From f1beeb0a265a0048815aab4830c0f86bbefa9535 Mon Sep 17 00:00:00 2001 From: avelichk Date: Tue, 14 Sep 2021 22:38:42 +0100 Subject: [PATCH 01/14] Add init changes for README --- README.md | 118 +++++++++++++++++++++++------------------------------- 1 file changed, 51 insertions(+), 67 deletions(-) diff --git a/README.md b/README.md index a1494d001c7..1a3e592803d 100644 --- a/README.md +++ b/README.md @@ -20,90 +20,74 @@ It can tune hyperparameters of applications written in any language of the users’ choice and natively supports many ML frameworks, such as TensorFlow, MXNet, PyTorch, XGBoost, and others. -## Getting Started - -Follow the -[getting-started guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/) -on the Kubeflow website. - -## Name +Katib can perform training jobs using any Kubernetes +[Custom Resources](https://www.kubeflow.org/docs/components/katib/trial-template/) +with out of the box support for [Kubeflow Training Operators](https://github.com/kubeflow/tf-operator), +[Argo Workflows](https://github.com/argoproj/argo-workflows), [Tekton Pipelines](https://github.com/tektoncd/pipeline) +and many more. Katib stands for `secretary` in Arabic. -## Concepts in Katib - -For a detailed description of the concepts in Katib and AutoML, check the -[Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/overview/). - -Katib has the concepts of `Experiment`, `Suggestion`, `Trial` and `Worker Job`. - -### Experiment - -An `Experiment` represents a single optimization run over a feasible space. -Each `Experiment` contains a configuration: - -1. **Objective**: What you want to optimize. -2. **Search Space**: Constraints for configurations describing the feasible space. -3. **Search Algorithm**: How to find the optimal configurations. - -Katib `Experiment` is defined as a CRD. Check the detailed guide to -[configuring and running a Katib `Experiment`](https://kubeflow.org/docs/components/katib/experiment/) -in the Kubeflow docs. - -### Suggestion - -A `Suggestion` is a set of hyperparameter values that the hyperparameter tuning -process has proposed. Katib creates a `Trial` to evaluate -the suggested set of values. - -Katib `Suggestion` is defined as a CRD. +# Installation -### Trial +## Prerequisites -A `Trial` is one iteration of the hyperparameter tuning process. -A `Trial` corresponds to one worker job instance with a list of parameter -assignments. The list of parameter assignments corresponds to a `Suggestion`. +- Kubernetes >= 1.17 +- `kubectl` >= 1.21 -Each `Experiment` runs several `Trials`. The `Experiment` runs the `Trials` until -it reaches either the objective or the configured maximum number of `Trials`. +## Latest Version -Katib `Trial` is defined as a CRD. +Install Katib with the single command: -### Worker Job - -The `Worker Job` is the process that runs to evaluate a `Trial` and calculate -its objective value. - -The `Worker Job` can be any type of Kubernetes resource or -[Kubernetes CRD](https://kubernetes.io/docs/concepts/extend-kubernetes/api-extension/custom-resources/). -Follow the [`Trial` template guide](https://www.kubeflow.org/docs/components/katib/trial-template/#custom-resource) -to support your own Kubernetes resource in Katib. - -Katib has these CRD examples in upstream: - -- [Kubernetes `Job`](https://kubernetes.io/docs/concepts/workloads/controllers/job/) - -- [Kubeflow `TFJob`](https://www.kubeflow.org/docs/components/training/tftraining/) - -- [Kubeflow `PyTorchJob`](https://www.kubeflow.org/docs/components/training/pytorch/) - -- [Kubeflow `MPIJob`](https://www.kubeflow.org/docs/components/training/mpi/) +``` +kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standalone?ref=master" +``` -- [Kubeflow `XGBoostJob`](https://github.com/kubeflow/xgboost-operator) +## Release Version -- [Tekton `Pipelines`](./examples/v1beta1/tekton) +For the specific release (for example `v0.11.0`) run this command: -- [Argo `Workflows`](./examples/v1beta1/argo) +``` +kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standalone?ref=v0.11.0" +``` -Thus, Katib supports multiple frameworks with the help of different job kinds. +Learn more about various Katib installs in the +[Kubeflow guides](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-setup) -### Search Algorithms +# Search Algorithms Katib currently supports several search algorithms. Follow the [Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/experiment/#search-algorithms-in-detail) to know more about each algorithm. -#### Hyperparameter Tuning + + + + + + + + + + + + + +
+ Hyperparameter Tuning + + Neural Architecture Search + + Early Stopping +
+ Random Search + + ENAS + + MedianStop +
+ +## Hyperparameter Tuning - [Random Search](https://en.wikipedia.org/wiki/Hyperparameter_optimization#Random_search) - [Tree of Parzen Estimators (TPE)](https://papers.nips.cc/paper/4443-algorithms-for-hyper-parameter-optimization.pdf) @@ -114,7 +98,7 @@ to know more about each algorithm. - [Covariance Matrix Adaptation Evolution Strategy (CMA-ES)](https://arxiv.org/abs/1604.00772) - [Sobol's Quasirandom Sequence](https://dl.acm.org/doi/10.1145/641876.641879) -#### Neural Architecture Search +## Neural Architecture Search - [Efficient Neural Architecture Search (ENAS)](https://github.com/kubeflow/katib/tree/master/pkg/suggestion/v1beta1/nas/enas) - [Differentiable Architecture Search (DARTS)](https://github.com/kubeflow/katib/tree/master/pkg/suggestion/v1beta1/nas/darts) From 12b9b25eb90a1a59604d463e516ee97219266add Mon Sep 17 00:00:00 2001 From: avelichk Date: Tue, 14 Sep 2021 22:46:36 +0100 Subject: [PATCH 02/14] Add Algorithms --- README.md | 29 ++++++++++++++++++++++++----- 1 file changed, 24 insertions(+), 5 deletions(-) diff --git a/README.md b/README.md index 1a3e592803d..c4a6845f763 100644 --- a/README.md +++ b/README.md @@ -17,8 +17,9 @@ Katib supports Katib is the project which is agnostic to machine learning (ML) frameworks. It can tune hyperparameters of applications written in any language of the -users’ choice and natively supports many ML frameworks, such as TensorFlow, -MXNet, PyTorch, XGBoost, and others. +users’ choice and natively supports many ML frameworks, such as +[TensorFlow](https://www.tensorflow.org/), [Apache MXNet](https://mxnet.apache.org/), +[PyTorch](https://pytorch.org/), [XGBoost](https://xgboost.readthedocs.io/en/latest/), and others. Katib can perform training jobs using any Kubernetes [Custom Resources](https://www.kubeflow.org/docs/components/katib/trial-template/) @@ -75,13 +76,31 @@ to know more about each algorithm. - Random Search + Random Search - ENAS + ENAS - MedianStop + Median Stop + + + + + Grid Search + + + DARTS + + + + + Bayesian Optimization + + + + + TPE From 91de9597e5c42bf95acc9955fd9d66ebc5c682ec Mon Sep 17 00:00:00 2001 From: avelichk Date: Tue, 14 Sep 2021 22:52:17 +0100 Subject: [PATCH 03/14] Add rows --- README.md | 10 ++++++++++ 1 file changed, 10 insertions(+) diff --git a/README.md b/README.md index c4a6845f763..5ad3e3ea38c 100644 --- a/README.md +++ b/README.md @@ -92,16 +92,26 @@ to know more about each algorithm. DARTS + + Bayesian Optimization + + + + TPE + + + + From ce988e21405388e2d91f1475fd57fb40b5743d57 Mon Sep 17 00:00:00 2001 From: avelichk Date: Wed, 15 Sep 2021 20:36:31 +0100 Subject: [PATCH 04/14] Finish README --- README.md | 260 ++++++++++----------------------------- docs/images/katib-ui.png | Bin 346599 -> 0 bytes 2 files changed, 63 insertions(+), 197 deletions(-) delete mode 100644 docs/images/katib-ui.png diff --git a/README.md b/README.md index 5ad3e3ea38c..0ead77dc0b4 100644 --- a/README.md +++ b/README.md @@ -57,7 +57,7 @@ Learn more about various Katib installs in the # Search Algorithms -Katib currently supports several search algorithms. Follow the +Katib supports several search algorithms. Follow the [Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/experiment/#search-algorithms-in-detail) to know more about each algorithm. @@ -79,25 +79,25 @@ to know more about each algorithm. Random Search - ENAS + ENAS - Median Stop + Median Stop - Grid Search + Grid Search - DARTS + DARTS - Bayesian Optimization + Bayesian Optimization @@ -106,7 +106,43 @@ to know more about each algorithm. - TPE + TPE + + + + + + + + + Multivariate TPE + + + + + + + + + CMA-ES + + + + + + + + + Sobol's Quasirandom Sequence + + + + + + + + + HyperBand @@ -116,196 +152,30 @@ to know more about each algorithm. -## Hyperparameter Tuning - -- [Random Search](https://en.wikipedia.org/wiki/Hyperparameter_optimization#Random_search) -- [Tree of Parzen Estimators (TPE)](https://papers.nips.cc/paper/4443-algorithms-for-hyper-parameter-optimization.pdf) -- [Multivariate TPE](https://tech.preferred.jp/en/blog/multivariate-tpe-makes-optuna-even-more-powerful/) -- [Grid Search](https://en.wikipedia.org/wiki/Hyperparameter_optimization#Grid_search) -- [Hyperband](https://arxiv.org/pdf/1603.06560.pdf) -- [Bayesian Optimization](https://arxiv.org/pdf/1012.2599.pdf) -- [Covariance Matrix Adaptation Evolution Strategy (CMA-ES)](https://arxiv.org/abs/1604.00772) -- [Sobol's Quasirandom Sequence](https://dl.acm.org/doi/10.1145/641876.641879) - -## Neural Architecture Search - -- [Efficient Neural Architecture Search (ENAS)](https://github.com/kubeflow/katib/tree/master/pkg/suggestion/v1beta1/nas/enas) -- [Differentiable Architecture Search (DARTS)](https://github.com/kubeflow/katib/tree/master/pkg/suggestion/v1beta1/nas/darts) - -## Components in Katib - -Katib consists of several components as shown below. Each component is running -on Kubernetes as a deployment. Each component communicates with others via GRPC -and the API is defined at `pkg/apis/manager/v1beta1/api.proto`. - -- Katib main components: - - `katib-db-manager` - the GRPC API server of Katib which is the DB Interface. - - `katib-mysql` - the data storage backend of Katib using mysql. - - `katib-ui` - the user interface of Katib. - - `katib-controller` - the controller for the Katib CRDs in Kubernetes. - -## Web UI - -Katib provides a Web UI. -During 1.3 we've worked on a new iteration of the UI, which is rewritten in -Angular and is utilizing the common code of the other Kubeflow [dashboards](https://github.com/kubeflow/kubeflow/tree/master/components/crud-web-apps). - -The users are currently able to list, delete and create Experiments in their -cluster via this new UI as well as inspect the owned Trials. One important -missing functionalities are the ability to edit the Trial templates ConfigMaps -and view Neural Architecture Search models. Check [this Project](https://github.com/kubeflow/katib/projects/1) -to monitor the current progress. - -![katibui](./docs/images/katib-ui.png) - -To use the old Katib UI you can update the Katib image `newName` with the previous -image tag `docker.io/kubeflowkatib/katib-ui:v0.11.1` in the [Kustomize](./manifests/v1beta1/installs/katib-standalone/kustomization.yaml#L29) -manifests. - -## GRPC API documentation - -Check the [Katib v1beta1 API reference docs](https://www.kubeflow.org/docs/reference/katib/v1beta1/katib/). - -## Installation - -For standard installation of Katib with support for all job operators, -install Kubeflow. -Follow the documentation: - -- [Kubeflow installation guide](https://www.kubeflow.org/docs/started/getting-started/) -- [Kubeflow Katib guides](https://www.kubeflow.org/docs/components/katib/). - -If you install Katib with other Kubeflow components, -you can't submit Katib jobs in Kubeflow namespace. Check the -[Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/hyperparameter/#example-using-random-algorithm) -to know more about it. - -Alternatively, if you want to install Katib manually with TF and PyTorch -operators support, follow these steps: - -Create Kubeflow namespace: - -``` -kubectl create namespace kubeflow -``` - -Clone Kubeflow manifest repository: - -``` -git clone -b v1.2-branch git@github.com:kubeflow/manifests.git -Set `MANIFESTS_DIR` to the cloned folder. -export MANIFESTS_DIR= -``` - -### TF operator - -For installing TF operator, run the following: - -``` -cd "${MANIFESTS_DIR}/tf-training/tf-job-crds/base" -kustomize build . | kubectl apply -f - -cd "${MANIFESTS_DIR}/tf-training/tf-job-operator/base" -kustomize build . | kubectl apply -f - -``` +Follow [this guide](/docs/new-algorithm-service.md) to implement your custom algorithm +service in Katib. -### PyTorch operator +# Documentation -For installing PyTorch operator, run the following: +Run your first Katib Experiment in the +[getting started guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#example-using-random-algorithm). -``` -cd "${MANIFESTS_DIR}/pytorch-job/pytorch-job-crds/base" -kustomize build . | kubectl apply -f - -cd "${MANIFESTS_DIR}/pytorch-job/pytorch-operator/base/" -kustomize build . | kubectl apply -f - -``` +Learn about Katib concepts in the +[Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/overview/#katib-concepts). -### Katib +Know more about various Katib interfaces in the +[introduction guide](https://www.kubeflow.org/docs/components/katib/overview/#katib-interfaces). -Note that your [kustomize](https://kustomize.io/) version should be >= 3.2. -To install Katib run: - -``` -git clone git@github.com:kubeflow/katib.git -make deploy -``` - -Check if all components are running successfully: - -``` -kubectl get pods -n kubeflow -``` - -Expected output: - -``` -NAME READY STATUS RESTARTS AGE -katib-controller-858d6cc48c-df9jc 1/1 Running 1 20m -katib-db-manager-7966fbdf9b-w2tn8 1/1 Running 0 20m -katib-mysql-7f8bc6956f-898f9 1/1 Running 0 20m -katib-ui-7cf9f967bf-nm72p 1/1 Running 0 20m -pytorch-operator-55f966b548-9gq9v 1/1 Running 0 20m -tf-job-operator-796b4747d8-4fh82 1/1 Running 0 21m -``` - -### Running examples - -After deploy everything, you can run examples to verify the installation. - -This is an example for TF operator: - -``` -kubectl create -f https://raw.githubusercontent.com/kubeflow/katib/master/examples/v1beta1/tfjob-example.yaml -``` - -This is an example for PyTorch operator: - -``` -kubectl create -f https://raw.githubusercontent.com/kubeflow/katib/master/examples/v1beta1/pytorchjob-example.yaml -``` +TODO (andreyvelich): Add Katib components section from the website. -Check the -[Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/hyperparameter/#example-using-random-algorithm) -how to monitor your `Experiment` status. +Learn more about Katib in the [presentations and demos list](./docs/presentations.md). -You can view your results in Katib UI. -If you used standard installation, access the Katib UI via Kubeflow dashboard. -Otherwise, port-forward the `katib-ui`: - -``` -kubectl -n kubeflow port-forward svc/katib-ui 8080:80 -``` - -You can access the Katib UI using this URL: `http://localhost:8080/katib/`. - -### Katib SDK - -Katib supports Python SDK: - -- Check the [Katib v1beta1 SDK documentation](https://github.com/kubeflow/katib/tree/master/sdk/python/v1beta1). - -Run `make generate` to update Katib SDK. - -### Cleanups - -To delete installed TF and PyTorch operator run `kubectl delete -f` -on the respective folders. - -To delete Katib run `make undeploy`. - -## Quick Start - -Please follow the -[Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/hyperparameter/#examples) -to submit your first Katib experiment. - -## Community +# Community We are always growing our community and invite new users and AutoML enthusiasts to contribute to the Katib project. The following links provide information about getting involved in the community: -- If you use Katib, please update [the adopters list](ADOPTERS.md). - - Subscribe [to the calendar](https://calendar.google.com/calendar/u/0/r?cid=ZDQ5bnNpZWZzbmZna2Y5MW8wdThoMmpoazRAZ3JvdXAuY2FsZW5kYXIuZ29vZ2xlLmNvbQ) to attend the AutoML WG community meeting. @@ -313,27 +183,23 @@ about getting involved in the community: - Check [the AutoML WG meeting notes](https://docs.google.com/document/d/1MChKfzrKAeFRtYqypFbMXL6ZIc_OgijjkvbqmwRV-64/edit). -- Join - [the AutoML WG Slack channel](https://kubeflow.slack.com/archives/C018PMV53NW). +- If you use Katib, please update [the adopters list](ADOPTERS.md). -- Learn more about Katib in - [the presentations and demos list](./docs/presentations.md). +## Contributing + +Please feel free to test the system! +[developer-guide.md](./docs/developer-guide.md) is a good starting point +for developers. -### Blog posts +## Blog posts - [Kubeflow Katib: Scalable, Portable and Cloud Native System for AutoML](https://blog.kubeflow.org/katib/) (by Andrey Velichkevich) -### Events +## Events - [AutoML and Training WG Summit. 16th of July 2021](https://docs.google.com/document/d/1vGluSPHmAqEr8k9Dmm82RcQ-MVnqbYYSfnjMGB-aPuo/edit?usp=sharing) -## Contributing - -Please feel free to test the system! 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FVdQ&MBb@073400ssI2 From e59785330bc586e6b7ab0c74b97c8e53936b3630 Mon Sep 17 00:00:00 2001 From: avelichk Date: Wed, 15 Sep 2021 20:41:05 +0100 Subject: [PATCH 05/14] Add algorithms first --- README.md | 52 ++++++++++++++++++++++++++-------------------------- 1 file changed, 26 insertions(+), 26 deletions(-) diff --git a/README.md b/README.md index 0ead77dc0b4..6216d3ffc9a 100644 --- a/README.md +++ b/README.md @@ -29,32 +29,6 @@ and many more. Katib stands for `secretary` in Arabic. -# Installation - -## Prerequisites - -- Kubernetes >= 1.17 -- `kubectl` >= 1.21 - -## Latest Version - -Install Katib with the single command: - -``` -kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standalone?ref=master" -``` - -## Release Version - -For the specific release (for example `v0.11.0`) run this command: - -``` -kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standalone?ref=v0.11.0" -``` - -Learn more about various Katib installs in the -[Kubeflow guides](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-setup) - # Search Algorithms Katib supports several search algorithms. Follow the @@ -155,6 +129,32 @@ to know more about each algorithm. Follow [this guide](/docs/new-algorithm-service.md) to implement your custom algorithm service in Katib. +# Installation + +## Prerequisites + +- Kubernetes >= 1.17 +- `kubectl` >= 1.21 + +## Latest Version + +For the latest Katib version run this command: + +``` +kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standalone?ref=master" +``` + +## Release Version + +For the specific Katib release (for example `v0.11.0`) run this command: + +``` +kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standalone?ref=v0.11.0" +``` + +Learn more about various Katib installs in the +[Kubeflow guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-setup). + # Documentation Run your first Katib Experiment in the From cfe616ad69a4b1d1cb525952e6e0b68ff1df118b Mon Sep 17 00:00:00 2001 From: avelichk Date: Wed, 15 Sep 2021 20:50:03 +0100 Subject: [PATCH 06/14] Fix install link --- README.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index 6216d3ffc9a..11eb4923dd8 100644 --- a/README.md +++ b/README.md @@ -141,7 +141,7 @@ service in Katib. For the latest Katib version run this command: ``` -kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standalone?ref=master" +kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib-standalone?ref=master" ``` ## Release Version @@ -149,7 +149,7 @@ kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standal For the specific Katib release (for example `v0.11.0`) run this command: ``` -kubectl apply -k "github.com/kubeflow/katib.git/manifests/installs/katib-standalone?ref=v0.11.0" +kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib-standalone?ref=v0.11.0" ``` Learn more about various Katib installs in the From 7a5fe9d437224a1bfad87ba5e14862abd026e6b6 Mon Sep 17 00:00:00 2001 From: avelichk Date: Wed, 15 Sep 2021 21:42:06 +0100 Subject: [PATCH 07/14] Add check pod command --- README.md | 35 +++++++++++++++++++++++++---------- 1 file changed, 25 insertions(+), 10 deletions(-) diff --git a/README.md b/README.md index 11eb4923dd8..d40fbc33c1e 100644 --- a/README.md +++ b/README.md @@ -146,29 +146,44 @@ kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib ## Release Version -For the specific Katib release (for example `v0.11.0`) run this command: +For the specific Katib release (for example `v0.11.1`) run this command: ``` -kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib-standalone?ref=v0.11.0" +kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib-standalone?ref=v0.11.1" ``` Learn more about various Katib installs in the [Kubeflow guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-setup). +Make sure that all Katib components are running: + +``` +$ kubectl get pods -n kubeflow + +NAME READY STATUS RESTARTS AGE +katib-cert-generator-rw95w 0/1 Completed 0 35s +katib-controller-566595bdd8-hbxgf 1/1 Running 0 36s +katib-db-manager-57cd769cdb-4g99m 1/1 Running 0 36s +katib-mysql-7894994f88-5d4s5 1/1 Running 0 36s +katib-ui-5767cfccdc-pwg2x 1/1 Running 0 36s +``` + +For the Katib Experiments check the [complete examples list](examples). + # Documentation -Run your first Katib Experiment in the -[getting started guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#example-using-random-algorithm). +- Run your first Katib Experiment in the + [getting started guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#example-using-random-algorithm). -Learn about Katib concepts in the -[Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/overview/#katib-concepts). +- Learn about Katib concepts in the + [Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/overview/#katib-concepts). -Know more about various Katib interfaces in the -[introduction guide](https://www.kubeflow.org/docs/components/katib/overview/#katib-interfaces). +- Know more about various Katib interfaces in the + [introduction guide](https://www.kubeflow.org/docs/components/katib/overview/#katib-interfaces). -TODO (andreyvelich): Add Katib components section from the website. +- TODO (andreyvelich): Add Katib components section from the website. -Learn more about Katib in the [presentations and demos list](./docs/presentations.md). +- Learn more about Katib in the [presentations and demos list](./docs/presentations.md). # Community From 1dd8dcc49791fb9c1e29f22d5b0f8625c12015c6 Mon Sep 17 00:00:00 2001 From: avelichk Date: Wed, 15 Sep 2021 21:52:52 +0100 Subject: [PATCH 08/14] Change list --- README.md | 17 +++++++++-------- 1 file changed, 9 insertions(+), 8 deletions(-) diff --git a/README.md b/README.md index d40fbc33c1e..a37b0968a8b 100644 --- a/README.md +++ b/README.md @@ -133,6 +133,8 @@ service in Katib. ## Prerequisites +This is the minimal requirements to install Katib: + - Kubernetes >= 1.17 - `kubectl` >= 1.21 @@ -191,20 +193,19 @@ We are always growing our community and invite new users and AutoML enthusiasts to contribute to the Katib project. The following links provide information about getting involved in the community: -- Subscribe - [to the calendar](https://calendar.google.com/calendar/u/0/r?cid=ZDQ5bnNpZWZzbmZna2Y5MW8wdThoMmpoazRAZ3JvdXAuY2FsZW5kYXIuZ29vZ2xlLmNvbQ) - to attend the AutoML WG community meeting. +- Subscribe to the + [AutoML calendar](https://calendar.google.com/calendar/u/0/r?cid=ZDQ5bnNpZWZzbmZna2Y5MW8wdThoMmpoazRAZ3JvdXAuY2FsZW5kYXIuZ29vZ2xlLmNvbQ) + to attend Working Group bi-weekly community meetings. -- Check - [the AutoML WG meeting notes](https://docs.google.com/document/d/1MChKfzrKAeFRtYqypFbMXL6ZIc_OgijjkvbqmwRV-64/edit). +- Check the + [AutoML and Training Working Group meeting notes](https://docs.google.com/document/d/1MChKfzrKAeFRtYqypFbMXL6ZIc_OgijjkvbqmwRV-64/edit). - If you use Katib, please update [the adopters list](ADOPTERS.md). ## Contributing -Please feel free to test the system! -[developer-guide.md](./docs/developer-guide.md) is a good starting point -for developers. +Please feel free to test the system! [Developer guide](./docs/developer-guide.md) +is a good starting point for our developers. ## Blog posts From 554342e50eda1495e1c45e1a1f78fad0a0369b8a Mon Sep 17 00:00:00 2001 From: avelichk Date: Thu, 16 Sep 2021 18:41:47 +0100 Subject: [PATCH 09/14] Move install link --- README.md | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/README.md b/README.md index a37b0968a8b..8ff98466aff 100644 --- a/README.md +++ b/README.md @@ -131,6 +131,10 @@ service in Katib. # Installation +For the various Katib installs check the +[Kubeflow guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-setup). +Follow the next steps to install Katib standalone. + ## Prerequisites This is the minimal requirements to install Katib: @@ -154,9 +158,6 @@ For the specific Katib release (for example `v0.11.1`) run this command: kubectl apply -k "github.com/kubeflow/katib.git/manifests/v1beta1/installs/katib-standalone?ref=v0.11.1" ``` -Learn more about various Katib installs in the -[Kubeflow guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-setup). - Make sure that all Katib components are running: ``` From abad27a38b33b694ae17f7488b099974ca8cb26a Mon Sep 17 00:00:00 2001 From: avelichk Date: Tue, 21 Sep 2021 15:22:50 +0100 Subject: [PATCH 10/14] Add supported frameworks table --- README.md | 44 ++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 40 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 8ff98466aff..5192c82047e 100644 --- a/README.md +++ b/README.md @@ -29,11 +29,13 @@ and many more. Katib stands for `secretary` in Arabic. -# Search Algorithms +# Search Algorithms and Frameworks Katib supports several search algorithms. Follow the [Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/experiment/#search-algorithms-in-detail) -to know more about each algorithm. +to know more about each algorithm and check the +[Suggestion service guide](/docs/new-algorithm-service.md) to implement your +custom algorithm. @@ -126,8 +128,42 @@ to know more about each algorithm.
-Follow [this guide](/docs/new-algorithm-service.md) to implement your custom algorithm -service in Katib. +To perform above algorithms Katib supports the following frameworks. + + + + + + + + + + + + + + + + + + + + + + +
+ Framework Name +
+ Chocolate +
+ Goptuna +
+ Hyperopt +
+ Optuna +
+ Scikit Optimize +
# Installation From 056e1ebc7e5fb7d50dd92440472e8dc4981b56a5 Mon Sep 17 00:00:00 2001 From: avelichk Date: Tue, 21 Sep 2021 15:23:31 +0100 Subject: [PATCH 11/14] Remove header --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 5192c82047e..a236d0c0eb5 100644 --- a/README.md +++ b/README.md @@ -29,7 +29,7 @@ and many more. Katib stands for `secretary` in Arabic. -# Search Algorithms and Frameworks +# Search Algorithms Katib supports several search algorithms. Follow the [Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/experiment/#search-algorithms-in-detail) From 94820681d1edfe534ad9a755b180467175ee6973 Mon Sep 17 00:00:00 2001 From: avelichk Date: Tue, 21 Sep 2021 15:45:57 +0100 Subject: [PATCH 12/14] Change table to list --- README.md | 41 ++++++----------------------------------- 1 file changed, 6 insertions(+), 35 deletions(-) diff --git a/README.md b/README.md index a236d0c0eb5..e5bbe3b7601 100644 --- a/README.md +++ b/README.md @@ -128,42 +128,13 @@ custom algorithm. -To perform above algorithms Katib supports the following frameworks. +To perform above algorithms Katib supports the following frameworks: - - - - - - - - - - - - - - - - - - - - - -
- Framework Name -
- Chocolate -
- Goptuna -
- Hyperopt -
- Optuna -
- Scikit Optimize -
+- [Chocolate](https://github.com/AIworx-Labs/chocolate) +- [Goptuna](https://github.com/c-bata/goptuna) +- [Hyperopt](https://github.com/hyperopt/hyperopt) +- [Optuna](https://github.com/optuna/optuna) +- [Scikit Optimize](https://github.com/scikit-optimize/scikit-optimize) # Installation From d8c54a1ad6241260236cf31f2ef9a343a2928179 Mon Sep 17 00:00:00 2001 From: avelichk Date: Wed, 22 Sep 2021 22:39:14 +0100 Subject: [PATCH 13/14] Add components link --- README.md | 13 +++++++------ 1 file changed, 7 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index e5bbe3b7601..8091cedf274 100644 --- a/README.md +++ b/README.md @@ -185,15 +185,16 @@ For the Katib Experiments check the [complete examples list](examples). - Run your first Katib Experiment in the [getting started guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#example-using-random-algorithm). -- Learn about Katib concepts in the - [Kubeflow documentation](https://www.kubeflow.org/docs/components/katib/overview/#katib-concepts). +- Learn about Katib **Concepts** in this + [guide](https://www.kubeflow.org/docs/components/katib/overview/#katib-concepts). -- Know more about various Katib interfaces in the - [introduction guide](https://www.kubeflow.org/docs/components/katib/overview/#katib-interfaces). +- Learn about Katib **Interfaces** in this + [guide](https://www.kubeflow.org/docs/components/katib/overview/#katib-interfaces). -- TODO (andreyvelich): Add Katib components section from the website. +- Learn about Katib **Components** in this + [guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-components) -- Learn more about Katib in the [presentations and demos list](./docs/presentations.md). +- Know more about Katib in the [presentations and demos list](./docs/presentations.md). # Community From e2434e3c3c4001280d8ca1eb9d0af74fd17aed75 Mon Sep 17 00:00:00 2001 From: avelichk Date: Wed, 22 Sep 2021 22:40:24 +0100 Subject: [PATCH 14/14] Add dot --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index 8091cedf274..14b609e489b 100644 --- a/README.md +++ b/README.md @@ -192,7 +192,7 @@ For the Katib Experiments check the [complete examples list](examples). [guide](https://www.kubeflow.org/docs/components/katib/overview/#katib-interfaces). - Learn about Katib **Components** in this - [guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-components) + [guide](https://www.kubeflow.org/docs/components/katib/hyperparameter/#katib-components). - Know more about Katib in the [presentations and demos list](./docs/presentations.md).

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