TFserve was developed by Hyungjin Kim(flslzk@gmail.com) & Minwoo Kim(fiu900@gmail.com), but anyone interested is welcome to check out the repository and contribute to the project. The sources are licensed under MIT.
TFserve is a back-end server based on Django which allows other programs to use facilities of Tensorflow without the need to link Python. TFserve supports separate workspace and job queue.
- Python 3.x
- Django 2.x
- Tensorflow 1.x
$ git clone https://github.com/Burf/TFserve.git
$ cd TFserve$ python manage.py runserverhttp://[Your ip address]:8000/ - Access the post method with the json.
{"/":{"context":"API guide",
"json":{"requset":None,
"response":{"request_result":"Request result",
"result":"API guide"}}},
"/json_test/":{"context":"Json reflector",
"json":{"requset":"Input json",
"response":{"request_result":"Request result",
"result":"Input json"}}},
"/create/":{"context":"Server on(Default:Created)",
"json":{"requset":None,
"response":{"request_result":"Request result",
"result":"Server on result"}}},
"/destroy/":{"context":"Server off",
"json":{"requset":None,
"response":{"request_result":"Request result",
"result":"Server off result"}}},
"/create_workspace/":{"context":"Create workspace",
"json":{"requset":{"name":"Workspace name(Default:Random)",
"type":"0 is multiprocess, 1 is thread(Default:0)",
"time_interval":"Time interval for checking job(Default:1)"},
"response":{"request_result":"Request result",
"result":"Created workspace name"}}},
"/destroy_workspace/":{"context":"Destroy workspace",
"json":{"request":{"name":"Workspace name(Default:All workspace)"},
"response":{"request_result":"Request result",
"result":"Workspace destruction result"}}},
"/get_workspace/":{"context":"Get workspace name",
"json":{"requset":None,
"response":{"request_result":"Request result",
"result":"Created workspace name"}}},
"/get_status/":{"context":"Get workspace status",
"json":{"requset":{"name":"Workspace name(Necessary field)"},
"response":{"request_result":"Request result",
"result":"Workspace status"}}},
"/push_job/":{"context":"Push job by python file or script",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"job":"File path or script(Necessary field)",
"type":"0 is file, 1 is script(Default:0)",
"clear":"Clear memory before running job(Defalut:False)",
"timeout":"Wait time for job result(Default:1)",
"time_interval":"Time interval for checking job(Default:1)"},
"response":{"request_result":"Request result",
"result":{"job":"Job number",
"finish":"Complete status for job",
"result":"Executed job result",
"time":"Response time",
"variable":{"Variable name":"Variable value"}}}}},
"/clear/":{"context":"Push job for clear memory in push_job API",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"timeout":"Wait time for job result(Default:1)",
"time_interval":"Time interval for checking job(Default:1)"},
"response":{"request_result":"Request result",
"result":{"job":"Job number",
"finish":"Complete status for job",
"result":"Executed job result",
"time":"Response time"}}}},
"/deploy/":{"context":"Push job for model deployment",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"path":"Model path(Necessary field)",
"device":"Device name(Default:'/cpu:0')",
"timeout":"Wait time for job result(Default:1)",
"time_interval":"Time interval for checking job(Default:1)"},
"response":{"request_result":"Request result",
"result":{"job":"Job number",
"finish":"Complete status for job",
"result":"Executed job result",
"time":"Response time"}}}},
"/update/":{"context":"Push job for update of deployed model",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"path":"Model path(Necessary field)",
"timeout":"Wait time for job result(Default:1)",
"time_interval":"Time interval for checking job(Default:1)"},
"response":{"request_result":"Request result",
"result":{"job":"Job number",
"finish":"Complete status for job",
"result":"Executed job result",
"time":"Response time"}}}},
"/undeploy/":{"context":"Push job for undeployment of deployed model",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"timeout":"Wait time for job result(Default:1)",
"time_interval":"Time interval for checking job(Default:1)"},
"response":{"request_result":"Request result",
"result":{"job":"Job number",
"finish":"Complete status for job",
"result":"Executed job result",
"time":"Response time"}}}},
"/predict/":{"context":"Push job for prediction of deployed model",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"fetches":"List or string by collection key or tensor name'(Necessary field)",
"feed_dict":"Dictionary by collection key or tensor name & feeding data(Default:None)",
"timeout":"Wait time for job result(Default:1)",
"time_interval":"Time interval for checking job(Default:1)"},
"response":{"request_result":"Request result",
"result":{"job":"Job number",
"finish":"Complete status for job",
"result":"Executed job result",
"time":"Response time"}}}},
"/get_job/":{"context":"Get residual job count",
"json":{"requset":{"name":"Workspace name(Necessary field)"},
"response":{"request_result":"Request result",
"result":"Residual job count"}}},
"/get_finish/":{"context":"Check whether job is executing",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"job":"Job number(Default:Last job number)"},
"response":{"request_result":"Request result",
"result":"Complete status for job"}}},
"/get_variable/":{"context":"Get variable by executed jobs in push_job API",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"variable":"Variable name(Default:All variable)"},
"response":{"request_result":"Request result",
"result":{"Variable name":"Variable value"}}}},
"/get_result/":{"context":"Get result for executed job",
"json":{"requset":{"name":"Workspace name(Necessary field)",
"job":"Job number(Default:All result)"},
"response":{"request_result":"Request result",
"result":"Executed job result"}}}}