Awesome
Template for utilizing carefree-client
.
Modify Notes
- Modify the
PACKAGE_NAME
insetup.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 ofget_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
.