carefree-creator

Template for utilizing carefree-client.

Modify Notes

• Modify the PACKAGE_NAME in setup.py.
• Create a folder called PACKAGE_NAME at the root dir, this will be your package root.
• Implement your algorithms wherever you want in your package. Just don’t forget to register them with AlgorithmBase:

from cfclient.models.core import AlgorithmBase

@AlgorithmBase.register("foo")
class Foo(AlgorithmBase):
    ...

• Expose APIs of your algorithms in apis/interface.py with the help of get_responses, run_algorithm & loaded_algorithms:

endpoint = ...
DataModel = ...
ResponseModel = ...

@app.post(endpoint, responses=get_responses(ResponseModel))
async def hello(data: DataModel) -> ResponseModel:
    # Notice that the key here, `foo`, is identical with the registered name shown above 
    return await run_algorithm(loaded_algorithms["foo"], data)

It is recommended to put the APIs near the demo section (L129)

Prepare

export TAG_NAME=xxx

Build

docker build -t $TAG_NAME .

If your internet environment lands in China, it might be faster to build with Dockerfile.cn:

docker build -t $TAG_NAME -f Dockerfile.cn .

Run

docker run --rm -p 8123:8123 -v /full/path/to/your/client/logs:/workplace/apis/logs $TAG_NAME:latest

or

docker run --rm --link image_name_of_your_triton_server -p 8123:8123 -v /full/path/to/your/client/logs:/workplace/apis/logs $TAG_NAME:latest

In this case, you need to modify the apis/interface.py file as well: you need to modify the constants variable (defined at L27) and set the value of triton_host (defined at L28) from None to image_name_of_your_triton_server.