Bloc 5_Deployment/Test_Endpoint_Huy-Nam_TRAN.ipynb

{"cells":[{"cell_type":"markdown","metadata":{"id":"xT2y02NVFkCd"},"source":["# Test your endpoint\n","\n","This notebook present some tests to assert your endpoint. Feel free to complete those tests."]},{"cell_type":"code","execution_count":1,"metadata":{"executionInfo":{"elapsed":13,"status":"ok","timestamp":1640527986952,"user":{"displayName":"Tran Huy Nam","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgqMfZGpWEbv6FOhjZxevciY8lZ8ZSpthCFFDe92A=s64","userId":"10623278435832509850"},"user_tz":-60},"id":"Qfb_5EQjFkCi"},"outputs":[],"source":["import requests"]},{"cell_type":"code","execution_count":2,"metadata":{"executionInfo":{"elapsed":12,"status":"ok","timestamp":1640527986953,"user":{"displayName":"Tran Huy Nam","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgqMfZGpWEbv6FOhjZxevciY8lZ8ZSpthCFFDe92A=s64","userId":"10623278435832509850"},"user_tz":-60},"id":"tuZLcCjBFkCl"},"outputs":[],"source":["# We have put the localhost URL as default, feel free to change it\n","url = \"https://wine-hnt.herokuapp.com/predict\"\n","#url = \"http://127.0.0.1:5000/predict\"\n","#url = \"http://localhost:5000/predict\""]},{"cell_type":"code","execution_count":3,"metadata":{"executionInfo":{"elapsed":13,"status":"ok","timestamp":1640527986955,"user":{"displayName":"Tran Huy Nam","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgqMfZGpWEbv6FOhjZxevciY8lZ8ZSpthCFFDe92A=s64","userId":"10623278435832509850"},"user_tz":-60},"id":"IpLeE5VLFkCo"},"outputs":[],"source":["# This a simple example of input\n","input_simple = {\n","    \"input\": [[7.0, 0.27, 0.36, 20.7, 0.045, 45.0, 170.0, 1.001, 3.0, 0.45, 8.8]]\n","}"]},{"cell_type":"code","execution_count":4,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":13850,"status":"ok","timestamp":1640528000794,"user":{"displayName":"Tran Huy Nam","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgqMfZGpWEbv6FOhjZxevciY8lZ8ZSpthCFFDe92A=s64","userId":"10623278435832509850"},"user_tz":-60},"id":"AjzEd9uyFkCp","outputId":"3af4b367-f671-4b59-836c-a3069eced2d3"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'prediction': [6]}\n"]}],"source":["res = requests.post(url, json=input_simple)\n","assert res.status_code == 200\n","print(res.json())"]},{"cell_type":"code","execution_count":5,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":33,"status":"ok","timestamp":1640528000796,"user":{"displayName":"Tran Huy Nam","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgqMfZGpWEbv6FOhjZxevciY8lZ8ZSpthCFFDe92A=s64","userId":"10623278435832509850"},"user_tz":-60},"id":"jErmkiHpFkCq","outputId":"4682aafd-f4d7-4f67-f246-d699df38d4e5"},"outputs":[{"data":{"text/plain":["<Response [200]>"]},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"source":["res"]},{"cell_type":"code","execution_count":6,"metadata":{"executionInfo":{"elapsed":23,"status":"ok","timestamp":1640528000798,"user":{"displayName":"Tran Huy Nam","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgqMfZGpWEbv6FOhjZxevciY8lZ8ZSpthCFFDe92A=s64","userId":"10623278435832509850"},"user_tz":-60},"id":"47HXZ5YSFkCr"},"outputs":[],"source":["# This a example of input with several inputs\n","input_multiple = {\n","    \"input\": [[7.0, 0.27, 0.36, 20.7, 0.045, 45.0, 170.0, 1.001, 3.0, 0.45, 8.8],\n","              [4.0, 0.45, 0.32, 10.9, 0.050, 35.0, 100.0, 0.201, 3.1, 0.21, 1.2]]\n","}"]},{"cell_type":"code","execution_count":7,"metadata":{"colab":{"base_uri":"https://localhost:8080/"},"executionInfo":{"elapsed":791,"status":"ok","timestamp":1640528001570,"user":{"displayName":"Tran Huy Nam","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgqMfZGpWEbv6FOhjZxevciY8lZ8ZSpthCFFDe92A=s64","userId":"10623278435832509850"},"user_tz":-60},"id":"eQ98j0AkFkCt","outputId":"583161e2-67d3-48ab-b4c8-3ef58fd2a4ef"},"outputs":[{"name":"stdout","output_type":"stream","text":["{'prediction': [6, 5]}\n"]}],"source":["res = requests.post(url, json=input_multiple)\n","assert res.status_code == 200\n","print(res.json())"]},{"cell_type":"code","execution_count":null,"metadata":{"executionInfo":{"elapsed":21,"status":"ok","timestamp":1640528001573,"user":{"displayName":"Tran Huy Nam","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgqMfZGpWEbv6FOhjZxevciY8lZ8ZSpthCFFDe92A=s64","userId":"10623278435832509850"},"user_tz":-60},"id":"FaBOMdYYFkCv"},"outputs":[],"source":[]}],"metadata":{"colab":{"name":"Test_Endpoint_Huy-Nam_TRAN.ipynb","provenance":[]},"kernelspec":{"display_name":"Python 3 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