Top AI Repos — open-source AI, indexed and scored
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Top AI Repos tracks AI repositories on GitHub and answers two different questions about each one: is it moving right now, and would you bet a product on it.
Python Client and Toolkit for DataFrames, Big Data, Machine Learning and ETL in Elasticsearch
| Date | Stars |
|---|---|
| 2026-07-31 | 694 |
| 2026-08-04 | 694 |
| 2026-08-06 | 694 |
Today
— stars today
This week
— stars this week
This month
— stars this month
Momentum
0.0
growth rate 0.00%/day
<div align="center">
<a href="https://github.com/elastic/eland">
<img src="https://raw.githubusercontent.com/elastic/eland/main/docs/sphinx/logo/eland.png" width="30%"
alt="Eland" />
</a>
</div>
<br />
<div align="center">
<a href="https://pypi.org/project/eland"><img src="https://img.shields.io/pypi/v/eland.svg" alt="PyPI Version"></a>
<a href="https://anaconda.org/conda-forge/eland"><img src="https://img.shields.io/conda/vn/conda-forge/eland"
alt="Conda Version"></a>
<a href="https://pepy.tech/project/eland"><img src="https://static.pepy.tech/badge/eland" alt="Downloads"></a>
<a href="https://pypi.org/project/eland"><img src="https://img.shields.io/pypi/status/eland.svg"
alt="Package Status"></a>
<a href="https://buildkite.com/elastic/eland"><img src="https://badge.buildkite.com/d92340e800bc06a7c7c02a71b8d42fcb958bd18c25f99fe2d9.svg" alt="Build Status"></a>
<a href="https://github.com/elastic/eland/blob/main/LICENSE.txt"><img src="https://img.shields.io/pypi/l/eland.svg"
alt="License"></a>
<a href="https://eland.readthedocs.io"><img
src="https://readthedocs.org/projects/eland/badge/?version=latest" alt="Documentation Status"></a>
</div>
## About
Eland is a Python Elasticsearch client for exploring and analyzing data in Elasticsearch with a familiar
Pandas-compatible API.
Where possible the package uses existing Python APIs and data structures to make it easy to switch between numpy,
pandas, or scikit-learn to their Elasticsearch powered equivalents. In general, the data resides in Elasticsearch and
not in memory, which allows Eland to access large datasets stored in Elasticsearch.
Eland also provides tools to upload trained machine learning models from common libraries like
[scikit-learn](https://scikit-learn.org), [XGBoost](https://xgboost.readthedocs.io), and
[LightGBM](https://lightgbm.readthedocs.io) into Elasticsearch.
## Getting Started
Eland can be installed from [PyPI](https://pypi.org/project/eland) with Pip:
```bash
$ python -m pip install eland
```
If using Eland to upload NLP models to Elasticsearch install the PyTorch extras:
```bash
$ python -m pip install 'eland[pytorch]'
```
Eland can also be installed from [Conda Forge](https://anaconda.org/conda-forge/eland) with Conda:
```bash
$ conda install -c conda-forge eland
```
### Compatibility
- Supports Python 3.10, 3.11, 3.12 and 3.13.
- Supports Pandas 1.5 and 2.
- Supports Elasticsearch 9+ clusters.
If you are using the NLP with PyTorch feature make sure your Eland minor version matches the minor
version of your Elasticsearch cluster. For all other features it is sufficient for the major version
to match. Use Eland 8.x for Elasticsearch 8.x support.
- You need to install the appropriate version of PyTorch to import an NLP model. Run `python -m pip
install 'eland[pytorch]'` to install that version.
### Prerequisites
Users installing Eland on Debian-based distributions may need to install prerequisite packages for the transitive
dependencies of Eland:
```bash
$ sudo apt-get install -y \
build-essential pkg-config cmake \
python3-dev libzip-dev libjpeg-dev
```
Note that other distributions such as CentOS, RedHat, Arch, etc. may require using a different package manager and
specifying different package names.
### Docker
If you want to use Eland without installing it just to run the available scripts, use the Docker
image.
It can be used interactively:
```bash
$ docker run -it --rm --network host docker.elastic.co/eland/eland
```
Running installed scripts is also possible without an interactive shell, e.g.:
```bash
$ docker run -it --rm --network host \
docker.elastic.co/eland/eland \
eland_import_hub_model \
--url http://host.docker.internal:9200/ \
--hub-model-id elastic/distilbert-base-cased-finetuned-conll03-english \
--task-type ner
```
### Connecting to Elasticsearch
Eland uses the [Elasticsearch low level client](https://elasticsearch-py.readExcerpt of 11,487 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:ca028c35132002ed, topic:etl, desc:etl
