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@@ -12,9 +12,72 @@ Upgrade your CLI with `pip install lightning-grid --upgrade`
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:heart: Find us in our [Slack Community](http://gridai-community.slack.com) to say hi and/or to express your thoughts/questions.
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---
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## :wrench: April 29, 2022
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## :partying_face: May 17, 2022
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**CLI version: 0.8.35**
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**CLI version: 0.8.47**
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Today's release includes several bug fixes to improve the overall experience with Grid.
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### Fixes and Enhancements:
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- Faster experiment failing when errors are encountered during build or code execution
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- Improves the Run-creation flow in the Web UI by fixing error messages reported due to insufficient repo acess or invalid repos
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- Stability improvements to the UI and event reloading
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- Fixes experience with the drop-down in the experiments table which allows you to add hyperparameter columns
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- Allows support for nested requirements.txt files:
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Ex:
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```# install all mandatory dependencies
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-r ./base.txt
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# install all extra dependencies for full package testing
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-r ./extra.txt
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# install all loggers for full package testing
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-r ./loggers.txt
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# extended list of dependencies for development and run lint and tests
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-r ./test.txt
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# install all extra dependencies for running examples
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-r ./examples.txt
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```
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---
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## :partying_face: May 12, 2022
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**CLI version: 0.8.45**
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### New and Improved Artifacts!
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Today, we release an update to Artifacts which greatly improves stability and UX in the following ways:
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- Ensures syncing of artifacts for fast-running experiments
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- Ensures all artifacts that are produced by experiments are copied by Grid
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- When the experiment stops running, the instance will not shut down until all artifacts have been copied
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:::note
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Note: With this change, a portion of instance CPU and RAM will be dedicated to artifact syncing processes. For users with memory-intensive code, if your code generates artifacts of size >= 1GB, you may experience a decrease in performance. In these scenarios, we recommend using an instance with more CPU/RAM.
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:::
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Learn more about Artifacts and these new improvments [here](../docs/features/runs/2_Analyzing%20Runs/3_artifacts.md).
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### Additional Fixes and Enhancements
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- Fixes issue with calculating pricing estimate during new run creation.
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- Improves handling of Session in the event that a process goes out of memory. In these events, the process will be terminated but the Session will remain running.
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---
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## :wrench: May 3, 2022
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**CLI version: 0.8.37**
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### Datastore Enhancements
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@@ -41,9 +104,9 @@ Please note that direct access to private S3 buckets is not currently supported.
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-**[Enhancement]** Grid's syntax for scheduling multiple experiments with combinations of arguments (ie. Grid Search or Random Search) sometimes might conflict with the expected script arguments. That's when you can use none strategy for parameter evaluation. More details can be found [here](../docs/features/runs/1_Creating%20Runs/1_Basic%20Runs/3_sweep-syntax.md#skipping-parameter-evaluation)
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-**[Fix]** Resolves an issue with creating Runs from the UI using the random search strategy when the number of trials > experiments.
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-**[Fix]** Resolves an issue with creating Runs from the UI using the random search strategy when the nunmber of trials > experiments.
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-**[Deprecated]** Changing Session instance type from the UI is currently not supported.
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-**[Deprecated]** Changing Session instance type from the UI is currently not supported.
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@@ -71,7 +134,7 @@ We've deprecated the following CLI options:
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