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data.yml
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landscape:
- category:
name: Category 1
subcategories:
- subcategory:
name: Subcategory 1-1
items:
- item:
crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
description: This is the description of item 1
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 1
project: graduated
repo_url: https://github.com/cncf/landscape2
twitter: https://twitter.com/CloudNativeFdn
- item:
crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
description: This is the description of item 2
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 2
project: sandbox
repo_url: https://github.com/cncf/landscape2
twitter: https://twitter.com/CloudNativeFdn
- item:
description: This is the description of item 3
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 3
- subcategory:
name: Subcategory 1-2
items:
- item:
crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
description: This is the description of item 4
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 4
repo_url: https://github.com/cncf/landscape2
twitter: https://twitter.com/CloudNativeFdn
- item:
crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
description: This is the description of item 5
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 5
repo_url: https://github.com/cncf/landscape2
- category:
name: Category 2
subcategories:
- subcategory:
name: Subcategory 2-1
items:
- item:
crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
description: This is the description of item 6
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 6
project: graduated
repo_url: https://github.com/cncf/landscape2
twitter: https://twitter.com/CloudNativeFdn
- item:
crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
description: This is the description of item 7
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 7
project: sandbox
repo_url: https://github.com/cncf/landscape2
twitter: https://twitter.com/CloudNativeFdn
- item:
description: This is the description of item 8
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 8
- subcategory:
name: Subcategory 2-2
items:
- item:
crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
description: This is the description of item 9 (RP)
homepage_url: https://cncf.io
logo: cncf.svg
name: Item 9
repo_url: https://github.com/cncf/landscape2
twitter: https://twitter.com/CloudNativeFdn
- category:
name: CNAI
subcategories:
- subcategory:
name: General Orchestration
items:
- item:
name: Kubernetes
description: Kubernetes is an open-source system for automating deployment, scaling, and management of containerized applications
homepage_url: https://kubernetes.io/
project: graduated
repo_url: https://github.com/kubernetes/kubernetes
logo: kubernetes.svg
twitter: https://twitter.com/kubernetesio
crunchbase: https://www.crunchbase.com/organization/cloud-native-computing-foundation
allow_duplicate_repo: true
extra:
accepted: '2016-03-10'
incubating: '2016-03-10'
graduated: '2018-03-06'
cncf_tags:
- https://github.com/cncf/tag-runtime
dev_stats_url: https://k8s.devstats.cncf.io/
artwork_url: https://github.com/cncf/artwork/blob/master/examples/graduated.md#kubernetes-logos
stack_overflow_url: https://stackoverflow.com/questions/tagged/kubernetes
blog_url: http://blog.kubernetes.io/
mailing_list_url: https://groups.google.com/forum/#!forum/kubernetes-dev
slack_url: http://slack.k8s.io/
youtube_url: https://www.youtube.com/channel/UCZ2bu0qutTOM0tHYa_jkIwg
clomonitor_name: kubernetes
audits:
- date: '2019-08-06'
type: security
url: https://github.com/kubernetes/sig-security/tree/main/sig-security-external-audit/security-audit-2019/findings
vendor: Trail of Bits and Atredis Partners
- date: '2023-04-19'
type: security
url: https://github.com/kubernetes/sig-security/tree/main/sig-security-external-audit/security-audit-2021-2022/findings
vendor: NCC Group
- item:
name: Volcano
description: Cloud native batch scheduling system for compute-intensive workloads
homepage_url: https://volcano.sh/
repo_url: https://github.com/volcano-sh/volcano
logo: ./volcano_logo.svg
crunchbase:
unnamed_organization: true
- item:
name: Armada
description: Armada is a multi-kubernetes-cluster batch job meta-scheduler.
homepage_url: https://armadaproject.io/
repo_url: https://github.com/armadaproject/armada
logo: ./armada.svg
crunchbase:
unnamed_organization: true
- item:
name: Kuberay
description: A toolkit to run Ray applications on Kubernetes
homepage_url: https://github.com/ray-project/kuberay
repo_url: https://github.com/ray-project/kuberay
logo: ./ray_logo.svg
crunchbase:
unnamed_organization: true
- item:
name: Nivida NeMo
description: A framework for generative AI
homepage_url: https://docs.nvidia.com/deeplearning/nemo/user-guide/docs/en/stable/index.html
repo_url: https://github.com/NVIDIA/NeMo
logo: ./Nemo.svg
crunchbase:
unnamed_organization: true
- item:
name: Yunikorn
description: Unleash the power of resource scheduling for running Batch, Data & ML on Kubernetes!
repo_url: https://github.com/apache/yunikorn-core/
logo: ./yunikorn.svg
crunchbase:
unnamed_organization: true
homepage_url: https://yunikorn.apache.org/
- item:
name: Kueue
description: Cloud-native job queueing system for batch, HPC, AI/ML, and similar applications in a Kubernetes cluster.
repo_url: https://github.com/kubernetes-sigs/kueue
logo: ./kueue.svg
crunchbase:
unnamed_organization: true
homepage_url: https://kueue.sigs.k8s.io/
- item:
name: HAMi
description: Heterogeneous AI Computing Virtualization (vGPU)
homepage_url: https://github.com/Project-HAMi/HAMi
repo_url: https://github.com/Project-HAMi/HAMi
logo: ./HAMi.svg
crunchbase:
unnamed_organization: true
- subcategory:
name: ML Serving
items:
- item:
name: Kserve
description: Highly scalable and standards based Model Inference Platform on Kubernetes for Trusted AI
repo_url: https://github.com/kserve/kserve
logo: ./k-serve-color.svg
crunchbase:
unnamed_organization: true
homepage_url: https://kserve.github.io/website/0.11/
- item:
name: Seldon
description:
repo_url: https://github.com/SeldonIO/seldon-core
logo: ./Seldon_idWf-VLClV_10.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.seldon.io/
- item:
name: vLLM
description: vLLM is a fast and easy-to-use library for LLM inference and serving.
repo_url: https://github.com/vllm-project/vllm
logo: ./vllm-logo-text-light.svg
crunchbase:
unnamed_organization: true
homepage_url: https://docs.vllm.ai/en/latest/
- item:
name: text-generation-inference (TGI)
description: Large Language Model Text Generation Inference
repo_url: https://github.com/huggingface/text-generation-inference
logo: ./huggingface.svg
crunchbase:
unnamed_organization: true
homepage_url: https://huggingface.co/docs/text-generation-inference/index
- subcategory:
name: CI/CD - Delivery
items:
- item:
name: Kubeflow Pipelines
description: Machine Learning Pipelines for Kubeflow
repo_url: https://github.com/kubeflow/pipelines
logo: ./kubeflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.kubeflow.org/docs/components/pipelines/v1/introduction/
- item:
name: Mlflow
description:
repo_url: https://github.com/mlflow/mlflow
logo: ./mlflow-white.svg
crunchbase:
unnamed_organization: true
homepage_url: https://mlflow.org/
- item:
name: TensorFlow Extended (TFX)
description: TFX is an end-to-end platform for deploying production ML pipelines
repo_url: https://github.com/tensorflow/tfx
logo: ./tensorflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.tensorflow.org/tfx
- item:
name: BentoML
description: Build Production-Grade AI Applications
repo_url: https://github.com/bentoml/BentoML
logo: ./bentoml.svg
crunchbase:
unnamed_organization: true
homepage_url: https://bentoml.com
- item:
name: MLRun
description: Machine Learning automation and tracking
repo_url: https://github.com/mlrun/mlrun
logo: ./mlrun.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.mlrun.org
- subcategory:
name: Data Science
items:
- item:
name: Project Jupyter
description: Interactive Computing
repo_url: https://github.com/jupyter
logo: ./jupyter_logo.svg
crunchbase:
unnamed_organization: true
homepage_url: https://jupyter.org
- item:
name: Kubeflow Notebooks
description: Machine Learning Toolkit for Kubernetes
repo_url: https://github.com/kubeflow/kubeflow
logo: ./kubeflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.kubeflow.org/docs/components/notebooks
- item:
name: PyTorch
description: About Tensors and Dynamic neural networks in Python with strong GPU acceleration
repo_url:
logo: ./pytorch.svg
crunchbase:
unnamed_organization: true
homepage_url: https://pytorch.org
- item:
name: TensorFlow
description: An Open Source Machine Learning Framework for Everyone
repo_url: https://github.com/tensorflow
logo: ./tensorflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.tensorflow.org
- item:
name: XGBoost
description: An optimized distributed gradient boosting library for machine learning.
repo_url: https://github.com/dmlc/xgboost
logo: ./xgboost.svg
crunchbase:
unnamed_organization: true
homepage_url: https://xgboost.readthedocs.io/en/stable/
- item:
name: Apache Zeppelin
description: Web-based notebook that enables data-driven, interactive data analytics and collaborative documents with SQL, Scala and more.
repo_url: https://github.com/apache/zeppelin
logo: ./apache-zeppelin.svg
crunchbase:
unnamed_organization: true
homepage_url: https://zeppelin.apache.org
- subcategory:
name: Distributed Training
items:
- item:
name: Kubeflow Training Operator
description: Training operators on Kubernetes
repo_url: https://github.com/kubeflow/training-operator
logo: ./kubeflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.kubeflow.org/docs/components/training
- item:
name: Pytorch DistributedDataParallel (DDP)
description: DistributedDataParallel (DDP) implements data parallelism at the module level which can run across multiple machines.
repo_url: https://github.com/pytorch/pytorch
logo: ./pytorch.svg
crunchbase:
unnamed_organization: true
homepage_url: https://pytorch.org/tutorials/intermediate/ddp_tutorial.html
- item:
name: Torchx
description: "Universal job launcher for PyTorch applications. TorchX is designed to have fast iteration time for training/research and support for E2E production ML pipelines when you're ready."
repo_url:
logo: ./pytorch.svg
crunchbase:
unnamed_organization: true
homepage_url: https://pytorch.org/torchx/latest
- item:
name: Tensorflow Distributed
description: TensorFlow API to distribute training across multiple GPUs, multiple machines, or TPUs. Using this API, you can distribute your existing models and training code with minimal code changes.
repo_url:
logo: ./tensorflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.tensorflow.org/guide/distributed_training
- item:
name: Open MPI
description: A High Performance Message Passing Library
repo_url:
logo: ./Open_MPI_logo.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www-lb.open-mpi.org/
- item:
name: DeepSpeed
description: Deep learning optimization library that makes distributed training and inference easy, efficient, and effective.
repo_url: https://github.com/microsoft/DeepSpeed
logo: ./deepspeed.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/microsoft/DeepSpeed
- item:
name: Megatron-LM
description: GPU optimized techniques for training transformer models at-scale
repo_url: https://github.com/NVIDIA/Megatron-LM
logo: ./megatron.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/NVIDIA/Megatron-LM
- item:
name: Horovod
description: Distributed deep learning training framework for TensorFlow, Keras, PyTorch, and Apache MXNet.
repo_url: https://github.com/horovod/horovod
logo: ./horovod.svg
crunchbase:
unnamed_organization: true
homepage_url: https://horovod.ai/
- item:
name: Alpa
description: Alpa is a system for training and serving large-scale neural networks.
repo_url: https://github.com/alpa-projects/alpa
logo: ./alpa-logo-cropped.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/alpa-projects/alpa
- item:
name: Kubeflow MPI Operator
description: MPI Operator to manage all-reduce distributed training and HPC workloads.
logo: ./kubeflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/kubeflow/mpi-operator
- subcategory:
name: Workload Observability
items:
- item:
name: Prometheus
description: An open-source monitoring system with a dimensional data model, flexible query language, efficient time series database and modern alerting approach.
repo_url:
logo: ./prometheus-icon-color.svg
crunchbase:
unnamed_organization: true
homepage_url: https://prometheus.io/
- item:
name: Influxdb
description: InfluxDB is an open source time series database written in Rust, using Apache Arrow, Apache Parquet, and Apache DataFusion as its foundational building blocks.
repo_url: https://github.com/influxdata/influxdb
logo: ./influxdb.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/influxdata/influxdb
- item:
name: Grafana
description: The open-source platform for monitoring and observability
repo_url: https://github.com/grafana/grafana
logo: ./grafana.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/grafana/grafana
- item:
name: Weight and Biases (wandb)
description: A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API
repo_url: https://github.com/wandb/wandb
logo: ./wandb-logo-yellow-dots-black-wb.svg
crunchbase:
unnamed_organization: true
homepage_url: https://wandb.ai/
- subcategory:
name: Model/LLM Observability
items:
- item:
name: Trulens
description: TruLens is a powerful open source library for evaluating and tracking large language model-based applications.
repo_url: https://github.com/truera/trulens
logo: ./trulens.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.trulens.org/
- item:
name: Langfuse
description: Open source LLM engineering platform - Observability, metrics, evals, prompt management, playground, datasets.
repo_url: https://github.com/langfuse/langfuse
logo: ./lanfuse.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/langfuse/langfuse
- item:
name: Deepchecks
description: Tests for Continuous Validation of ML Models & Data. Deepchecks is a holistic open-source solution for all of your AI & ML validation needs, enabling to thoroughly test your data and models from research to production.
repo_url: https://github.com/deepchecks/deepchecks
logo: ./deepchecks_logo.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/deepchecks/deepchecks
- item:
name: OpenLLMetry
description: Open-source observability for your LLM application, based on OpenTelemetry.
repo_url: https://github.com/traceloop/openllmetry
logo: ./open-ll-metry.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/traceloop/openllmetry
- subcategory:
name: AutoML
items:
- item:
name: Hyperopt
description: Distributed Asynchronous Hyper-parameter Optimization
repo_url: https://github.com/hyperopt/hyperopt/
logo: ./hyperopt.svg
crunchbase:
unnamed_organization: true
homepage_url: https://hyperopt.github.io/hyperopt/
- item:
name: Optuna
description: A hyperparameter optimization framework
repo_url: https://github.com/optuna/optuna
logo: ./optuna.svg
crunchbase:
unnamed_organization: true
homepage_url: https://optuna.org/
- item:
name: Kubeflow Katib
description: Automated Machine Learning on Kubernetes
repo_url: https://github.com/kubeflow/katib
logo: ./katib.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.kubeflow.org/docs/components/katib/overview/
- subcategory:
name: Vector Databases
note: Vector extensions are also found in Redis, Postgres SQL, ElasticSearch, etc.
items:
- item:
name: Milvus
description: A cloud-native vector database, storage for next generation AI applications.
repo_url: https://github.com/milvus-io/milvus
logo: ./milvus.svg
crunchbase:
unnamed_organization: true
homepage_url: https://milvus.io/
- item:
name: Chroma
description: The AI-native open-source embedding database.
repo_url: https://github.com/chroma-core/chroma
logo: ./chroma.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/chroma-core/chroma
- item:
name: Weaviate
description: Open source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
repo_url: https://github.com/weaviate/weaviate
logo: ./weaviate-nav-logo-dark.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/weaviate/weaviate
- subcategory:
name: Data Architecture
items:
- item:
name: ClickHouse
description: Free analytics DBMS for big data.
repo_url: https://github.com/ClickHouse/ClickHouse
logo: ./clickhouse.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/ClickHouse/ClickHouse
- item:
name: Apache Pinot
description: A realtime distributed OLAP datastore.
repo_url: https://github.com/apache/pinot
logo: ./pinot.svg
crunchbase:
unnamed_organization: true
homepage_url: https://pinot.apache.org/
- item:
name: Apache Druid
description: A high performance real-time analytics database.
repo_url: https://github.com/apache/druid
logo: ./apache-druid.svg
crunchbase:
unnamed_organization: true
homepage_url: https://druid.apache.org/
- item:
name: Cassandra
description: A free and open source, distributed, wide-column store, NoSQL database management system designed to handle large amounts of data across many commodity servers, providing high availability with no single point of failure.
repo_url: https://github.com/apache/cassandra
logo: ./cassandra.svg
crunchbase:
unnamed_organization: true
homepage_url: https://cassandra.apache.org/
- item:
name: ScyllaDB
description: NoSQL data store using the seastar framework, compatible with Apache Cassandra.
repo_url: https://github.com/scylladb/scylladb
logo: ./scylla.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/scylladb/scylladb
- item:
name: Hadoop HDFS
description: "Open source framework works by rapidly transferring data between nodes. It's often used by companies who need to handle and store big data."
repo_url: https://github.com/apache/hadoop
logo: ./hadoop.svg
crunchbase:
unnamed_organization: true
homepage_url: https://hadoop.apache.org/
- item:
name: Apache HBase
description: "Open source, distributed, versioned, column-oriented store modeled after Google' Bigtable."
repo_url: https://github.com/apache/hbase
logo: ./hbase.svg
crunchbase:
unnamed_organization: true
homepage_url: https://hbase.apache.org/
- item:
name: Presto
description: A distributed SQL query engine for big data.
repo_url: https://github.com/prestodb/presto
logo: ./presto.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/prestodb/presto
- item:
name: Trino
description: The distributed SQL query engine for big data, formerly known as PrestoSQL.
repo_url: https://github.com/trinodb/trino
logo: ./trino.svg
crunchbase:
unnamed_organization: true
homepage_url: https://trino.io/
- item:
name: Apache Spark
description: A unified analytics engine for large-scale data processing.
repo_url: https://github.com/apache/spark
logo: ./spark.svg
crunchbase:
unnamed_organization: true
homepage_url: https://spark.apache.org/
- item:
name: Kubeflow Spark Operator
description: Operator to manage Apache Spark applications on Kubernetes.
repo_url:
logo: ./kubeflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/kubeflow/spark-operator
- item:
name: Apache Flink
description: Open source stream processing framework with powerful stream- and batch-processing capabilities.
repo_url: https://github.com/apache/flink
logo: ./apache-flink.svg
crunchbase:
unnamed_organization: true
homepage_url: https://flink.apache.org/
- item:
name: Kafka
description: Open source distributed event streaming platform used by thousands of companies for high-performance data pipelines, streaming analytics, data integration, and mission-critical applications.
repo_url: https://github.com/apache/kafka
logo: ./apache-kafka.svg
crunchbase:
unnamed_organization: true
homepage_url: https://flink.apache.org/
- item:
name: Pulsar
description: A distributed pub-sub messaging system.
repo_url: https://github.com/apache/pulsar
logo: ./pulsar.svg
crunchbase:
unnamed_organization: true
homepage_url: https://pulsar.apache.org/
- item:
name: Fluid
description: elastic data abstraction and acceleration for BigData/AI applications in the cloud.
repo_url: https://github.com/fluid-cloudnative/fluid
logo: ./fluid-icon-color.svg
crunchbase:
unnamed_organization: true
homepage_url: https://fluid-cloudnative.github.io/
- item:
name: Memcached
description: A high performance multithreaded event-based key/value cache store intended to be used in a distributed system.
repo_url: https://github.com/memcached/memcached
logo: ./memcached.svg
crunchbase:
unnamed_organization: true
homepage_url: https://memcached.org/
- item:
name: Redis
description: In-memory database that persists on disk.
repo_url: https://github.com/redis/redis
logo: ./redis.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/redis/redis
- item:
name: Alluxio
description: Data orchestration for analytics and machine learning in the cloud.
repo_url: https://github.com/Alluxio/alluxio
logo: ./alluxio.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/Alluxio/alluxio
- item:
name: Kubeflow Model Registry
description: Model Registry to store and manage models, versions, and artifacts metadata.
logo: ./kubeflow.svg
crunchbase:
unnamed_organization: true
homepage_url: https://github.com/kubeflow/model-registry
- item:
name: FEAST
description: Feature Store to manage machine learning features.
repo_url: https://github.com/feast-dev/feast
logo: ./feast.svg
crunchbase:
unnamed_organization: true
homepage_url: https://feast.dev/
- subcategory:
name: Governance, Policy & Security
items:
- item:
name: Kyverno
description: A policy engine designed for Kubernetes platform engineering teams.
repo_url: https://github.com/kyverno/kyverno
logo: ./kyverno-icon-color.svg
crunchbase:
unnamed_organization: true
homepage_url: https://kyverno.io
- item:
name: OPA/Gatekeeper
description: An admission controller that validates requests to create and update Pods on Kubernetes clusters, using the Open Policy Agent (OPA).
repo_url: https://github.com/open-policy-agent/gatekeeper
logo: ./opa-icon-color.svg
crunchbase:
unnamed_organization: true
homepage_url: https://www.openpolicyagent.org/
- item:
name: Kyverno-JSON
description: "Use Kyverno's powerful, declarative, low-code policies to validate any runtime or configuration data that can be converted to JSON."
repo_url: https://github.com/kyverno/kyverno-json
logo: ./kyverno-json-logo.svg
crunchbase:
unnamed_organization: true
homepage_url: https://kyverno.github.io/kyverno-json/latest/
- item:
name: Stacklock Minder
description: Software Supply Chain Security Platform
repo_url: https://github.com/stacklok/minder
logo: ./stacklock.svg
crunchbase:
unnamed_organization: true
homepage_url: https://stacklok.com/minder