Refactor Release Notes (#938)

docs/release_notes/sdk/open_source/ver_0_13.md

@@ -0,0 +1,75 @@
+---
+title: Version 0.13
+---
+
+:::important
+**Trains** is now **ClearML**.
+:::
+
+
+### Trains 0.13.3
+
+**Features and Bug Fixes**
+
+* Add a binding for `tensorboard.summarywriter.addscalars`
+* Add the `tensorboard_single_series_per_graph` method, which supports separate plots for each TensorBoard scalar.
+* Add the `Task.set_base_docker` and `Task.get_base_docker` methods for the base Docker image used by **Trains Agent**.
+* Add support for the standard OS environment variables to obtain default credentials for:
+  * AWS: `AWS_ACCESS_KEY_ID`, `AWS_SECRET_ACCESS_KEY`, and `AWS_DEFAULT_REGION`.
+  * Azure Storage: `AZURE_STORAGE_ACCOUNT` and `AZURE_STORAGE_KEY`.
+  * Google Cloud Storage: `GOOGLE_APPLICATION_CREDENTIALS`.
+    
+* Add the `Task.get_parameters_as_dict` and `Task.set_parameters_as_dict` methods supporting get / set of parameters from referenced Tasks (use the `Task.get_task` to get a reference).
+* Make sure `Task.connect` always returns the connected instance passed to it.
+* `tensorflow_gpu` takes precedence over `tensorflow` when Trains detects installed packages to record experiment dependencies.
+* Remove title and series naming restrictions (allow `$` and `.`) when reporting metrics.
+* Fix incorrect printouts in initialization wizard and upgrade notifications.
+* Fix debug images URL for uploaded files with `%` in their name.
+
+
+### Trains 0.13.2
+
+**Features and Bug Fixes**
+
+* Allow reporting a pre-uploaded image url in `Logger.report_image()` 
+  using the `Logger.report_image.params.url` parameter.
+* Add support for Git repositories without a `.git` suffix, for example Azure Repos.
+* Improve conda support.
+* Improve hyperparameters [argparser](https://docs.python.org/3/library/argparse.html) integration.
+* Fix [savefig](https://matplotlib.org/api/_as_gen/matplotlib.pyplot.savefig.html) patching in matplotlib binding.
+* Fix logs, events and Jupyter Notebook flushing on exit.
+
+### Trains 0.13.1
+
+**Features and Bug Fixes**
+
+* Add support for `pyplot.savefig` and `pylab.savefig` in matplotlib binding.
+* Add support for SageMaker.
+* Improve configuration wizard.
+* Try to make sure TensorBoard is available when using torch.
+* Do not store keras model network design if it cannot be serialized ([GitHub Issue #72](https://github.com/allegroai/trains/issues/72)).
+* Fix matplotlib binding support.
+
+
+### Trains 0.13.0
+
+**Features and Bug Fixes**
+
+* Add support for [trains-server](https://github.com/allegroai/trains-server) v0.13.0.
+* Add support for nested (non-main) tasks.
+* Add warning when automatic argument parser binding cannot be turned off.
+* Add `Task.upload_artifact` support for external URLs (pre-uploaded).
+* Add support for special characters in hyperparameter keys (white-spaces, `.` and `$`) ([GitHub Issue #69](https://github.com/allegroai/trains/issues/69)).
+* Add support for PyTorch `.pt` model files.
+* Calculate data-audit artifact uniqueness by user-criteria ([GitHub Issue #45](https://github.com/allegroai/trains/issues/45)).
+* Use an environment variable for setting a default docker image ([GitHub Issue #58](https://github.com/allegroai/trains/issues/58)).
+* Improve `trains-init` configuration wizard.
+* Update examples for new joblib versions.
+* Update jupyter example to TensorFlow 2.
+* Fix task clone to copy only input artifacts.
+* Fix matplotlib import binding when using `Agg` backend.
+* Fix `ProxyDictPreWrite` and `ProxyDictPostWrite` so they can be pickled correctly ([GitHub Issue #72](https://github.com/allegroai/trains/issues/72)).
+* Fix requests issue in Python 2.7 that can cause a deadlock when importing netrc.
+* Fix argparser binding sub-parser and type casting support ([GitHub Issue #74](https://github.com/allegroai/trains/issues/74)).
+* Fix argparser binding Python 2.7 unicode handling.
+* Fix unsynced connected hyperparameters overridden during remote execution.