Train and deploy AutoGluon backed models on the cloud
Project description
AutoGluon-Cloud
AutoGluon-Cloud Documentation | AutoGluon Documentation
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)
Project details
Release history Release notifications | RSS feed
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
Built Distribution
Close
Hashes for autogluon.cloud-0.4.0b20240827.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6457ebba5d725dd6f2ea327ae1dbecc5fa8826a2cf5ed37418b58a10fdee4933 |
|
MD5 | 1b09b4caf72e458c707a7c2fee8634f6 |
|
BLAKE2b-256 | 1f29d92813038ec1d262a9fd61e330488c694aa226225bdf47e052e807699702 |
Close
Hashes for autogluon.cloud-0.4.0b20240827-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 621ee0682ba9deeea654a62b20718e25738e780460eb69a6ab34013c3663439d |
|
MD5 | 7e7801728249a36a467d9d0f4005ced9 |
|
BLAKE2b-256 | adc2c033a5e1a071caccb8a5727b6177cb481e5e620f8a2220732d9d0996a614 |