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Minor fixes #1

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12888d5
modified: multi-model-endpoint-tensorflow-cv.ipynb
Jun 8, 2021
74a97ec
modified: multi-model-endpoint-tensorflow-cv.ipynb
Jun 8, 2021
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32 changes: 27 additions & 5 deletions multi-model-endpoint-tensorflow-cv.ipynb
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Original file line number Diff line number Diff line change
Expand Up @@ -328,7 +328,7 @@
"fig = plt.figure(figsize=(20, 5))\n",
"for i in range(36):\n",
" ax = fig.add_subplot(3, 12, i+1, xticks=[], yticks=[])\n",
" ax.imshow(np.squeeze(X_train[i].T))"
" ax.imshow(np.squeeze(X_train[i]))"
]
},
{
Expand Down Expand Up @@ -857,7 +857,7 @@
"source": [
"fig, rows = plt.subplots(nrows=1, ncols=4, figsize=(224, 224))\n",
"for row in rows:\n",
" row.imshow(train_batches.next()[0][0].astype('int').T)\n",
" row.imshow(train_batches.next()[0][0].astype('int'))\n",
" row.axis('off')\n",
"plt.show()"
]
Expand Down Expand Up @@ -963,7 +963,7 @@
"source": [
"model_name = 'sign-language'\n",
"\n",
"hyperparameters = {'epochs': 1}\n",
"hyperparameters = {'epochs': 5}\n",
"estimator_parameters = {'entry_point':'sign_language_train.py',\n",
" 'instance_type': 'ml.m5.2xlarge',\n",
" 'instance_count': 1,\n",
Expand Down Expand Up @@ -1124,7 +1124,13 @@
},
"outputs": [],
"source": [
"IMAGE_URI = '763104351884.dkr.ecr.us-east-1.amazonaws.com/tensorflow-inference:2.3.1-cpu-py37-ubuntu18.04'\n",
"from sagemaker.image_uris import retrieve\n",
"IMAGE_URI = retrieve(\n",
" framework=\"tensorflow\",version=TF_FRAMEWORK_VERSION,\n",
" image_scope='inference', \n",
" instance_type='ml.m5.xlarge',\n",
" region=sagemaker_session.boto_region_name)\n",
"\n",
"model_data_prefix = f's3://{BUCKET}/{PREFIX}/mme/'"
]
},
Expand Down Expand Up @@ -1458,9 +1464,25 @@
},
"outputs": [],
"source": [
"predicted_label = np.argmax(y_pred)\n",
"predicted_label = np.argmax(y_pred['predictions'][0])\n",
"print(f'Predicted Label: [{predicted_label}]')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"predictor.delete_endpoint()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
Expand Down