AI prompts
base on LakeSail's computation framework with a mission to unify batch processing, stream processing, and compute-intensive (AI) workloads. # Sail
[](https://github.com/lakehq/sail/actions)
[](https://pypi.org/project/pysail/)
[](https://pypi.org/project/pysail/)
[](https://www.launchpass.com/lakesail-community/free)
The mission of Sail is to unify stream processing, batch processing, and compute-intensive (AI) workloads.
Currently, Sail features a drop-in replacement for Spark SQL and the Spark DataFrame API in both single-host and distributed settings.
## Installation
Sail is available as a Python package on PyPI. You can install it using `pip`.
```bash
pip install "pysail[spark]"
```
Alternatively, you can install Sail from source for better performance for your hardware architecture.
You can follow the [Installation](https://docs.lakesail.com/sail/latest/guide/installation/) guide for more information.
## Getting Started
### Starting the Sail Server
**Option 1: Command Line Interface** You can start the local Sail server using the `sail` command.
```bash
sail spark server --port 50051
```
**Option 2: Python API** You can start the local Sail server using the Python API.
```python
from pysail.spark import SparkConnectServer
server = SparkConnectServer(port=50051)
server.start(background=False)
```
**Option 3: Kubernetes** You can deploy Sail on Kubernetes and run Sail in cluster mode for distributed processing.
Please refer to the [Kubernetes Deployment Guide](https://docs.lakesail.com/sail/latest/guide/deployment/kubernetes.html) for instructions on building the Docker image and writing the Kubernetes manifest YAML file.
```bash
kubectl apply -f sail.yaml
kubectl -n sail port-forward service/sail-spark-server 50051:50051
```
### Connecting to the Sail Server
Once you have a running Sail server, you can connect to it in PySpark.
No changes are needed in your PySpark code!
```python
from pyspark.sql import SparkSession
spark = SparkSession.builder.remote("sc://localhost:50051").getOrCreate()
spark.sql("SELECT 1 + 1").show()
```
Please refer to the [Getting Started](https://docs.lakesail.com/sail/latest/guide/getting-started/) guide for further details.
## Documentation
The documentation of the latest Sail version can be found [here](https://docs.lakesail.com/sail/latest/).
## Further Reading
- [Supercharge Spark: Quadruple Speed, Cut Costs by 94%](https://lakesail.com/blog/supercharge-spark/) - This post presents detailed **benchmark results** comparing Sail with Spark.
- [Sail 0.2 and the Future of Distributed Processing](https://lakesail.com/blog/the-future-of-distributed-processing/) - This post discusses the Sail **distributed processing architecture**.
## Contributing
Contributions are more than welcome!
Please submit [GitHub issues](https://github.com/lakehq/sail/issues) for bug reports and feature requests.
You are also welcome to ask questions in [GitHub discussions](https://github.com/lakehq/sail/discussions).
Feel free to create a [pull request](https://github.com/lakehq/sail/pulls) if you would like to make a code change.
You can refer to the [development guide](https://docs.lakesail.com/sail/main/development/) to get started.
## Support
LakeSail offers flexible enterprise support options for Sail. Please [contact us](https://lakesail.com/support/) to learn more.
", Assign "at most 3 tags" to the expected json: {"id":"12278","tags":[]} "only from the tags list I provide: [{"id":77,"name":"3d"},{"id":89,"name":"agent"},{"id":17,"name":"ai"},{"id":54,"name":"algorithm"},{"id":24,"name":"api"},{"id":44,"name":"authentication"},{"id":3,"name":"aws"},{"id":27,"name":"backend"},{"id":60,"name":"benchmark"},{"id":72,"name":"best-practices"},{"id":39,"name":"bitcoin"},{"id":37,"name":"blockchain"},{"id":1,"name":"blog"},{"id":45,"name":"bundler"},{"id":58,"name":"cache"},{"id":21,"name":"chat"},{"id":49,"name":"cicd"},{"id":4,"name":"cli"},{"id":64,"name":"cloud-native"},{"id":48,"name":"cms"},{"id":61,"name":"compiler"},{"id":68,"name":"containerization"},{"id":92,"name":"crm"},{"id":34,"name":"data"},{"id":47,"name":"database"},{"id":8,"name":"declarative-gui "},{"id":9,"name":"deploy-tool"},{"id":53,"name":"desktop-app"},{"id":6,"name":"dev-exp-lib"},{"id":59,"name":"dev-tool"},{"id":13,"name":"ecommerce"},{"id":26,"name":"editor"},{"id":66,"name":"emulator"},{"id":62,"name":"filesystem"},{"id":80,"name":"finance"},{"id":15,"name":"firmware"},{"id":73,"name":"for-fun"},{"id":2,"name":"framework"},{"id":11,"name":"frontend"},{"id":22,"name":"game"},{"id":81,"name":"game-engine "},{"id":23,"name":"graphql"},{"id":84,"name":"gui"},{"id":91,"name":"http"},{"id":5,"name":"http-client"},{"id":51,"name":"iac"},{"id":30,"name":"ide"},{"id":78,"name":"iot"},{"id":40,"name":"json"},{"id":83,"name":"julian"},{"id":38,"name":"k8s"},{"id":31,"name":"language"},{"id":10,"name":"learning-resource"},{"id":33,"name":"lib"},{"id":41,"name":"linter"},{"id":28,"name":"lms"},{"id":16,"name":"logging"},{"id":76,"name":"low-code"},{"id":90,"name":"message-queue"},{"id":42,"name":"mobile-app"},{"id":18,"name":"monitoring"},{"id":36,"name":"networking"},{"id":7,"name":"node-version"},{"id":55,"name":"nosql"},{"id":57,"name":"observability"},{"id":46,"name":"orm"},{"id":52,"name":"os"},{"id":14,"name":"parser"},{"id":74,"name":"react"},{"id":82,"name":"real-time"},{"id":56,"name":"robot"},{"id":65,"name":"runtime"},{"id":32,"name":"sdk"},{"id":71,"name":"search"},{"id":63,"name":"secrets"},{"id":25,"name":"security"},{"id":85,"name":"server"},{"id":86,"name":"serverless"},{"id":70,"name":"storage"},{"id":75,"name":"system-design"},{"id":79,"name":"terminal"},{"id":29,"name":"testing"},{"id":12,"name":"ui"},{"id":50,"name":"ux"},{"id":88,"name":"video"},{"id":20,"name":"web-app"},{"id":35,"name":"web-server"},{"id":43,"name":"webassembly"},{"id":69,"name":"workflow"},{"id":87,"name":"yaml"}]" returns me the "expected json"