Tool for creating nanowire tools with the flask structure.
Project description
This library is designed to allow a python developer to easily create a nanowire plugin using the flask APIs structure.
The function you mount for image plugins, using the class ImagesAPI, must have the arguments img and variables if you want initialise a model or other variables when the sever starts you may make the function to be mounted into a function of a class which is initiated with the des$ You should expect img to be a PIL RGB image object and variables to be a dictionary containing the variables sent to the plugin in the curl request.
The curl requests for images may be formatted 2 ways. The first involves sending the image as a file attached to the curl request. For example:
curl -F "image=@./1.jpg" -XPOST http://0.0.0.0:5000/model/predict?threshold=0.5
alternatively the file may be sent as a link using a dictionary eg.
curl -X POST -H "Content-Type:application/json" -d '{"contentUrl":"http://127.0.0.1:8000/1.jpg", "threshold":0.5}' http://0.0.0.0:5000/model/predict
At the moment it can only handle images however it will soon be expanded to handle text and eventually video and sound. The currently supported image formats are:
jpg
png
bmp
tif
ppm
The process for text is similar except that you should use the class TextAPI and the function should only use the arguments text and variables. You may either post a document containing the text using the command
curl -F "doc=@./doc1.txt" -XPOST http://0.0.0.0:5000/model/predict?deactivate_ngrams=True
or the raw text can be sent using:
curl -X POST -H "Content-Type:application/json" -d '{"content":"Example text about whichever subject you're interested in", "deactivate_ngrams"="True"}' http://0.0.0.0:5000/model/predict
Notes for advanced users
mount_Image_function
Parameters
function :- The function to be mounted on the API. The function must take img and variable as arguments and return a dictionary
debug_mode optional:- default is False. Set to true to activate debug mode. When active will return full traceback from API when an error occurs during processing.Input must be boolean.
host optional:- default is ‘0.0.0.0’. Set the IP address to host the API on
port optional:- default 5000. Set the port to host the API on
path optional:- default ‘/model/predict’. Set the path for the API
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