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Requirements

To use Pinferencia's frontend with your model, there are some requirements of your model's predict function.

Templates

Currently, there are mainly two major catogory of the template's inputs and outputs. More (audio and video) will be supported in the future.

Base Templates

Template Input Output
Text to Text Text Text
Text to Image Text Image
Image to Text Image Text
Camera to Text Image Text
Image to Image Image Image
Camera to Image Image Image

Derived Templates

Template Input Output
Translation Text Text
Image Classification Image Text
Image Style Transfer Image Image

Input

  1. The predict function must be able to accept a list of data as inputs.
  2. For text input, the input will be a list of strings.
  3. For image input, the input will be a list of strings representing the base64 encoded images.

Output

  1. The predict function must produce a list of data as outputs.
  2. For text output, the output must be a list.
  3. For image output, the output must be a list of strings representing the base64 encoded images.

Text Output

The frontend will try to parse the outputs into table, json or pure text.

If the output is similar to below:

[
    [
        {"a": 1, "b": 2},
        {"a": 3, "b": 4},
        {"a": 5, "b": 6}
    ]
]

It will be displayed as a table.

If the output is similar to below:

[
    "Text output."
]

It will be displayed as a text.

All other format of outputs will be displayed as a JSON.