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feat: Add 2020 roadmap (kubeflow#1121)
* feat: Add 2020 roadmap Signed-off-by: Ce Gao <gaoce@caicloud.io> * fix: Address comments in kubeflow#1121 Signed-off-by: Ce Gao <gaoce@caicloud.io> * fix: Address comments Signed-off-by: Ce Gao <gaoce@caicloud.io>
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| # Katib 2020 Roadmap | ||
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| This document provides a high level view of where Katib will grow in 2020. | ||
| ## New Features | ||
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| The original Katib design document can be found [here](https://docs.google.com/document/d/1ZEKhou4z1utFTOgjzhSsnvysJFNEJmygllgDCBnYvm8/edit#heading=h.7fzqir88ovr). | ||
| ### Hyperparameter Tuning | ||
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| # Katib 1.0 Readiness | ||
| - Support Early Stopping [#692](https://github.com/kubeflow/katib/issues/692) | ||
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| * Stabilize APIs for Experiments | ||
| * Reconsider the design of Trial Template [#906](https://github.com/kubeflow/katib/issues/906) | ||
| * Early Stopping [#692](https://github.com/kubeflow/katib/issues/692) | ||
| * Resuming Experiment [#1061](https://github.com/kubeflow/katib/issues/1061), [#1062](https://github.com/kubeflow/katib/issues/1062) | ||
| * Fully integrate Katib with existing E2E examples: | ||
| * Xgboost | ||
| * Mnist | ||
| * GitHub issue summarization | ||
| * Publish API documentation, best practices, tutorials | ||
| * [Issues list](https://github.com/kubeflow/katib/issues) | ||
| ### Neural Architecture Search | ||
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| # Enhance HP Tuning Experience | ||
| - Support Advanced NAS Algorithms like DARTs, ProxylessNAS [#461](https://github.com/kubeflow/katib/issues/461) | ||
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| The objectives here are organized around the three stages defined in the CUJ: | ||
| ### Other Features | ||
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| ## 1. Defining Model and Parameters | ||
| - Support Auto Model Compression [#460](https://github.com/kubeflow/katib/issues/460) | ||
| - Support Auto Feature Engineering [#475](https://github.com/kubeflow/katib/issues/475) | ||
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| Integration with KF distributed training components | ||
| * TFJob | ||
| * PyTorch | ||
| * Allow Katib to support other operator types generically [#341](https://github.com/kubeflow/katib/issues/341) | ||
| ## Enhancements | ||
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| ## 2. Configuring a Experiment | ||
| * Supporting additional suggestion algorithms [#15](https://github.com/kubeflow/katib/issues/15) | ||
| ### Hyperparameter Tuning | ||
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| ## 3. Tracking Model Performance | ||
| * UI enhancements: allowing data scientists to visualize results easier | ||
| * Support for persistent model and metadata storage | ||
| * Ideally users should be able to export and reuse trained models from a common storage | ||
| - Delete Suggestion deployment after Experiment is finished [#1061](https://github.com/kubeflow/katib/issues/1061) | ||
| - Save Suggestion state after deployment is deleted [#1062](https://github.com/kubeflow/katib/issues/1062) | ||
| - Reconsider the design of Trial Template [#906](https://github.com/kubeflow/katib/issues/906) | ||
| - Add validation for algortihms (a.k.a suggestions) [#1126](https://github.com/kubeflow/katib/issues/1126) | ||
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| # Test and Release Infrastructure | ||
| ### Neural Architecture Search | ||
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| * Improve e2e test coverage | ||
| * Improve test harness | ||
| * Enhance release process; adding automation (see https://bit.ly/2F7o4gM) | ||
| - Refactor structure for NAS algorithms [#1125](https://github.com/kubeflow/katib/issues/1125) | ||
| - Refactor the design for NAS model constructor[#1127](https://github.com/kubeflow/katib/issues/1127) | ||
| - Katib UI fixes and enhancements |