diff --git a/README.md b/README.md
index 80e0287402..4bcee7cc27 100644
--- a/README.md
+++ b/README.md
@@ -51,22 +51,22 @@ Flyte is an **open-source orchestrator** that facilitates building production-gr
---
-## Features
+## Features
We ship new features, bug fixes and performance improvements regularly. Read our [release notes](https://github.com/flyteorg/flyte/releases) to stay updated.
π **Strongly typed interfaces**: Validate your data at every step of the workflow by defining data guardrails using Flyte types.
π **Any language**: Write code in any language using raw containers, or choose [Python](https://github.com/flyteorg/flytekit), [Java](https://github.com/flyteorg/flytekit-java), [Scala](https://github.com/flyteorg/flytekit-java) or [JavaScript](https://github.com/NotMatthewGriffin/pterodactyl) SDKs to develop your Flyte workflows.
-π **Map tasks**: Achieve parallel code execution with minimal configuration using [map tasks](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/control_flow/map_task.html).
-π **Dynamic workflows**: [Build flexible and adaptable workflows](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/control_flow/dynamics.html) that can change and evolve as needed, making it easier to respond to changing requirements.
-π³ **Branching**: [Selectively execute branches](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/control_flow/conditions.html) of your workflow based on static or dynamic data produced by other tasks or input data.
-π **FlyteFile & FlyteDirectory**: Transfer [files](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/basics/files.html) and [directories](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/basics/folders.html) between local and cloud storage.
-ποΈ **Structured dataset**: Convert dataframes between types and enforce column-level type checking using the abstract 2D representation provided by [Structured Dataset](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/type_system/structured_dataset.html).
+π **Map tasks**: Achieve parallel code execution with minimal configuration using [map tasks](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/advanced_composition/map_task.html).
+π **Dynamic workflows**: [Build flexible and adaptable workflows](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/advanced_composition/dynamics.html) that can change and evolve as needed, making it easier to respond to changing requirements.
+π³ **Branching**: [Selectively execute branches](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/advanced_composition/conditions.html) of your workflow based on static or dynamic data produced by other tasks or input data.
+π **FlyteFile & FlyteDirectory**: Transfer [files](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/advanced_composition/files.html) and [directories](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/advanced_composition/folders.html) between local and cloud storage.
+ποΈ **Structured dataset**: Convert dataframes between types and enforce column-level type checking using the abstract 2D representation provided by [Structured Dataset](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/data_types_and_io/structured_dataset.html).
π‘οΈ **Recover from failures**: Recover only the failed tasks.
π **Rerun a single task**: Rerun workflows at the most granular level without modifying the previous state of a data/ML workflow.
π¦ **Versioned workflows**: Reproduce results and roll back to a previous workflow version any time.
π **Cache outputs**: Cache task outputs by passing `cache=True` to the task decorator.
-π© **Intra-task checkpointing**: [Checkpoint progress](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/control_flow/checkpoint.html) within a task execution.
+π© **Intra-task checkpointing**: [Checkpoint progress](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/advanced_composition/checkpoint.html) within a task execution.
π **Multi-tenancy**: Multiple users can share the same platform while maintaining their own distinct data and configurations.
β° **Timeout**: Define a timeout period, after which the task is marked as failure.
π **Immutability**: Immutable executions help ensure reproducibility by preventing any changes to the state of an execution.
@@ -75,14 +75,14 @@ We ship new features, bug fixes and performance improvements regularly. Read our
π **Dev to prod**: As simple as changing your [domain](https://docs.flyte.org/en/latest/concepts/domains.html) from development or staging to production.
πΈ **Spot or preemptible instances**: Schedule your workflows on spot instances by setting `interruptible` to `True` in the task decorator.
βοΈ **Cloud-native deployment**: Deploy Flyte on AWS, GCP, Azure and other cloud services.
-π
**Scheduling**: [Schedule](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/basics/lp_schedules.html) your data and ML workflows to run at a specific time.
-π’ **Notifications**: Stay informed about changes to your workflow's state by configuring [notifications](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/deployment/lp_notifications.html) through Slack, PagerDuty or email.
+π
**Scheduling**: [Schedule](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/productionizing/lp_schedules.html) your data and ML workflows to run at a specific time.
+π’ **Notifications**: Stay informed about changes to your workflow's state by configuring [notifications](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/productionizing/lp_notifications.html) through Slack, PagerDuty or email.
βοΈ **Timeline view**: Evaluate the duration of each of your Flyte tasks and identify potential bottlenecks.
π¨ **GPU acceleration**: Enable and control your tasksβ GPU demands by requesting resources in the task decorator.
π³ **Dependency isolation via containers**: Maintain separate sets of dependencies for your tasks so no dependency conflicts arise.
-π **Parallelism**: Flyte tasks are inherently parallel to optimize resource consumption and improve performance.
+π **Parallelism**: Flyte tasks are inherently parallel to optimize resource consumption and improve performance.
πΎ **Allocate resources dynamically** at the task level.
-β―οΈ [Wait](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/control_flow/waiting_for_external_inputs.html) for **external inputs** before proceeding with the execution.
+β―οΈ [Wait](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/advanced_composition/waiting_for_external_inputs.html) for **external inputs** before proceeding with the execution.
## Quick start
@@ -90,11 +90,11 @@ If you want to try out Flyte, the easiest way to get started is by using the Fly
However, if you prefer to install Flyte locally and run a workflow, our [getting started guide](https://docs.flyte.org/projects/cookbook/en/latest/index.html) is the best place to start. It provides step-by-step instructions on how to install Flyte locally and run your first workflow.
-> If you're unsure what a Flyte [task](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/basics/task.html) and [workflow](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/basics/basic_workflow.html) are, be sure to check out our guides on both!
+> If you're unsure what a Flyte [task](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/basics/task.html) and [workflow](https://docs.flyte.org/projects/cookbook/en/latest/auto_examples/basics/workflow.html) are, be sure to check out our guides on both!
### Deploy Flyte to production
-The [deployment guide](https://docs.flyte.org/en/latest/deployment/index.html) provides useful information on how to self-host and manage Flyte.
+The [deployment guide](https://docs.flyte.org/en/latest/deployment/index.html) provides useful information on how to self-host and manage Flyte.
## Adopters
@@ -118,19 +118,20 @@ Stay up to date with the latest project roadmap by checking out our live [roadma
There are many ways to get involved in Flyte, including:
-* Submitting [bugs](https://github.com/flyteorg/flyte/issues/new?assignees=&labels=bug%2Cuntriaged&template=bug_report.yaml&title=%5BBUG%5D+) and [feature requests](https://github.com/flyteorg/flyte/issues/new?assignees=&labels=enhancement%2Cuntriaged&template=feature_request.yaml&title=%5BCore+feature%5D+) for various components.
-* Reviewing [the documentation](https://docs.flyte.org/en/latest/) and submitting [pull requests](https://github.com/flyteorg/flytesnacks) for anything from fixing typos to adding new content.
-* Speaking or writing about Flyte or any other ecosystem integration and [letting us know](https://flyte-org.slack.com/archives/C02JMT8KTEE)!
-* Taking on a [`help wanted`](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22+) or [`good-first-issue`](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22) and following the [CONTRIBUTING](https://docs.flyte.org/en/latest/community/contribute.html#contribute-flyte) guide to submit changes to the codebase.
-* Upvoting [popular feature requests](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3Aenhancement+sort%3Areactions-%2B1-desc) to show your support.
+- Submitting [bugs](https://github.com/flyteorg/flyte/issues/new?assignees=&labels=bug%2Cuntriaged&template=bug_report.yaml&title=%5BBUG%5D+) and [feature requests](https://github.com/flyteorg/flyte/issues/new?assignees=&labels=enhancement%2Cuntriaged&template=feature_request.yaml&title=%5BCore+feature%5D+) for various components.
+- Reviewing [the documentation](https://docs.flyte.org/en/latest/) and submitting [pull requests](https://github.com/flyteorg/flytesnacks) for anything from fixing typos to adding new content.
+- Speaking or writing about Flyte or any other ecosystem integration and [letting us know](https://flyte-org.slack.com/archives/C02JMT8KTEE)!
+- Taking on a [`help wanted`](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3A%22help+wanted%22+) or [`good-first-issue`](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3A%22good+first+issue%22) and following the [CONTRIBUTING](https://docs.flyte.org/en/latest/community/contribute.html) guide to submit changes to the codebase.
+- Upvoting [popular feature requests](https://github.com/flyteorg/flyte/issues?q=is%3Aopen+is%3Aissue+label%3Aenhancement+sort%3Areactions-%2B1-desc) to show your support.
### We β€οΈ our contributors
+
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ather)[![23107192](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/23107192?v=4&w=50&h=50&mask=circle)](https://github.com/YmirKhang)[![121866694](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/121866694?v=4&w=50&h=50&mask=circle)](https://github.com/franco-bocci)[![7358951](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/7358951?v=4&w=50&h=50&mask=circle)](https://github.com/frsann)[![33652917](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/33652917?v=4&w=50&h=50&mask=circle)](https://github.com/hfurkanvural)[![6984748](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/6984748?v=4&w=50&h=50&mask=circle)](https://github.com/jbrambleDC)[![488594](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/488594?v=4&w=50&h=50&mask=circle)](https://github.com/jcugat)[![20173739](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/20173739?v=4&w=50&h=50&mask=circle)](https://github.com/madhur-tandon)[![34498039](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/34498039?v=4&w=50&h=50&mask=circle)](https://github.com/matheusMoreno)[![19853373](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/19853373?v=4&w=50&h=50&mask=circle)](https://github.com/NotMatthewGriffin)[![10376195](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/10376195?v=4&w=50&h=50&mask=circle)](https://github.com/myz540)[![125105](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/125105?v=4&w=50&h=50&mask=circle)](https://github.com/tekumara)[![1153481](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/1153481?v=4&w=50&h=50&mask=circle)](https://github.com/ppiegaze)[![37170063](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/37170063?v=4&w=50&h=50&mask=circle)](https://github.com/Qiwen-Yu)[![2614101](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/2614101?v=4&w=50&h=50&mask=circle)](https://github.com/RobinKa)[![4308533](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/4308533?v=4&w=50&h=50&mask=circle)](https://github.com/rubenbarragan)[![10201242](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/10201242?v=4&w=50&h=50&mask=circle)](https://github.com/sugatoray)[![11269256](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/11269256?v=4&w=50&h=50&mask=circle)](https://github.com/sushrut111)[![61228633](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/61228633?v=4&w=50&h=50&mask=circle)](https://github.com/Tat-V)[![13070236](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/13070236?v=4&w=50&h=50&mask=circle)](https://github.com/TeoZosa)[![8817639](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/8817639?v=4&w=50&h=50&mask=circle)](https://github.com/ThomVett)[![17309187](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/17309187?v=4&w=50&h=50&mask=circle)](https://github.com/datability-io)[![26834658](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/26834658?v=4&w=50&h=50&mask=circle)](https://github.com/techytushar)[![5092599](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/5092599?v=4&w=50&h=50&mask=circle)](https://github.com/vchowdhary)[![57967031](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/57967031?v=4&w=50&h=50&mask=circle)](https://github.com/varshaparthay)[![67166843](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/67166843?v=4&w=50&h=50&mask=circle)](https://github.com/vvasavada-fn)[![1778407](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/1778407?v=4&w=50&h=50&mask=circle)](https://github.com/ybubnov)[![51814063](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/51814063?v=4&w=50&h=50&mask=circle)](https://github.com/Yicheng-Lu-llll)[![3741621](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/3741621?v=4&w=50&h=50&mask=circle)](https://github.com/palchicz)[![12450632](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/12450632?v=4&w=50&h=50&mask=circle)](https://github.com/ajsalow)[![35151789](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/35151789?v=4&w=50&h=50&mask=circle)](https://github.com/ggydush)[![13331724](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/13331724?v=4&w=50&h=50&mask=circle)](https://github.com/martinlyra)[![119345186](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/119345186?v=4&w=50&h=50&mask=circle)](https://github.com/mcloney-ddm)[![1521126](https://images.weserv.nl/?url=https://avatars.githubusercontent.com/u/1521126?v=4&w=50&h=50&mask=circle)](https://github.com/pbrogan12)[![73247359](https://images.weserv.nl/?url=https://avatars.githubusercontent.c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-
+
## License
-Flyte is available under the Apache License 2.0. Use it wisely.
+Flyte is available under the Apache License 2.0. Use it wisely.