clearml-docs/docs/release_notes/ver_0_10.md

title
Version 0.10

:::important Trains is now ClearML. :::

Version 0.10.7

Trains

Features and Bug Fixes

• Artifacts support.
• Removed apache-libcloud from requirements.
• trains-init now verifies credentials against the trains-server installation.

Version 0.10.6

Trains

Features and Bug Fixes

• Fix broken (v0.10.5) Keras Binding support.

Version 0.10.5

Trains

Features and Bug Fixes

• Add GPU monitoring support (add gpustat package to extras_require).

• Install with GPU monitoring support:

    pip install trains[gpu]
  

• Move all cloud storage package requirements to extras_require. Install with specific cloud provider support:

  • Microsoft Azure support:

      pip install trains[azure]
    

  • Google Storage support:

      pip install trains[gs]
    

  • Amazon S3 support:

      pip install trains[s3]
    

  • Combine Cloud support with GPU monitoring. For example, install S3 and GPU using the following command:

      pip install trains[s3,gpu]
    

• Improve stability with intermittent network connection.

• Support upgrading trains-server while running training jobs without losing log data.

Version 0.10.4

Trains

Features and Bug Fixes

• Replace opencv-python with the more standard Pillow package.
• Improve matplotlib support (custom axis ticks).
• Improve Python package detection.

Version 0.10.3

Trains

Features and Bug Fixes

• Add scikit-learn support (load/store using joblib) (GitHub Issue #20).
• Add xgboost support (GitHub Issue #10).
• Add loguru support (GitHub Issue #29).
• Add sub-domain support trains.conf (GitHub Issue #27).
• Fix sub-process support.
• Fix multiple TensorBoard writers (GitHub Issue #26).

Version 0.10.2

Trains

Features and Bug Fixes

• Add Matplotlib SVG support.
• Add Seaborn support.
• Add TRAINS_LOG_ENVIRONMENT environment logging (GitHub trains Issue 17).
• Add Microsoft Azure notebook support.
• Add Google Colab support.
• Fix TensorBoard RGB channel order.

Version 0.10.1

Trains

Features and Bug Fixes

• Fix Jenkins CI/CD support.

Trains Server

• Add simple username / password login scheme, see GitHub trains-server Issue 3

  • Fixed User/Password configuration (see instructions).

• Replace the Python web-server with NGINX.

• Improve sub-domain support (GitHub trains-server Issue 9).

• Extend configuration options

  • Environment variables for overriding mongoDB and Elastic hosts URLs.
  • File server disabling browser cache.
  • File server compression support.
  • File server CORS support.

Version 0.10.0

Trains

• Experiment code execution detection

• Automatically create package requirements section (including used versions).

• Automatically detect and store source code uncommitted changes.

• Improve Jupyter Notebook support

  • Automatically convert notebook to Python script (stored under uncommitted changes).
  • Automatically update used packages in Jupyter Notebook (including used versions).

• Add resource monitoring to experiment metrics

• Sample every 500ms, averaged over 30 seconds.

• CPU, network, I/O, memory, and other resources.

• For GPU support please install gpustat. (currently not part of the requirements due to gpustat compatibility issues with Windows).

    pip install gpustat
  

• Automatically stop inactive experiments (default: 2 hours)

• Improve visibility

• Finer status definitions: Identify successful completion vs. user aborted.

• Experiment plot comparison: Ensure different colors for different experiments.

• Parse newline character in experiment description.

• Show experiment start time in table display.

• Add vertical guide in scalar plots.

• Move hyperparameters to the designated tab.

• "Admin" section now named "Profile".

Trains Server

• Experiment code execution detection.

• Add source-control diff section.

• Add code requirements section.

• Automatically stop inactive experiments (default: 2 hours).

• Configuration details in readme.md:

  • Improve visibility:
  • Finer status definitions: Identify successful completion vs. user aborted.
  • Experiment plot comparison: Ensure different colors for different experiments.
  • Parse newline character in experiment description.
  • Show experiment start time in table display.

• Add vertical guide in scalar plots.

• Move hyperparameters to the designated tab.

• "Admin" section now named "Profile".