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20240927

  • added "test dummy" script to test Docker containers
  • added more standard Nvidia Docker configuration for PyTorch
  • added better support to select Docker configurations via UID

20240916

  • fixed "cm add script"

20240429

  • Added cm set cfg automation. For example, we can set default CM script to silent using cm set cfg default --key.script.silent
  • Added key script_entry_repo_to_report_errors to CM script meta to customize where to report errors instead of the default repo. For example, issues with the CM script run-mlperf-inference-app should be reported at https://github.com/mlcommons/inference .
  • Added saving running script from different deps without CM to tmp-run-without-cm.bat. Example: cmr "app image corner-detection" --debug-script-tags=benchmark,program
  • Generate Docker container sample during --repro (prototype)

20240427

  • Added cm run script --print_versions to print resolved versions of dependencies at the end of the run

20240426

  • Improved cm run script --repro function to dump dependencies, versions and generate README

20240425

  • CM script automation: fixed dumping versions (variations didn't have _ prefix)

Since March 2023, all updates to CM automations are submitted via PRs. You can follow our PRs at

20230214

  • experiment and graph gui are working now

20230206:

  • started prototyping cm run experiment

20230123:

  • added simple GUI to CM scripts

20221206:

  • added "script_name" to the CM "script" meta to specify any native script name
  • added "--script_name" to "cm add script {alias} --script_name=my-native-script.sh"

20221206:

  • added CM_SCRIPT_EXTRA_CMD to force some flags to all scripts

20221202:

  • major updates for Windows (CL, CUDA, etc)

20221111:

  • various fixes for Student Cluster Competition at SuperComputing'22

20221110:

  • added support to push MLPerf results to W&B dashboard

20221103:

  • added "cm json2yaml utils" and "cm yaml2json utils"

20221024:

  • added --verbose and --time to "cm run script"

20221017:

  • removed the need for echo-off script

20221010:

  • added cm run script --debug-script-tags to run cmd/bash before native script

  • added cm run script --shell to set env and run shell after script execution

  • 20221007:

  • added script template (used when adding new scripts)

  • major clean up of all scripts

20220916:

  • treat alias as tags if spaces: cm run script "get compiler" is converted to cm run script --tags=get,compiler
  • improved gcc detection
  • refactored "cm run script" to skip deps in cache if needed

20220906

  • added --print_env flag to "cm run script" to print aggregated env before running native scripts
  • various fixes to support MLPerf automation

20220823

  • various fixes for universal MLPerf inference submission automation

20220803

  • various fixes for TVM and image classification

20220802

  • added "run_script_after_post_deps" to script meta to run script after post deps (useful to activate python virtual env)
  • added "activate-python-venv" script to make it easier to debug Python deps installation

20220722

  • added --accept-license and --skip-system-deps (converted to env CM_ACCEPT_LICENSE ("True") and CM_SKIP_SYSTEM_DEPS ("True"))

20220719

  • moved relatively stable MLOps automation scripts here

20220718

  • fixed local_env_keys in get-python3
  • added new_env_only_keys to meta to specify which env to keep
  • fixed problem with adding tags from the selected script during caching
  • added --skip-compile and --skip-run to script (converted to env CM_SKIP_COMPILE and CM_SKIP_RUN)
  • fixed local_env_keys in get-python3
  • added new_env_only_keys to get-python3

20220713

  • added local_env_keys to meta
  • added "env" dict to os_info

20220712

  • major script refactoring to support cache tags update from deps
  • fixed version min/max propagations in deps
  • improvements to support tags from deps
  • added tags from deps (python, llvm)

20220708

  • various fixes to handle versions (min/max/default)
  • various fixes to avoid contamination of ENV from other scripts
  • various fixes to handle versions (min/max/default)

20220705

  • fixes for remembered selections
  • added --skip-remembered-selections to "cm run script"

20220704

  • fixed a bug with searching for scripts with variations
  • added the possibility to update deps from pre/post processing
  • added --extra-cache-tags and --name for "cm run script"
  • added prototype of selection caching
  • fixed get-python-venv

20220701

  • added dummy "cm test script"
  • added "--env" to "cm show cache" to show env and state
  • added "cm show cache"

20220629

  • added "detect_version_using_script" in script used to detect python packages
  • major fix to properly support multiple scripts with the same tags, caching, selection, etc
  • fixed a bug in version comparison (converting string to int)
  • added recording of "version" to cache meta

20220628

  • fixed local_env with deps

20220623

  • important update of versions logic

20220621

  • added support for --quiet
  • changed CM_NEED_VERSION to CM_VERSION
  • added CM_VERSION_MIN, CM_VERSION_MAX
  • added cm compare_versions utils --version1=... --version2=...
  • added support to detect min/max/correct versions

20220617

20220616

  • changed "cached" to "cache" automation

20220615

  • major update of script (remove parallel env/new_env and state/new_state). keep global env & state and detect changes automatically
  • major simplification of "script"
  • removed "installed" to be more understandable
  • added "cached" to be more understandable

20220609

  • added "versions" key to the CM script meta it works similar to "variations" and is forced by --version
  • changed "ic" to "script" in "experiment" automation

20220608

  • updated "variations" logic in "script"! meta['default_variation'] (str): only one of many meta['default_variations'] (list): multiple choices
  • deprecated "ic" automation. Use "script" instead!

20220607

  • added strip_folders to utils/unzip_file
  • fixed minor bugs in CM script

20220606

  • added "name" key to deps (list of names and UIDs)
  • added "add_deps_tags" in variations and in CMD ({"name":"tag(s)"})
  • added "deps" to variations to be merged with the list of current deps
  • added --input and --output for cm run script converted to env CM_INPUT and CM_OUTPUT useful to create interactive CM scripts to process files
  • Added prototype-test-deps-variations-tags to play with deps, variations, tags

20220605

  • clean tmp files in "script" automation by default and keep them using --dirty flag

20220603

  • added "skip" and "deps" to postprocess to call other scripts. For example call install LLVM if detect LLVM fails...
  • added "script" automation to substitute less intuitive "ic"
  • Improved LLVM detection and installation
  • Added example of image corner detection
  • Added updated script entries

20220601

  • added version, path, skip_install and post_deps to IC
  • added --new to IC to detect new components
  • Updating mechanisms to install and/or detect LLVM
  • added support to install prebuilt LLVM for Linux, MacOs, Windows

20220530

  • updated ic automation to read tmp-run-state.json and merge it with the "new_state" dict

20220524

  • changed directory ck2-repo-mlops to cm-devops

20220517

  • Changed CM_PATH_LIST to +PATH
  • Added general support for +ENV that is expanded to ENV=val1;val2;...:${ENV}

20220511

  • Better handle exceptions in utils.download_file
  • Added support for variations in intelligent components (ic)
  • Fixed bugs in IC
  • Added "_" prefix in tags to specify variation of IC
  • Record env.sh in "installed artifacts even if bat file is not executed
  • Fixed experiment directory naming on Windows
  • Added "cm version ic" (#233)
  • Added prototype of ic::prototype-get-ml-model-resnet50-onnx with variations
  • Added prototype of ic::prototype-get-imagenet-val with variations
  • Added prototype of ic::prototype-get-imagenet-aux with variations
  • Added prototype of ic::prototype-get-llvm
  • Added prototype of ic::prototype-get-tvm