(ecosystem)=
# MLRun ecosystem 

This section lists the data stores, development tools, services, platforms, etc., supported by MLRun's open ecosystem. 

**In this section**
- [Data stores](#data-stores)
- [Sources](#sources)
- [Streaming frameworks](#streaming-frameworks)
- [Targets](#targets)
- [TSDB](#tsdb)
- [Event sources](#event-sources)
- [Execution frameworks](#execution-frameworks)
- [Dev environments](#dev-environments)
- [Machine learning frameworks](#machine-learning-frameworks)
- [Platforms](#platforms)
- [CI/CD](#ci-cd)
- [Browser](#browser)

## Data stores

- Object (S3, GS, GCS, az)
- Files, NFS
- dbfs
- V3IO

## Sources

- BigQuery
- SnowFlake
- SQL
- CSV
- Dataframe
- Parquet
- S3/Azure
- Http

## Streaming frameworks
- Kafka
- V3IO-stream

## Targets

- CSV
- Kafka
- Parquet
- Snowflake
- Stream
- NoSQL
- RedisNoSQL
- SQL

## TSDB

- V3IO TSDB
- TDEngine

## Event sources 

- HTTP 
- Cron 
- Kafka 
- Iguazio V3IO streams

## Execution frameworks 

- Nuclio 
- Spark 
- Dask 
- Horovod/MPI 
- K8s Jobs 

## Dev environments 

- PyCharm 
- VSCode 
- Jupyter 
- Colab 
- AzureML 
- SageMaker 
- Codespaces 
- Others (set with environment variables) 

## Machine learning frameworks 

- SKLearn 
- XGBoost 
- LGBM 
- TF / Keras 
- PyTorch 
- ONNX 
- Custom 

## Platforms 

- Kubernetes 
   - AWS EKS 
   - Azure AKS 
   - GKE 
   - VMWare 
- Local (e.g., Kubernetes engine on Docker Desktop) 
- Docker 
   - Linux/KVM 
   - NVIDIA DGX 
(ci-cd)=
## CI/CD 

- Jenkins 
- GitHub Actions 
- GitLab CI/CD 
- KFP

## Browser

MLRun runs on Chrome and Firefox.