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-0.4.0b20240710.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | fffa4cfbdd1cd442ce1697295ea274ae24a460295fd8ef9cbc6ea68d6b53d1a9 |
|
MD5 | 38e7903670c0bd965b2f3ac9e028c14c |
|
BLAKE2b-256 | 9f15be630a919b8d0d2a5b4b3bb62153d2853ffd985aa8712db4baee07d49567 |
Close
Hashes for autogluon.cloud-0.4.0b20240710-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 6e012b90dcea09f21f3f97447fb6f3f67062363ddf158f46426366c7e5580445 |
|
MD5 | c4120ecc29d8763b648a95ccde8df2fb |
|
BLAKE2b-256 | ca734a74f3196f4c07b301706e00b3b9e7554436d9366a20b0991d239237e842 |