MaxFrame is a computational framework created by Alibaba Cloud to provide a way for Python developers to parallelize their code with MaxCompute. It creates a runnable computation graph locally, submits it to MaxCompute to execute and obtains results from MaxCompute.

MaxFrame client is the client of MaxFrame. Currently it provides a DataFrame-based SDK with compatible APIs for pandas. In future, other common Python libraries like numpy and scikit-learn will be added as well. Python 3.7 is recommended for MaxFrame client to enable all functionalities while supports for higher Python versions are on the way.

Installation

You may install MaxFrame client through PIP:

pip install maxframe

Latest beta version can be installed with --pre argument:

pip install --pre maxframe

You can also install MaxFrame client from source code:

pip install git+https://github.com/aliyun/alibabacloud-odps-maxframe-client.git

Getting started

We show a simple code example of MaxFrame client which read data from a MaxCompute table, performs some simple data transform and writes back into MaxCompute.

import maxframe.dataframe as md
import os
from maxframe import new_session
from odps import ODPS

o = ODPS(
    os.getenv('ALIBABA_CLOUD_ACCESS_KEY_ID'),
    os.getenv('ALIBABA_CLOUD_ACCESS_KEY_SECRET'),
    project='your-default-project',
    endpoint='your-end-point',
)
session = new_session(o)

df = md.read_odps_table("source_table")
df["A"] = "prefix_" + df["A"]
md.to_odps_table(df, "prefix_source_table")

Documentation

Detailed documentations can be found here.

License

Licensed under the Apache License 2.0.

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Release history Release notifications | RSS feed

This release

2.8.0.post0 This release

36 files

Yanked

2.8.0

36 files

Yanked reason: Compatibility with certain dependencies

2.7.1

36 files

2.7.0

36 files

2.6.0

36 files

2.5.1

36 files

2.5.0

36 files

2.4.0

36 files

Pre-release

2.4.0rc1

36 files

2.3.0

36 files

Pre-release

2.3.0rc1

36 files

2.2.0

36 files

2.0.0

30 files

Yanked

2.0.0b2

30 files

Yanked reason: replace with permanent version

Pre-release

2.0.0b1

30 files

1.3.1

30 files

1.3.0

30 files

1.2.1

30 files

1.2.0

25 files

1.1.1

30 files

1.1.0

30 files

1.0.0

30 files

Pre-release

1.0.0rc4

30 files

Pre-release

1.0.0rc3

30 files

Pre-release

1.0.0rc2

30 files

Pre-release

1.0.0rc1

34 files

Pre-release

0.1.0b5

29 files

Pre-release

0.1.0b4

30 files

Pre-release

0.1.0b3

30 files

Pre-release

0.1.0b2

30 files

Pre-release

0.1.0b1

30 files

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