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169 lines
5.0 KiB
Markdown
169 lines
5.0 KiB
Markdown
---
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title: Version 0.10
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---
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:::important
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**Trains** is now **ClearML**.
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:::
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## Version 0.10.7
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### Trains
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**Features and Bug Fixes**
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* Artifacts support.
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* Removed apache-libcloud from requirements.
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* `trains-init` now verifies credentials against the trains-server installation.
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## Version 0.10.6
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### Trains
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**Features and Bug Fixes**
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* Fix broken (v0.10.5) Keras Binding support.
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## Version 0.10.5
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### Trains
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**Features and Bug Fixes**
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* Add GPU monitoring support (add gpustat package to extras_require).
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* Install with GPU monitoring support:
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pip install trains[gpu]
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* Move all cloud storage package requirements to extras_require. Install with specific cloud provider support:
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* Microsoft Azure support:
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pip install trains[azure]
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* Google Storage support:
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pip install trains[gs]
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* Amazon S3 support:
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pip install trains[s3]
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* Combine Cloud support with GPU monitoring. For example, install S3 and GPU using the following command:
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pip install trains[s3,gpu]
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* Improve stability with intermittent network connection.
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* Support upgrading trains-server while running training jobs without losing log data.
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## Version 0.10.4
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### Trains
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**Features and Bug Fixes**
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* Replace opencv-python with the more standard Pillow package.
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* Improve matplotlib support (custom axis ticks).
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* Improve Python package detection.
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## Version 0.10.3
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### Trains
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**Features and Bug Fixes**
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* Add scikit-learn support (load/store using joblib) ([GitHub Issue #20](https://github.com/allegroai/trains/issues/20)).
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* Add xgboost support ([GitHub Issue #10](https://github.com/allegroai/trains/issues/10)).
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* Add loguru support ([GitHub Issue #29](https://github.com/allegroai/trains/issues/29)).
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* Add sub-domain support [trains.conf](https://github.com/allegroai/trains/blob/master/docs/trains.conf#L3) ([GitHub Issue #27](https://github.com/allegroai/trains/issues/27)).
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* Fix sub-process support.
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* Fix multiple TensorBoard writers ([GitHub Issue #26](https://github.com/allegroai/trains/issues/26)).
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## Version 0.10.2
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### Trains
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**Features and Bug Fixes**
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* Add Matplotlib SVG support.
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* Add Seaborn support.
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* Add TRAINS_LOG_ENVIRONMENT environment logging ([GitHub trains Issue 17](https://github.com/allegroai/trains/issues/17#issuecomment-507398767)).
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* Add Microsoft Azure notebook support.
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* Add Google Colab support.
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* Fix TensorBoard RGB channel order.
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## Version 0.10.1
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### Trains
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**Features and Bug Fixes**
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* Fix Jenkins CI/CD support.
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### Trains Server
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* Add simple username / password login scheme, see [GitHub trains-server Issue 3](https://github.com/allegroai/trains-server/issues/3)
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* Fixed User/Password configuration (see [instructions](../deploying_clearml/clearml_server_config.md#web-login-authentication)).
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* Replace the Python web-server with NGINX.
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* Improve sub-domain support ([GitHub trains-server Issue 9](https://github.com/allegroai/trains-server/issues/9)).
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* Extend configuration options
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* Environment variables for overriding mongoDB and Elastic hosts URLs.
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* File server disabling browser cache.
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* File server compression support.
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* File server CORS support.
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## Version 0.10.0
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### Trains
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* Experiment code execution detection
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* Automatically create package requirements section (including used versions).
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* Automatically detect and store source code uncommitted changes.
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* Improve Jupyter Notebook support
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* Automatically convert notebook to Python script (stored under uncommitted changes).
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* Automatically update used packages in Jupyter Notebook (including used versions).
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* Add resource monitoring to experiment metrics
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* Sample every 500ms, averaged over 30 seconds.
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* CPU, network, I/O, memory, and other resources.
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* For GPU support please install gpustat.
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(currently not part of the requirements due to gpustat compatibility issues with Windows).
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pip install gpustat
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* Automatically stop inactive experiments (default: 2 hours)
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* Improve visibility
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* Finer status definitions: Identify successful completion vs. user aborted.
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* Experiment plot comparison: Ensure different colors for different experiments.
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* Parse newline character in experiment description.
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* Show experiment start time in table display.
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* Add vertical guide in scalar plots.
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* Move hyperparameters to the designated tab.
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* "Admin" section now named "Profile".
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### Trains Server
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* Experiment code execution detection.
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* Add source-control diff section.
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* Add code requirements section.
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* Automatically stop inactive experiments (default: 2 hours).
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* Configuration details in readme.md:
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* Improve visibility:
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* Finer status definitions: Identify successful completion vs. user aborted.
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* Experiment plot comparison: Ensure different colors for different experiments.
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* Parse newline character in experiment description.
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* Show experiment start time in table display.
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* Add vertical guide in scalar plots.
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* Move hyperparameters to the designated tab.
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* "Admin" section now named "Profile". |