-any.whl (9.3 kB)\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==1.6.5) (2021.1)\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==1.6.5) (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==1.6.5) (2.25.1)\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==1.6.5) (20.9)\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==1.6.5) (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==1.6.5) (4.7.2)\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==1.6.5) (0.2.8)\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==1.6.5) (4.2.1)\n",
"Requirement already satisfied: google-cloud-core<2.0dev,>=1.4.1 in /opt/conda/lib/python3.8/site-packages (from google-cloud-storage<2,>=1.20.0->kfp==1.6.5) (1.6.0)\n",
"Requirement already satisfied: google-resumable-media<2.0dev,>=1.2.0 in /opt/conda/lib/python3.8/site-packages (from google-cloud-storage<2,>=1.20.0->kfp==1.6.5) (1.2.0)\n",
"Requirement already satisfied: google-crc32c<2.0dev,>=1.0 in /opt/conda/lib/python3.8/site-packages (from google-resumable-media<2.0dev,>=1.2.0->google-cloud-storage<2,>=1.20.0->kfp==1.6.5) (1.1.2)\n",
"Requirement already satisfied: cffi>=1.0.0 in /opt/conda/lib/python3.8/site-packages (from google-crc32c<2.0dev,>=1.0->google-resumable-media<2.0dev,>=1.2.0->google-cloud-storage<2,>=1.20.0->kfp==1.6.5) (1.14.5)\n",
"Requirement already satisfied: pycparser in /opt/conda/lib/python3.8/site-packages (from cffi>=1.0.0->google-crc32c<2.0dev,>=1.0->google-resumable-media<2.0dev,>=1.2.0->google-cloud-storage<2,>=1.20.0->kfp==1.6.5) (2.20)\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==1.6.5) (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==1.6.5) (20.3.0)\n",
"Requirement already satisfied: pyrsistent>=0.14.0 in /opt/conda/lib/python3.8/site-packages (from jsonschema<4,>=3.0.1->kfp==1.6.5) (0.17.3)\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==1.6.5) (1.26.4)\n",
"Requirement already satisfied: certifi in /opt/conda/lib/python3.8/site-packages (from kfp-server-api<2.0.0,>=1.1.2->kfp==1.6.5) (2020.12.5)\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==1.6.5) (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<13,>=8.0.0->kfp==1.6.5) (0.58.0)\n",
"Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes<13,>=8.0.0->kfp==1.6.5) (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==1.6.5) (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==1.6.5) (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==1.6.5) (4.0.0)\n",
"Requirement already satisfied: wheel in /opt/conda/lib/python3.8/site-packages (from strip-hints<1,>=0.1.8->kfp==1.6.5) (0.36.2)\n",
"Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes<13,>=8.0.0->kfp==1.6.5) (3.1.0)\n",
"Building wheels for collected packages: kfp, docstring-parser, fire, kfp-server-api, termcolor\n",
" Building wheel for kfp (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for kfp: filename=kfp-1.6.5-py3-none-any.whl size=312220 sha256=c226b898b75959310ee631a846acd207e7a3c43488313d9817937e116140dc8b\n",
" Stored in directory: /home/jovyan/.cache/pip/wheels/46/11/60/ad2982917004eb2f8f0f5f1b14af0a257c41ee471bc5a7792b\n",
" Building wheel for docstring-parser (PEP 517) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for docstring-parser: filename=docstring_parser-0.8.1-py3-none-any.whl size=19678 sha256=224832c23cf0ad3f0765bc55d3e6f9a35f0935d2de331bb89f3e6a52fb63e977\n",
" Stored in directory: /home/jovyan/.cache/pip/wheels/7a/06/c4/9b2f0146899e8d1e7748897e42ad5412b6a025513f89cc4a0f\n",
" Building wheel for fire (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for fire: filename=fire-0.4.0-py2.py3-none-any.whl size=115928 sha256=9f3cb185ad0e65b8f45dc421a006b6c3ad4edec051dad4830c6f45ff4910e856\n",
" Stored in directory: /home/jovyan/.cache/pip/wheels/1f/10/06/2a990ee4d73a8479fe2922445e8a876d38cfbfed052284c6a1\n",
" Building wheel for kfp-server-api (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for kfp-server-api: filename=kfp_server_api-1.6.0-py3-none-any.whl size=92524 sha256=71c00b683be60d0726068c9ac49802ebf009cd47ba401dec46987f7a7007625d\n",
" Stored in directory: /home/jovyan/.cache/pip/wheels/73/72/bd/804c3bcea41a99dc328a623d003ba9d7d243f2a59a767ef28c\n",
" Building wheel for termcolor (setup.py) ... \u001b[?25ldone\n",
"\u001b[?25h Created wheel for termcolor: filename=termcolor-1.1.0-py3-none-any.whl size=4829 sha256=7a7193d4c831dd572cbe03f52978412ab46ebb07bf7d0e5eb1426edaf04d9bbe\n",
" Stored in directory: /home/jovyan/.cache/pip/wheels/a0/16/9c/5473df82468f958445479c59e784896fa24f4a5fc024b0f501\n",
"Successfully built kfp docstring-parser fire kfp-server-api termcolor\n",
"Installing collected packages: httplib2, uritemplate, termcolor, google-auth-httplib2, kfp-server-api, kfp-pipeline-spec, google-api-python-client, fire, docstring-parser, absl-py, kfp\n",
" Attempting uninstall: kfp-server-api\n",
" Found existing installation: kfp-server-api 1.0.4\n",
" Uninstalling kfp-server-api-1.0.4:\n",
" Successfully uninstalled kfp-server-api-1.0.4\n",
" Attempting uninstall: kfp\n",
" Found existing installation: kfp 1.0.4\n",
" Uninstalling kfp-1.0.4:\n",
" Successfully uninstalled kfp-1.0.4\n",
"Successfully installed absl-py-0.11.0 docstring-parser-0.8.1 fire-0.4.0 google-api-python-client-1.12.8 google-auth-httplib2-0.1.0 httplib2-0.19.1 kfp-1.6.5 kfp-pipeline-spec-0.1.8 kfp-server-api-1.6.0 termcolor-1.1.0 uritemplate-3.0.1\n",
"Collecting kubeflow-katib==0.10.1\n",
" Downloading kubeflow_katib-0.10.1-py3-none-any.whl (113 kB)\n",
"\u001b[K |████████████████████████████████| 113 kB 23.0 MB/s eta 0:00:01\n",
"\u001b[?25hRequirement already satisfied: python-dateutil>=2.5.3 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.10.1) (2.8.1)\n",
"Requirement already satisfied: certifi>=14.05.14 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.10.1) (2020.12.5)\n",
"Requirement already satisfied: urllib3>=1.15.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.10.1) (1.26.4)\n",
"Requirement already satisfied: table-logger>=0.3.5 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.10.1) (0.3.6)\n",
"Requirement already satisfied: setuptools>=21.0.0 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.10.1) (49.6.0.post20210108)\n",
"Requirement already satisfied: kubernetes==10.0.1 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.10.1) (10.0.1)\n",
"Requirement already satisfied: six>=1.10 in /opt/conda/lib/python3.8/site-packages (from kubeflow-katib==0.10.1) (1.15.0)\n",
"Requirement already satisfied: requests in /opt/conda/lib/python3.8/site-packages (from kubernetes==10.0.1->kubeflow-katib==0.10.1) (2.25.1)\n",
"Requirement already satisfied: google-auth>=1.0.1 in /opt/conda/lib/python3.8/site-packages (from kubernetes==10.0.1->kubeflow-katib==0.10.1) (1.28.0)\n",
"Requirement already satisfied: requests-oauthlib in /opt/conda/lib/python3.8/site-packages (from kubernetes==10.0.1->kubeflow-katib==0.10.1) (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==10.0.1->kubeflow-katib==0.10.1) (0.58.0)\n",
"Requirement already satisfied: pyyaml>=3.12 in /opt/conda/lib/python3.8/site-packages (from kubernetes==10.0.1->kubeflow-katib==0.10.1) (5.4.1)\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==10.0.1->kubeflow-katib==0.10.1) (4.2.1)\n",
"Requirement already satisfied: pyasn1-modules>=0.2.1 in /opt/conda/lib/python3.8/site-packages (from google-auth>=1.0.1->kubernetes==10.0.1->kubeflow-katib==0.10.1) (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==10.0.1->kubeflow-katib==0.10.1) (4.7.2)\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==10.0.1->kubeflow-katib==0.10.1) (0.4.8)\n",
"Requirement already satisfied: numpy in /opt/conda/lib/python3.8/site-packages (from table-logger>=0.3.5->kubeflow-katib==0.10.1) (1.20.1)\n",
"Requirement already satisfied: idna<3,>=2.5 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes==10.0.1->kubeflow-katib==0.10.1) (2.10)\n",
"Requirement already satisfied: chardet<5,>=3.0.2 in /opt/conda/lib/python3.8/site-packages (from requests->kubernetes==10.0.1->kubeflow-katib==0.10.1) (4.0.0)\n",
"Requirement already satisfied: oauthlib>=3.0.0 in /opt/conda/lib/python3.8/site-packages (from requests-oauthlib->kubernetes==10.0.1->kubeflow-katib==0.10.1) (3.1.0)\n",
"Installing collected packages: kubeflow-katib\n",
"Successfully installed kubeflow-katib-0.10.1\n"
]
}
],
"outputs": [],
"source": [
"# Install required packages.\n",
"!pip install kfp==1.6.5\n",
"!pip install kubeflow-katib==0.10.1"
"!pip install kfp==1.8.4\n",
"!pip install kubeflow-katib==0.12.0"
]
},
{
"cell_type": "code",
"execution_count": 2,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
Expand Down Expand Up @@ -250,7 +119,7 @@
},
{
"cell_type": "code",
"execution_count": 3,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
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},
{
"cell_type": "code",
"execution_count": 4,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
Expand All @@ -436,7 +305,7 @@
},
{
"cell_type": "code",
"execution_count": 5,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
Expand Down Expand Up @@ -543,7 +412,7 @@
},
{
"cell_type": "code",
"execution_count": 6,
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
Expand Down Expand Up @@ -580,41 +449,9 @@
},
{
"cell_type": "code",
"execution_count": 7,
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<a href=\"/pipeline/#/experiments/details/fcfc702c-e49d-467f-ae0d-3c241577732e\" target=\"_blank\" >Experiment details</a>."
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"<a href=\"/pipeline/#/runs/details/1e7baa50-047b-4e4a-adfe-af5c9085c003\" target=\"_blank\" >Run details</a>."
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Run ID: 1e7baa50-047b-4e4a-adfe-af5c9085c003\n"
]
}
],
"outputs": [],
"source": [
"name=\"mnist-e2e\"\n",
"namespace=\"kubeflow-user-example-com\"\n",
Expand Down Expand Up @@ -674,46 +511,9 @@
},
{
"cell_type": "code",
"execution_count": 8,
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Run 1e7baa50-047b-4e4a-adfe-af5c9085c003 has been Succeeded\n",
"\n",
"http://mnist-e2e-predictor-default.kubeflow-user-example-com.svc.cluster.local/v1/models/mnist-e2e:predict\n",
"Prediction for the image\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-8-fde249a182cb>:12: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
"Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
" data = np.array(image.convert('L').resize((28, 28))).astype(np.float).reshape(-1, 28, 28, 1)\n"
]
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAABwAAAAcCAAAAABXZoBIAAAA1ElEQVR4nN3QPwtBYRQG8EMU0e0uZLIw+QKXRZlMGC0GX8CglE0pk0VxPwQmE5YrJYPVIjYMlImSwXNiMOi97319AM/6O6fzh+g/Y5hr5mrRNByseAZba4D7EnlSN8wy3uAYXJOwDEw0ohKwD9mtxehqRLQBCnZr8GPkJ/Ll79y0m37GiIjiK2AQsGMYiIbryyvjmZO20U9gAIcjTg43GhfethOROToO+En6xRUlZhnSjd+I6BY7xVIRY79w4XapR9IOSTWWYSWUqE0xlH771R7UrULefm5U2pxVCt0AAAAASUVORK5CYII=\n",
"text/plain": [
"<PIL.BmpImagePlugin.BmpImageFile image mode=L size=28x28 at 0x7F5C81A6D220>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'predictions': [{'predictions': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.0], 'classes': 9}]}\n"
]
}
],
"outputs": [],
"source": [
"import numpy as np\n",
"from PIL import Image\n",
Expand Down Expand Up @@ -763,7 +563,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.8"
"version": "3.8.10"
}
},
"nbformat": 4,
Expand Down

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