Install Snowpark Checkpoints¶

To install the Snowpark Checkpoints library into a Python virtual environment, use conda (https://anaconda.org/anaconda/conda) or pip (https://pypi.org/project/pip/).

使用 conda：
```
conda install snowpark-checkpoints
```
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使用 pip：
```
pip install snowpark-checkpoints
```
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You can also install the packages individually:

snowpark-checkpoints-collectors: Use this package to collect information about PySpark DataFrames.
- 使用 conda：
  conda install snowpark-checkpoints-collectors
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- 使用 pip：
  pip install snowpark-checkpoints-collectors
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snowpark-checkpoints-hypothesis: Use this package to create unit tests for your Snowpark code based on synthetic data automatically generated, following the DataFrame schemas collected from the original PySpark code.
- 使用 conda：
  conda install snowpark-checkpoints-hypothesis
  
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- 使用 pip：
  pip install snowpark-checkpoints-hypothesis
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snowpark-checkpoints-validators: Use this package to validate your converted Snowpark DataFrames against the collected schemas or exported DataFrames generated by the collector functionality.
- 使用 conda：
  conda install snowpark-checkpoints-validators
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- 使用 pip：
  pip install snowpark-checkpoints-validators
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snowpark-checkpoints-configuration: Use this package to allow snowpark-checkpoints-collectors and snowpark-checkpoints-validators to automatically load the configuration of the checkpoints.
- 使用 conda：
  conda install snowpark-checkpoints-configuration
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- 使用 pip：
  pip install snowpark-checkpoints-configuration
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