# Milvus Python SDK
[](https://pypi.org/project/pymilvus/)
[](https://pypi.org/project/pymilvus/)
[](https://pepy.tech/project/pymilvus)
[](https://pepy.tech/project/pymilvus)
[](https://pepy.tech/project/pymilvus)
[](https://github.com/milvus-io/pymilvus/blob/master/LICENSE)
[![Mergify Status][mergify-status]][mergify]
[mergify]: https://mergify.com
[mergify-status]: https://img.shields.io/endpoint.svg?url=https://api.mergify.com/v1/badges/milvus-io/pymilvus&style=flat
Python SDK for [Milvus](https://github.com/milvus-io/milvus). To contribute code to this project, please read our [contribution guidelines](https://github.com/milvus-io/milvus/blob/master/CONTRIBUTING.md) first. If you have some ideas or encounter a problem, you can find us in the Slack channel [#py-milvus](https://milvusio.slack.com/archives/C024XTWMT4L).
## Compatibility
The following collection shows Milvus versions and recommended PyMilvus versions:
|Milvus version| Recommended PyMilvus version |
|:-----:|:-----:|
| 1.0.\* | 1.0.1 |
| 1.1.\* | 1.1.2 |
| 2.0.\* | 2.0.2 |
| 2.1.\* | 2.1.3 |
| 2.2.\* | 2.2.15 |
| 2.3.\* | 2.3.7 |
| 2.4.\* | 2.4.0 |
## Installation
You can install PyMilvus via `pip` or `pip3` for Python 3.8+:
```shell
$ pip3 install pymilvus
$ pip3 install pymilvus[model] # for milvus-model
$ pip3 install pymilvus[bulk_writer] # for bulk_writer
```
You can install a specific version of PyMilvus by:
```shell
$ pip3 install pymilvus==2.3.7
```
You can upgrade PyMilvus to the latest version by:
```shell
$ pip3 install --upgrade pymilvus
```
## FAQ
Q1. How to get submodules?
A1. The following command will get the protos matching to the generated files, for protos of certain version, see
[milvus-proto](https://github.com/milvus-io/milvus-proto#usage) for details.
```shell
$ git submodule update --init
```
Q2. How to generate python files from milvus-proto?
A2.
```shell
$ make gen_proto
```
Q3. How to use the local PyMilvus repository for Milvus server?
A3.
```shell
$ make install
```
Q4. How to check coding styles?
A4.
```shell
make lint
```
Q5. How to fix the coding styles?
A5
```shell
make format
```
Q6. How to run unittests?
A6
```shell
$ pip install ".[dev]"
$ make unittest
```
Q7. `zsh: no matches found: pymilvus[model]`, how do I solve this?
A7
```shell
$ pip install "pymilvus[model]"
```
## Documentation
Documentation is available online: https://milvus.io/api-reference/pymilvus/v2.4.x/About.md
## Developing package releases
The commits on the development branch of each version will be packaged and uploaded to [Test PyPI](https://test.pypi.org/).
The package name generated by the development branch is x.y.z.rc<dist>, where <dist> is the number of commits that differ from the most recent release.
- For example, after the release of **2.3.4**, two commits were submitted on the 2.3 branch.
The version number of the latest commit of 2.3 branch is **2.3.5.rc2**.
- For example, after the release of **2.3.4**, 10 commits were submitted on the master branch.
The version number of the latest commit of master branch is **2.4.0.rc10**.
To install the package on Test PyPi, you need to append `--extra-index-url` after pip, for example:
```shell
$ python3 -m pip install --extra-index-url https://test.pypi.org/simple/ pymilvus==2.1.0.dev66
```
## License
[Apache License 2.0](LICENSE)
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"description": "# Milvus Python SDK\n\n[](https://pypi.org/project/pymilvus/)\n[](https://pypi.org/project/pymilvus/)\n[](https://pepy.tech/project/pymilvus)\n[](https://pepy.tech/project/pymilvus)\n[](https://pepy.tech/project/pymilvus)\n\n[](https://github.com/milvus-io/pymilvus/blob/master/LICENSE)\n[![Mergify Status][mergify-status]][mergify]\n\n\n[mergify]: https://mergify.com\n[mergify-status]: https://img.shields.io/endpoint.svg?url=https://api.mergify.com/v1/badges/milvus-io/pymilvus&style=flat\n\nPython SDK for [Milvus](https://github.com/milvus-io/milvus). To contribute code to this project, please read our [contribution guidelines](https://github.com/milvus-io/milvus/blob/master/CONTRIBUTING.md) first. If you have some ideas or encounter a problem, you can find us in the Slack channel [#py-milvus](https://milvusio.slack.com/archives/C024XTWMT4L).\n\n\n## Compatibility\nThe following collection shows Milvus versions and recommended PyMilvus versions:\n\n|Milvus version| Recommended PyMilvus version |\n|:-----:|:-----:|\n| 1.0.\\* | 1.0.1 |\n| 1.1.\\* | 1.1.2 |\n| 2.0.\\* | 2.0.2 |\n| 2.1.\\* | 2.1.3 |\n| 2.2.\\* | 2.2.15 |\n| 2.3.\\* | 2.3.7 |\n| 2.4.\\* | 2.4.0 |\n\n\n## Installation\n\nYou can install PyMilvus via `pip` or `pip3` for Python 3.8+:\n\n```shell\n$ pip3 install pymilvus\n$ pip3 install pymilvus[model] # for milvus-model\n$ pip3 install pymilvus[bulk_writer] # for bulk_writer\n```\n\nYou can install a specific version of PyMilvus by:\n\n```shell\n$ pip3 install pymilvus==2.3.7\n```\n\nYou can upgrade PyMilvus to the latest version by:\n\n```shell\n$ pip3 install --upgrade pymilvus\n```\n\n## FAQ\nQ1. How to get submodules?\n\nA1. The following command will get the protos matching to the generated files, for protos of certain version, see\n[milvus-proto](https://github.com/milvus-io/milvus-proto#usage) for details.\n```shell\n$ git submodule update --init\n```\n\nQ2. How to generate python files from milvus-proto?\n\nA2.\n```shell\n$ make gen_proto\n```\n\nQ3. How to use the local PyMilvus repository for Milvus server?\n\nA3.\n```shell\n$ make install\n```\n\nQ4. How to check coding styles?\n\nA4.\n```shell\nmake lint\n```\n\nQ5. How to fix the coding styles?\n\nA5\n```shell\nmake format\n```\n\nQ6. How to run unittests?\n\nA6\n```shell\n$ pip install \".[dev]\"\n$ make unittest\n```\nQ7. `zsh: no matches found: pymilvus[model]`, how do I solve this?\n\nA7\n```shell\n$ pip install \"pymilvus[model]\"\n```\n\n## Documentation\n\nDocumentation is available online: https://milvus.io/api-reference/pymilvus/v2.4.x/About.md\n\n## Developing package releases\n\nThe commits on the development branch of each version will be packaged and uploaded to [Test PyPI](https://test.pypi.org/).\n\nThe package name generated by the development branch is x.y.z.rc<dist>, where <dist> is the number of commits that differ from the most recent release.\n\n- For example, after the release of **2.3.4**, two commits were submitted on the 2.3 branch.\nThe version number of the latest commit of 2.3 branch is **2.3.5.rc2**.\n\n- For example, after the release of **2.3.4**, 10 commits were submitted on the master branch.\nThe version number of the latest commit of master branch is **2.4.0.rc10**.\n\n\nTo install the package on Test PyPi, you need to append `--extra-index-url` after pip, for example:\n```shell\n$ python3 -m pip install --extra-index-url https://test.pypi.org/simple/ pymilvus==2.1.0.dev66\n```\n\n\n## License\n[Apache License 2.0](LICENSE)\n",
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