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-0.4.0b20240607.tar.gz
Algorithm | Hash digest | |
---|---|---|
SHA256 | b0e767beb12122981a29c7ae3ee9236b8156d659c5b54dfbc4b9f45c00b16285 |
|
MD5 | 2e5542c51f0b46c147d097c492a6e51c |
|
BLAKE2b-256 | 4b1cc88632a94b4d69ad337823296d4da1ba63094a094a3a0e855ade58b9360a |
Close
Hashes for autogluon.cloud-0.4.0b20240607-py3-none-any.whl
Algorithm | Hash digest | |
---|---|---|
SHA256 | 5e64307d2e6042d6f5cd1fec9ad4c61f9f507a86fc3407a7c86af1c11f75c7da |
|
MD5 | 0634f23a8f16aae85163d57362c48977 |
|
BLAKE2b-256 | cb781c869f6f1b9b541631cf064323973a670571f911f2a0f80815b0a9a0bbc9 |