diff --git a/README.md b/README.md index f97353d..b9b54e9 100644 --- a/README.md +++ b/README.md @@ -75,6 +75,8 @@ pip install "pymlup[onnx]" # For onnx models: torch, tensorflow, sklear ### Examples code +
+ ```python import mlup @@ -199,8 +201,12 @@ up.conf.auto_detect_predict_params = False up.ml.load_model_settings() ``` +
+ ### Examples server commands +
+ #### mlup run You can run web application from model, config, pickle up object. Bash command mlup run making this. @@ -418,8 +424,12 @@ See `mlup validate-config --help` or [Description of the bash commands](https:// mlup validate-config /path/to/my/conf.yaml ``` +
+ ## Web application interface +
+ By default, web application starting on http://localhost:8009 and have api docs. See [Web app API](https://github.com/nxexox/pymlup/tree/main/docs/web_app_api.md) for more details. @@ -570,8 +580,12 @@ By default, this param is `mlup.ml.data_transformers.numpy_data_transformer.Nump This method have validation for inner request data. It's making from config `columns` and flag `column_validation`. +
+ ## Web application modes +
+ See [Web app architectures](https://github.com/nxexox/pymlup/tree/main/docs/web_app_architectures.md) for more details. Web application have three works modes: @@ -611,6 +625,8 @@ up = mlup.UP( ) ``` +
+ ## Metrics MLup PyPi download statistics: https://pepy.tech/project/pymlup