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clearml-docs/docs/release_notes/clearml_agent/ver_0_16.md
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Version 0.16

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

Trains Agent 0.16.2

Features

  • conda:

    • Add agent.package_manager.conda_env_as_base_docker allowing "docker_cmd" to contain link to a full pre-packaged conda environment (tar.gz created by conda-pack). Use TRAINS_CONDA_ENV_PACKAGE environment variable to specify conda tar.gz file.
    • Add conda support for read-only pre-built environment (pass conda folder as docker_cmd on Task).
    • Improve trying to find conda executable.

  • k8s glue:

    • Add support for limited number of services exposing ports.
    • Add support for k8s pod custom user properties.
    • Allow selecting external trains.conf file for the pod itself.
    • Allow providing pod template, extra bash init script, alternate SSH server port, gateway address (k8s ingress / ELB).

  • Allow specifying cudatoolkit version in the "installed packages" section when using conda as package manager (GitHub trains Issue 229).

  • Add agent.package_manager.force_repo_requirements_txt. If True, "Installed Packages" on Task are ignored, and only repository requirements.txt is used.

  • Pass TRAINS_DOCKER_IMAGE into docker for interactive sessions.

  • Add torchcsprng and torchtext to PyTorch resolving.

Bug Fixes

  • When logging suppress "\r" when reading a current chunk of a file / stream. Add agent.suppress_carriage_return (default True) to support previous behavior.

  • Make sure TRAINS_AGENT_K8S_HOST_MOUNT is used only once per mount.

  • Fix k8s glue script to trains-agent default docker script.

  • Fix apply git diff from submodule only.

  • conda:

    • Fix conda pip freeze to be consistent with trains 0.16.3.
    • Fix conda environment support for trains 0.16.3 full env. Add agent.package_manager.conda_full_env_update to allow conda to update back the requirements (default False, to preserve previous behavior).
    • Fix running from conda environment - conda.sh not found in first conda PATH match.

  • Fix docker mode ubuntu / debian support by making sure not to ask for input (fix tzdata install).

  • Fix repository detection - ignore environment SSH_AUTH_SOCK, only check if git user/pass are configured.

  • git diff:

    • Fix support for non-ascii diff.
    • Fix diff with empty line at the end will cause corrupt diff apply message.
    • Allow zero context diffs (useful when blind patching repository).

  • Fix daemon --stop when agent UID cannot be located.

  • Fix nvidia docker support on some linux distros (SUSE).

  • Fix nvidia pytorch dockers support.

  • Fix torch CUDA 11.1 support.

  • Fix requirements dict with null entry in pip should be considered None install from repository's requirements.txt.

Trains Agent 0.16.1

Features

  • Add sdk.metrics.plot_max_num_digits configuration option to reduce plot storage size.
  • Add agent.package_manager.post_packages and agent.package_manager.post_optional_packages configuration options to control packages install order (e.g. horovod).
  • Add agent.git_host configuration option for limiting git credential usage for a specific host (overridable using TRAINS_AGENT_GIT_HOST environment variable).
  • Add agent.force_git_ssh_port configuration option to control HTTPS to SSH link conversion for non-standard SSH ports.
  • Add requirements detection features. Improve support for detecting new pip version (20+) supporting package @ scheme://link.

Bug Fixes

  • Fix pre-installed packages are ignored when installing a git package wheel. Reinstalling a git+http link is enough to make sure all requirements are met / installed (GitHub Issue #196).
  • Fix incorrect check for spaces in current execution folder.
  • Fix requirements detection:
    • Update torch version after using downloaded / system pre-installed version.
    • Do not install git packages twice when a new pip version is used (pip freeze will detect the correct git link version).

Trains Agent 0.16.0

Features

  • Add agent.docker_init_bash_script configuration section to allow finer control over Docker startup script.
  • Changed default Docker image from nvidia/cuda to nvidia/cuda:10.1-runtime-ubuntu18.04 to support cudnn frameworks (e.g. TF).
  • Improve support for Dockers with preinstalled conda environment.
  • Improve trains-agent-docker spinning.
  • Add daemon --order-fairness for round-robin queue pulling.
  • Add daemon --stop to terminate a running agent (assuming other arguments are the same). If no additional arguments, Agents are terminated in lexicographical order.
  • Support cleanup of all log files on termination unless executed with --debug.
  • Add error message when Trains API Server is not accessible on startup.

Bug Fixes

  • Fix GPU Windows monitoring support (GitHub Issue #177).
  • Fix .git-credentials and .gitconfig mapping into docker.
  • Fix non-root docker image usage.
  • Fix docker to use UTF-8 encoding, so prints won't break it.
  • Fix --debug to set all loggers to DEBUG.
  • Fix task status change to queued should never happen during Task runtime.
  • Fix requirement_parser to support package @ git+http lines.
  • Fix GIT user/password in requirements and support for -e git+http lines.
  • Fix configuration wizard to generate trains.conf matching latest Trains definitions.