Train and deploy AutoGluon backed models on the cloud
Project description
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.
Example
# First install package from terminal:
# pip install -U pip
# pip install -U setuptools wheel
# pip install autogluon.cloud==0.2.0 # You don't need to install autogluon itself locally
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")
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-0.2.1b20230913.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | fd37c7145380b9aaaca24cd07a1c36f5decaeef89c1f8fbace303f54cd6eecfa |
|
MD5 | d31b50469394183b7f4563ea787294be |
|
BLAKE2b-256 | 9ad10c5f752428a11a14ae9aa98ecd5477a495c893f4975f077e7a22e2c43b79 |
Close
Hashes for autogluon.cloud-0.2.1b20230913-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | db228163b805ba30767b665436a65add33ecae25e95714e7bd7e4b5ea45a5f76 |
|
MD5 | ce89d6318ed9c7c93f8ee9b608683438 |
|
BLAKE2b-256 | 8985217e62930da7922e8660bdf03127f00bbf04ab374c2aba7d4c394eee6fcb |