{
"info": {
"author": "Drucker team and contributors",
"author_email": "drucker.developers@gmail.com",
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"Intended Audience :: Developers",
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"License :: OSI Approved :: Apache Software License",
"Operating System :: OS Independent",
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"description": "# rekcurd-client\n\n[](https://travis-ci.com/rekcurd/drucker-client)\n[](https://badge.fury.io/py/rekcurd-client)\n[](https://codecov.io/gh/rekcurd/drucker-client \"Non-generated packages only\")\n[](https://pypi.python.org/pypi/rekcurd-client)\n\nRekcurd client is the project for integrating ML module. Any Rekcurd service is connectable. It can connect the Rekcurd service on Kubernetes.\n\n\n## Parent Project\nhttps://github.com/rekcurd/drucker-parent\n\n\n## Components\n- [Rekcurd](https://github.com/rekcurd/drucker): Project for serving ML module.\n- [Rekcurd-dashboard](https://github.com/rekcurd/drucker-dashboard): Project for managing ML model and deploying ML module.\n- [Rekcurd-client](https://github.com/rekcurd/drucker-client) (here): Project for integrating ML module. \n\n\n## Installation\nFrom source:\n\n```\ngit clone --recursive https://github.com/rekcurd/drucker-client.git\ncd drucker-client\npython setup.py install\n```\n\nFrom [PyPi](https://pypi.org/project/rekcurd_client/) directly:\n\n```\npip install rekcurd_client\n```\n\n## How to use\nExample code is available [here](./example/sample.py).\n\n```python\nfrom drucker_client import DruckerWorkerClient\nfrom drucker_client.logger import logger\n\n\nhost = 'localhost:5000'\nclient = DruckerWorkerClient(logger=logger, host=host)\n\ninput = [0,0,0,1,11,0,0,0,0,0,\n 0,7,8,0,0,0,0,0,1,13,\n 6,2,2,0,0,0,7,15,0,9,\n 8,0,0,5,16,10,0,16,6,0,\n 0,4,15,16,13,16,1,0,0,0,\n 0,3,15,10,0,0,0,0,0,2,\n 16,4,0,0]\nresponse = client.run_predict_arrint_arrint(input)\n```\n\nWhen you use Kubernetes and deploy Rekcurd service via Rekcurd dashboard, you can access your Rekcurd service like the below.\n\n```python\nfrom drucker_client import DruckerWorkerClient\nfrom drucker_client.logger import logger\n\n\ndomain = 'example.com'\napp = 'drucker-sample'\nenv = 'development'\nclient = DruckerWorkerClient(logger=logger, domain=domain, app=app, env=env)\n\ninput = [0,0,0,1,11,0,0,0,0,0,\n 0,7,8,0,0,0,0,0,1,13,\n 6,2,2,0,0,0,7,15,0,9,\n 8,0,0,5,16,10,0,16,6,0,\n 0,4,15,16,13,16,1,0,0,0,\n 0,3,15,10,0,0,0,0,0,2,\n 16,4,0,0]\nresponse = client.run_predict_arrint_arrint(input)\n```\n\n### DruckerWorkerClient\nYou need to use an appropriate method for your Rekcurd service. The methods are generated according to the input and output formats. *V* is the length of feature vector. *M* is the number of classes. If your algorithm is a binary classifier, you set *M* to 1. If your algorithm is a multi-class classifier, you set *M* to the number of classes.\n\n|method |input: data
(required) |input: option |output: label
(required) |output: score
(required) |output: option |\n|:---|:---|:---|:---|:---|:---|\n|run_predict_string_string |string |string (json) |string |double |string (json) |\n|run_predict_string_bytes |string |string (json) |bytes |double |string (json) |\n|run_predict_string_arrint |string |string (json) |int[*M*] |double[*M*] |string (json) |\n|run_predict_string_arrfloat |string |string (json) |double[*M*] |double[*M*] |string (json) |\n|run_predict_string_arrstring |string |string (json) |string[*M*] |double[*M*] |string (json) |\n|run_predict_bytes_string |bytes |string (json) |string |double |string (json) |\n|run_predict_bytes_bytes |bytes |string (json) |bytes |double |string (json) |\n|run_predict_bytes_arrint |bytes |string (json) |int[*M*] |double[*M*] |string (json) |\n|run_predict_bytes_arrfloat |bytes |string (json) |double[*M*] |double[*M*] |string (json) |\n|run_predict_bytes_arrstring |bytes |string (json) |string[*M*] |double[*M*] |string (json) |\n|run_predict_arrint_string |int[*V*] |string (json) |string |double |string (json) |\n|run_predict_arrint_bytes |int[*V*] |string (json) |bytes |double |string (json) |\n|run_predict_arrint_arrint |int[*V*] |string (json) |int[*M*] |double[*M*] |string (json) |\n|run_predict_arrint_arrfloat |int[*V*] |string (json) |double[*M*] |double[*M*] |string (json) |\n|run_predict_arrint_arrstring |int[*V*] |string (json) |string[*M*] |double[*M*] |string (json) |\n|run_predict_arrfloat_string |double[*V*] |string (json) |string |double |string (json) |\n|run_predict_arrfloat_bytes |double[*V*] |string (json) |bytes |double |string (json) |\n|run_predict_arrfloat_arrint |double[*V*] |string (json) |int[*M*] |double[*M*] |string (json) |\n|run_predict_arrfloat_arrfloat |double[*V*] |string (json) |double[*M*] |double[*M*] |string (json) |\n|run_predict_arrfloat_arrstring |double[*V*] |string (json) |string[*M*] |double[*M*] |string (json) |\n|run_predict_arrstring_string |string[*V*] |string (json) |string |double |string (json) |\n|run_predict_arrstring_bytes |string[*V*] |string (json) |bytes |double |string (json) |\n|run_predict_arrstring_arrint |string[*V*] |string (json) |int[*M*] |double[*M*] |string (json) |\n|run_predict_arrstring_arrfloat |string[*V*] |string (json) |double[*M*] |double[*M*] |string (json) |\n|run_predict_arrstring_arrstring |string[*V*] |string (json) |string[*M*] |double[*M*] |string (json) |\n\nThe input \"option\" field needs to be a json format. Any style is Ok but we have some reserved fields below.\n\n|Field |Type |Description |\n|:---|:---|:---|\n|suppress_log_input |bool |True: NOT print the input and output to the log message.
False (default): Print the input and output to the log message.\n\n\n## Unittest\n```\n$ python -m unittest\n```\n\n\n",
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