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.
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)
1 maintainer
Metadata
1 maintainer
Release files for autogluon.cloud 0.2.1b20231112
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-0.2.1b20231112.tar.gz | 59.4 kB | Details |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Reset |
|---|---|---|---|---|
| autogluon.cloud-0.2.1b20231112-py3-none-any.whl | Python 3 | none | any | Details |
Total release size: 140.6 kB
Release files / autogluon.cloud-0.2.1b20231112.tar.gz
| Download URL | autogluon.cloud-0.2.1b20231112.tar.gz |
|---|---|
| Size | 59.4 kB |
| Tags | Source |
|
SHA-256 checksum How to use checksums |
064cff33d61a3efb9085e774b265239dfa6e33a64113437184607f0ed924f569
|
|
BLAKE2b-256 checksum How to use checksums |
74953fc1f466b867727b4d68b0c22160b9a00fce789bf99d2818a6de06fb69f1
|
| 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-0.2.1b20231112-py3-none-any.whl
| Download URL | autogluon.cloud-0.2.1b20231112-py3-none-any.whl |
|---|---|
| Size | 81.2 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
66f12bd176e0da1f7feec26edaa7039a7bec7393a8fc5d8ad4eaa80d1b6bb55f
|
|
BLAKE2b-256 checksum How to use checksums |
5d4b1ba2b192dda76d2bfac9e64e8701e4bfc983418aabcb730bfa4f046ce246
|
| Upload date | |
|
Uploaded using Trusted Publishing? What is trusted publishing? |
No |
| Uploaded via |
twine/4.0.2 CPython/3.7.17
|
