rekcurd-client
Rekcurd client is the project for integrating ML module. Any Rekcurd service is connectable. It can connect the Rekcurd service on Kubernetes.
Parent Project
https://github.com/rekcurd/community
Components
- Rekcurd: Project for serving ML module.
- Rekcurd-dashboard: Project for managing ML model and deploying ML module.
- Rekcurd-client: Project for integrating ML module.
Installation
From source:
git clone --recursive https://github.com/rekcurd/python-client.git
cd python-client
python setup.py install
From PyPi directly:
pip install rekcurd_client
How to use
Example is available here.
Unittest
$ python -m unittest
Method definition
You need to use an appropriate method for your Rekcurd service. The methods are generated according to the input and output formats. V is the length of feature vector. M is the number of classes. If your algorithm is a binary classifier, you set M to 1. If your algorithm is a multi-class classifier, you set M to the number of classes.
| method | input: data (required) |
input: option | output: label (required) |
output: score (required) |
output: option |
|---|---|---|---|---|---|
| run_predict_string_string | string | string (json) | string | double | string (json) |
| run_predict_string_bytes | string | string (json) | bytes | double | string (json) |
| run_predict_string_arrint | string | string (json) | int[M] | double[M] | string (json) |
| run_predict_string_arrfloat | string | string (json) | double[M] | double[M] | string (json) |
| run_predict_string_arrstring | string | string (json) | string[M] | double[M] | string (json) |
| run_predict_bytes_string | bytes | string (json) | string | double | string (json) |
| run_predict_bytes_bytes | bytes | string (json) | bytes | double | string (json) |
| run_predict_bytes_arrint | bytes | string (json) | int[M] | double[M] | string (json) |
| run_predict_bytes_arrfloat | bytes | string (json) | double[M] | double[M] | string (json) |
| run_predict_bytes_arrstring | bytes | string (json) | string[M] | double[M] | string (json) |
| run_predict_arrint_string | int[V] | string (json) | string | double | string (json) |
| run_predict_arrint_bytes | int[V] | string (json) | bytes | double | string (json) |
| run_predict_arrint_arrint | int[V] | string (json) | int[M] | double[M] | string (json) |
| run_predict_arrint_arrfloat | int[V] | string (json) | double[M] | double[M] | string (json) |
| run_predict_arrint_arrstring | int[V] | string (json) | string[M] | double[M] | string (json) |
| run_predict_arrfloat_string | double[V] | string (json) | string | double | string (json) |
| run_predict_arrfloat_bytes | double[V] | string (json) | bytes | double | string (json) |
| run_predict_arrfloat_arrint | double[V] | string (json) | int[M] | double[M] | string (json) |
| run_predict_arrfloat_arrfloat | double[V] | string (json) | double[M] | double[M] | string (json) |
| run_predict_arrfloat_arrstring | double[V] | string (json) | string[M] | double[M] | string (json) |
| run_predict_arrstring_string | string[V] | string (json) | string | double | string (json) |
| run_predict_arrstring_bytes | string[V] | string (json) | bytes | double | string (json) |
| run_predict_arrstring_arrint | string[V] | string (json) | int[M] | double[M] | string (json) |
| run_predict_arrstring_arrfloat | string[V] | string (json) | double[M] | double[M] | string (json) |
| run_predict_arrstring_arrstring | string[V] | string (json) | string[M] | double[M] | string (json) |
The input "option" field needs to be a json format. Any style is Ok but we have some reserved fields below.
| Field | Type | Description |
|---|---|---|
| suppress_log_input | bool | True: NOT print the input and output to the log message. False (default): Print the input and output to the log message. |
Release files for rekcurd-client 1.0.1
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| rekcurd_client-1.0.1.tar.gz | 14.9 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| rekcurd_client-1.0.1-py2.py3-none-any.whl | Python 2, Python 3 | none | any | Details |
Total release size: 36.1 kB
Release files / rekcurd_client-1.0.1.tar.gz
| Download URL | rekcurd_client-1.0.1.tar.gz |
|---|---|
| Size | 14.9 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
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|
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BLAKE2b-256 checksum How to use checksums |
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| Upload date | |
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No |
| Uploaded via |
twine/1.13.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/40.6.2 requests-toolbelt/0.9.1 tqdm/4.32.2 CPython/3.6.8
|
Release files / rekcurd_client-1.0.1-py2.py3-none-any.whl
| Download URL | rekcurd_client-1.0.1-py2.py3-none-any.whl |
|---|---|
| Size | 21.2 kB |
| Tags | Python 2 Python 3 |
|
SHA-256 checksum How to use checksums |
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BLAKE2b-256 checksum How to use checksums |
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|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/1.13.0 pkginfo/1.5.0.1 requests/2.22.0 setuptools/40.6.2 requests-toolbelt/0.9.1 tqdm/4.32.2 CPython/3.6.8
|
