ODPS Python SDK and data analysis framework
===========================================
|PyPI version| |Docs| |License| |Implementation|
Elegent way to access ODPS API.
`Documentation <http://pyodps.readthedocs.org/>`__
Installation
------------
The quick way:
::
pip install pyodps[full]
If you don’t need to use Jupyter, just type
::
pip install pyodps
The dependencies will be installed automatically.
Or from source code (not recommended for production use):
.. code:: shell
$ virtualenv pyodps_env
$ source pyodps_env/bin/activate
$ pip install git+https://github.com/aliyun/aliyun-odps-python-sdk.git
Dependencies
------------
- Python (>=2.7), including Python 3+, pypy, Python 3.7 recommended
- setuptools (>=3.0)
Run Tests
---------
- install pytest
- copy conf/test.conf.template to odps/tests/test.conf, and fill it
with your account
- run ``pytest odps``
Usage
-----
.. code:: python
>>> import os
>>> from odps import ODPS
>>> # Make sure environment variable ALIBABA_CLOUD_ACCESS_KEY_ID already set to Access Key ID of user
>>> # while environment variable ALIBABA_CLOUD_ACCESS_KEY_SECRET set to Access Key Secret of user.
>>> # Not recommended to hardcode Access Key ID or Access Key Secret in your code.
>>> o = ODPS(
>>> os.getenv('ALIBABA_CLOUD_ACCESS_KEY_ID'),
>>> os.getenv('ALIBABA_CLOUD_ACCESS_KEY_SECRET'),
>>> project='**your-project**',
>>> endpoint='**your-endpoint**',
>>> )
>>> dual = o.get_table('dual')
>>> dual.name
'dual'
>>> dual.table_schema
odps.Schema {
c_int_a bigint
c_int_b bigint
c_double_a double
c_double_b double
c_string_a string
c_string_b string
c_bool_a boolean
c_bool_b boolean
c_datetime_a datetime
c_datetime_b datetime
}
>>> dual.creation_time
datetime.datetime(2014, 6, 6, 13, 28, 24)
>>> dual.is_virtual_view
False
>>> dual.size
448
>>> dual.table_schema.columns
[<column c_int_a, type bigint>,
<column c_int_b, type bigint>,
<column c_double_a, type double>,
<column c_double_b, type double>,
<column c_string_a, type string>,
<column c_string_b, type string>,
<column c_bool_a, type boolean>,
<column c_bool_b, type boolean>,
<column c_datetime_a, type datetime>,
<column c_datetime_b, type datetime>]
DataFrame API
-------------
.. code:: python
>>> from odps.df import DataFrame
>>> df = DataFrame(o.get_table('pyodps_iris'))
>>> df.dtypes
odps.Schema {
sepallength float64
sepalwidth float64
petallength float64
petalwidth float64
name string
}
>>> df.head(5)
|==========================================| 1 / 1 (100.00%) 0s
sepallength sepalwidth petallength petalwidth name
0 5.1 3.5 1.4 0.2 Iris-setosa
1 4.9 3.0 1.4 0.2 Iris-setosa
2 4.7 3.2 1.3 0.2 Iris-setosa
3 4.6 3.1 1.5 0.2 Iris-setosa
4 5.0 3.6 1.4 0.2 Iris-setosa
>>> df[df.sepalwidth > 3]['name', 'sepalwidth'].head(5)
|==========================================| 1 / 1 (100.00%) 12s
name sepalwidth
0 Iris-setosa 3.5
1 Iris-setosa 3.2
2 Iris-setosa 3.1
3 Iris-setosa 3.6
4 Iris-setosa 3.9
Command-line and IPython enhancement
------------------------------------
::
In [1]: %load_ext odps
In [2]: %enter
Out[2]: <odps.inter.Room at 0x10fe0e450>
In [3]: %sql select * from pyodps_iris limit 5
|==========================================| 1 / 1 (100.00%) 2s
Out[3]:
sepallength sepalwidth petallength petalwidth name
0 5.1 3.5 1.4 0.2 Iris-setosa
1 4.9 3.0 1.4 0.2 Iris-setosa
2 4.7 3.2 1.3 0.2 Iris-setosa
3 4.6 3.1 1.5 0.2 Iris-setosa
4 5.0 3.6 1.4 0.2 Iris-setosa
Python UDF Debugging Tool
-------------------------
.. code:: python
#file: plus.py
from odps.udf import annotate
@annotate('bigint,bigint->bigint')
class Plus(object):
def evaluate(self, a, b):
return a + b
::
$ cat plus.input
1,1
3,2
$ pyou plus.Plus < plus.input
2
5
Contributing
------------
For a development install, clone the repository and then install from
source:
::
git clone https://github.com/aliyun/aliyun-odps-python-sdk.git
cd pyodps
pip install -r requirements.txt -e .
If you need to modify the frontend code, you need to install
`nodejs/npm <https://www.npmjs.com/>`__. To build and install your
frontend code, use
::
python setup.py build_js
python setup.py install_js
License
-------
Licensed under the `Apache License
2.0 <https://www.apache.org/licenses/LICENSE-2.0.html>`__
.. |PyPI version| image:: https://img.shields.io/pypi/v/pyodps.svg?style=flat-square
:target: https://pypi.python.org/pypi/pyodps
.. |Docs| image:: https://img.shields.io/badge/docs-latest-brightgreen.svg?style=flat-square
:target: http://pyodps.readthedocs.org/
.. |License| image:: https://img.shields.io/pypi/l/pyodps.svg?style=flat-square
:target: https://github.com/aliyun/aliyun-odps-python-sdk/blob/master/License
.. |Implementation| image:: https://img.shields.io/pypi/implementation/pyodps.svg?style=flat-square
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"description": "ODPS Python SDK and data analysis framework\n===========================================\n\n|PyPI version| |Docs| |License| |Implementation|\n\nElegent way to access ODPS API.\n`Documentation <http://pyodps.readthedocs.org/>`__\n\nInstallation\n------------\n\nThe quick way:\n\n::\n\n pip install pyodps[full]\n\nIf you don\u2019t need to use Jupyter, just type\n\n::\n\n pip install pyodps\n\nThe dependencies will be installed automatically.\n\nOr from source code (not recommended for production use):\n\n.. code:: shell\n\n $ virtualenv pyodps_env\n $ source pyodps_env/bin/activate\n $ pip install git+https://github.com/aliyun/aliyun-odps-python-sdk.git\n\nDependencies\n------------\n\n- Python (>=2.7), including Python 3+, pypy, Python 3.7 recommended\n- setuptools (>=3.0)\n\nRun Tests\n---------\n\n- install pytest\n- copy conf/test.conf.template to odps/tests/test.conf, and fill it\n with your account\n- run ``pytest odps``\n\nUsage\n-----\n\n.. code:: python\n\n >>> import os\n >>> from odps import ODPS\n >>> # Make sure environment variable ALIBABA_CLOUD_ACCESS_KEY_ID already set to Access Key ID of user\n >>> # while environment variable ALIBABA_CLOUD_ACCESS_KEY_SECRET set to Access Key Secret of user.\n >>> # Not recommended to hardcode Access Key ID or Access Key Secret in your code.\n >>> o = ODPS(\n >>> os.getenv('ALIBABA_CLOUD_ACCESS_KEY_ID'),\n >>> os.getenv('ALIBABA_CLOUD_ACCESS_KEY_SECRET'),\n >>> project='**your-project**',\n >>> endpoint='**your-endpoint**',\n >>> )\n >>> dual = o.get_table('dual')\n >>> dual.name\n 'dual'\n >>> dual.table_schema\n odps.Schema {\n c_int_a bigint\n c_int_b bigint\n c_double_a double\n c_double_b double\n c_string_a string\n c_string_b string\n c_bool_a boolean\n c_bool_b boolean\n c_datetime_a datetime\n c_datetime_b datetime\n }\n >>> dual.creation_time\n datetime.datetime(2014, 6, 6, 13, 28, 24)\n >>> dual.is_virtual_view\n False\n >>> dual.size\n 448\n >>> dual.table_schema.columns\n [<column c_int_a, type bigint>,\n <column c_int_b, type bigint>,\n <column c_double_a, type double>,\n <column c_double_b, type double>,\n <column c_string_a, type string>,\n <column c_string_b, type string>,\n <column c_bool_a, type boolean>,\n <column c_bool_b, type boolean>,\n <column c_datetime_a, type datetime>,\n <column c_datetime_b, type datetime>]\n\nDataFrame API\n-------------\n\n.. code:: python\n\n >>> from odps.df import DataFrame\n >>> df = DataFrame(o.get_table('pyodps_iris'))\n >>> df.dtypes\n odps.Schema {\n sepallength float64\n sepalwidth float64\n petallength float64\n petalwidth float64\n name string\n }\n >>> df.head(5)\n |==========================================| 1 / 1 (100.00%) 0s\n sepallength sepalwidth petallength petalwidth name\n 0 5.1 3.5 1.4 0.2 Iris-setosa\n 1 4.9 3.0 1.4 0.2 Iris-setosa\n 2 4.7 3.2 1.3 0.2 Iris-setosa\n 3 4.6 3.1 1.5 0.2 Iris-setosa\n 4 5.0 3.6 1.4 0.2 Iris-setosa\n >>> df[df.sepalwidth > 3]['name', 'sepalwidth'].head(5)\n |==========================================| 1 / 1 (100.00%) 12s\n name sepalwidth\n 0 Iris-setosa 3.5\n 1 Iris-setosa 3.2\n 2 Iris-setosa 3.1\n 3 Iris-setosa 3.6\n 4 Iris-setosa 3.9\n\nCommand-line and IPython enhancement\n------------------------------------\n\n::\n\n In [1]: %load_ext odps\n\n In [2]: %enter\n Out[2]: <odps.inter.Room at 0x10fe0e450>\n\n In [3]: %sql select * from pyodps_iris limit 5\n |==========================================| 1 / 1 (100.00%) 2s\n Out[3]:\n sepallength sepalwidth petallength petalwidth name\n 0 5.1 3.5 1.4 0.2 Iris-setosa\n 1 4.9 3.0 1.4 0.2 Iris-setosa\n 2 4.7 3.2 1.3 0.2 Iris-setosa\n 3 4.6 3.1 1.5 0.2 Iris-setosa\n 4 5.0 3.6 1.4 0.2 Iris-setosa\n\nPython UDF Debugging Tool\n-------------------------\n\n.. code:: python\n\n #file: plus.py\n from odps.udf import annotate\n\n @annotate('bigint,bigint->bigint')\n class Plus(object):\n def evaluate(self, a, b):\n return a + b\n\n::\n\n $ cat plus.input\n 1,1\n 3,2\n $ pyou plus.Plus < plus.input\n 2\n 5\n\nContributing\n------------\n\nFor a development install, clone the repository and then install from\nsource:\n\n::\n\n git clone https://github.com/aliyun/aliyun-odps-python-sdk.git\n cd pyodps\n pip install -r requirements.txt -e .\n\nIf you need to modify the frontend code, you need to install\n`nodejs/npm <https://www.npmjs.com/>`__. To build and install your\nfrontend code, use\n\n::\n\n python setup.py build_js\n python setup.py install_js\n\nLicense\n-------\n\nLicensed under the `Apache License\n2.0 <https://www.apache.org/licenses/LICENSE-2.0.html>`__\n\n.. |PyPI version| image:: https://img.shields.io/pypi/v/pyodps.svg?style=flat-square\n :target: https://pypi.python.org/pypi/pyodps\n.. |Docs| image:: https://img.shields.io/badge/docs-latest-brightgreen.svg?style=flat-square\n :target: http://pyodps.readthedocs.org/\n.. |License| image:: https://img.shields.io/pypi/l/pyodps.svg?style=flat-square\n :target: https://github.com/aliyun/aliyun-odps-python-sdk/blob/master/License\n.. |Implementation| image:: https://img.shields.io/pypi/implementation/pyodps.svg?style=flat-square\n",
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