Pre-release
This release is a pre-release and may not be stable for production use.
AutoGluon-Cloud
AutoGluon-Cloud aims to provide user tools to train, fine-tune and deploy AutoGluon backed models on the cloud. With just a few lines of codes, users could train a model and perform inference on the cloud without worrying about MLOps details such as resource management.
Currently, AutoGluon-Cloud supports AWS SageMaker as the cloud backend.
Installation
pip install -U pip
pip install -U setuptools wheel
pip install autogluon.cloud
Example
from autogluon.cloud import TabularCloudPredictor
import pandas as pd
train_data = pd.read_csv("https://autogluon.s3.amazonaws.com/datasets/Inc/train.csv")
test_data = pd.read_csv("https://autogluon.s3.amazonaws.com/datasets/Inc/test.csv")
test_data.drop(columns=['class'], inplace=True)
predictor_init_args = {"label": "class"} # init args you would pass to AG TabularPredictor
predictor_fit_args = {"train_data": train_data, "time_limit": 120} # fit args you would pass to AG TabularPredictor
cloud_predictor = TabularCloudPredictor(cloud_output_path='YOUR_S3_BUCKET_PATH')
cloud_predictor.fit(predictor_init_args=predictor_init_args, predictor_fit_args=predictor_fit_args)
cloud_predictor.deploy()
result = cloud_predictor.predict_real_time(test_data)
cloud_predictor.cleanup_deployment()
# Batch inference
result = cloud_predictor.predict(test_data)
1 maintainer
Metadata
1 maintainer
Release files for autogluon.cloud 0.3.1b20231227
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | |
|---|---|---|---|
| autogluon.cloud-0.3.1b20231227.tar.gz | 65.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| autogluon.cloud-0.3.1b20231227-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 157.4 kB
Release files / autogluon.cloud-0.3.1b20231227.tar.gz
| Download URL | autogluon.cloud-0.3.1b20231227.tar.gz |
|---|---|
| Size | 65.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
5b5e9c4896d4054209a3e9434d4814ddf007a16a943a7802677a5a3cbff90e61
|
|
BLAKE2b-256 checksum How to use checksums |
4862ae30873ffa18db779772725478aa4730c938571c6ae7df185995c2887697
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.7.17
|
Release files / autogluon.cloud-0.3.1b20231227-py3-none-any.whl
| Download URL | autogluon.cloud-0.3.1b20231227-py3-none-any.whl |
|---|---|
| Size | 92.0 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
00644c2e4c5e7f299aeeaea5140050c053c0a4cec727e5df95873a02cbf22002
|
|
BLAKE2b-256 checksum How to use checksums |
dec604b3f94a5c5d3ca14f24426674e6d61f535a291d8cbe7bdcc2931dd24fcc
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.7.17
|
