From 78c3d9df92d098d67b278f43ca78704b9bf35220 Mon Sep 17 00:00:00 2001 From: Grigori Fursin Date: Thu, 8 Jun 2023 09:58:28 +0200 Subject: [PATCH 1/2] Added "cme" shortcut for "cm run experiment" --- .../README-extra.md | 2 +- ...nd-customization-of-tinymlperf-results.png | Bin 115317 -> 0 bytes ...d-customization-of-tinymlperf-results2.png | Bin 0 -> 118877 bytes cm/CHANGES.md | 4 +++ cm/cmind/__init__.py | 2 +- cm/cmind/cli.py | 28 +++++++++++++++++- cm/setup.py | 7 +++-- docs/tutorials/automate-mlperf-tiny.md | 2 +- 8 files changed, 38 insertions(+), 7 deletions(-) delete mode 100644 cm-mlops/script/import-mlperf-tiny-to-experiment/assets/cm-visualization-and-customization-of-tinymlperf-results.png create mode 100644 cm-mlops/script/import-mlperf-tiny-to-experiment/assets/cm-visualization-and-customization-of-tinymlperf-results2.png diff --git a/cm-mlops/script/import-mlperf-tiny-to-experiment/README-extra.md b/cm-mlops/script/import-mlperf-tiny-to-experiment/README-extra.md index c0f741392d..996dec8882 100644 --- a/cm-mlops/script/import-mlperf-tiny-to-experiment/README-extra.md +++ b/cm-mlops/script/import-mlperf-tiny-to-experiment/README-extra.md @@ -48,7 +48,7 @@ cm run script "gui _graph" --exp_tags=mlperf-tiny You can then select the results you want to visualize and compare, add derived metrics and set constaints as shown in the following example: -![](assets/cm-visualization-and-customization-of-tinymlperf-results.png) +![](assets/cm-visualization-and-customization-of-tinymlperf-results2.png) These results are also available in the [public CK playground](https://access.cknowledge.org/playground/?action=experiments&tags=mlperf-tiny,all). diff --git a/cm-mlops/script/import-mlperf-tiny-to-experiment/assets/cm-visualization-and-customization-of-tinymlperf-results.png b/cm-mlops/script/import-mlperf-tiny-to-experiment/assets/cm-visualization-and-customization-of-tinymlperf-results.png deleted file mode 100644 index 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+ ## V1.4.0 - added cmr binary as a shortcut for "cm run script" - fixed minor bug with repo/automation/artifact detection in the current path with "." + - various improvements in CM-MLOps repository to support TinyMLPerf ## V1.3.0 - Turned on artifact indexing by default diff --git a/cm/cmind/__init__.py b/cm/cmind/__init__.py index 9080d27938..c98f4e0404 100644 --- a/cm/cmind/__init__.py +++ b/cm/cmind/__init__.py @@ -1,4 +1,4 @@ -__version__ = "1.4.0" +__version__ = "1.4.1" from cmind.core import access from cmind.core import error diff --git a/cm/cmind/cli.py b/cm/cmind/cli.py index c39171217c..ba937fa5d5 100644 --- a/cm/cmind/cli.py +++ b/cm/cmind/cli.py @@ -52,7 +52,7 @@ def run(argv = None): ############################################################ def run_script(argv = None): """ - Shortcut to run cm script + Shortcut to "cm run script ..." CM command line format: @@ -75,6 +75,32 @@ def run_script(argv = None): return run(['run', 'script'] + argv) +############################################################ +def run_experiment(argv = None): + """ + Shortcut to "cm run experiment ..." + + CM command line format: + + Args: + argv (list | string): command line arguments + + Returns: + (CM return dict): + + * return (int): return code == 0 if no error and >0 if error + * (error) (str): error string if return>0 + + * Output from a CM automation action + + """ + + # Access CM + if argv is None: + argv = sys.argv[1:] + + return run(['run', 'experiment'] + argv) + ############################################################ def parse(cmd): """ diff --git a/cm/setup.py b/cm/setup.py index ef5a212190..a87556bb3b 100644 --- a/cm/setup.py +++ b/cm/setup.py @@ -69,7 +69,7 @@ def run(self): name="cmind", author="Grigori Fursin", - author_email="grigori@octoml.ai", + author_email="Grigori.Fursin@cTuning.org", version=version, @@ -99,10 +99,11 @@ def run(self): entry_points={"console_scripts": [ "cmind = cmind.cli:run", "cm = cmind.cli:run", - "cmr = cmind.cli:run_script" + "cmr = cmind.cli:run_script", + "cme = cmind.cli:run_experiment" ]}, zip_safe=False, - keywords="collective mind,cmind,cdatabase,cmeta,automation,reusability,meta,JSON,YAML,python" + keywords="collective mind,cmind,ck2,cdatabase,cmeta,automation,portability,reusability,meta,JSON,YAML,python,api,cli" ) diff --git a/docs/tutorials/automate-mlperf-tiny.md b/docs/tutorials/automate-mlperf-tiny.md index c93090c0e5..a36751384a 100644 --- a/docs/tutorials/automate-mlperf-tiny.md +++ b/docs/tutorials/automate-mlperf-tiny.md @@ -143,7 +143,7 @@ Please follow [this README](../../cm-mlops/script/import-mlperf-tiny-to-experime to import TinyMLPerf results (public or private) to the CM format to visualize and compare them on your local machine while adding derived metrics and providing constraints as shown in the following example: -![](../../cm-mlops/script/import-mlperf-tiny-to-experiment/assets/cm-visualization-and-customization-of-tinymlperf-results.png) +![](../../cm-mlops/script/import-mlperf-tiny-to-experiment/assets/cm-visualization-and-customization-of-tinymlperf-results2.png) We publish all public TinyMLPerf results in the [MLCommons CK platform](https://access.cknowledge.org/playground/?action=experiments&tags=mlperf-tiny) From 3c8903ed5252835194a0bdb92caaa20add84294a Mon Sep 17 00:00:00 2001 From: Grigori Fursin Date: Thu, 8 Jun 2023 11:03:49 +0200 Subject: [PATCH 2/2] updated script docs to include cmr, -j, -v --- .../automation/experiment/README-extra.md | 3 +- cm-mlops/automation/script/README-extra.md | 64 +++++++++++++------ 2 files changed, 46 insertions(+), 21 deletions(-) diff --git a/cm-mlops/automation/experiment/README-extra.md b/cm-mlops/automation/experiment/README-extra.md index e372e091ce..3d9270bc7b 100644 --- a/cm-mlops/automation/experiment/README-extra.md +++ b/cm-mlops/automation/experiment/README-extra.md @@ -1,4 +1,5 @@ - +# CM "experiment" automation + cm run script "gui _playground" diff --git a/cm-mlops/automation/script/README-extra.md b/cm-mlops/automation/script/README-extra.md index fb18a4771e..ee03b7aa05 100644 --- a/cm-mlops/automation/script/README-extra.md +++ b/cm-mlops/automation/script/README-extra.md @@ -5,7 +5,8 @@ * [Motivation](#motivation) * [Obtaining shared CM scripts](#obtaining-shared-cm-scripts) - * [Running CM scripts](#running-cm-scripts) + * [Getting started with CM scripts](#getting-started-with-cm-scripts) + * [Understanding CM scripts](#understanding-cm-scripts) * [Wrapping native scripts](#wrapping-native-scripts) * [Modifying environment variables](#modifying-environment-variables) * [Understanding unified output dictionary](#understanding-unified-output-dictionary) @@ -14,20 +15,19 @@ * [Assembling pipelines (workflows) of CM scripts](#assembling-pipelines-workflows-of-cm-scripts) * [Customizing CM script execution flow](#customizing-cm-script-execution-flow) * [Caching output of CM scripts](#caching-output-of-cm-scripts) - * [Assembling pipeline to compile and run image corner detection](#assembling-pipeline-to-compile-and-run-image-corner-detection) + * [Assembling pipeline to compile and run image corner detection](#assembling-pipeline-to-compile-and-run-image-corner-detection) * [Customizing sub-dependencies in a pipeline](#customizing-sub-dependencies-in-a-pipeline) - * [Using Python virtual environments](#using-python-virtual-environments) - * [Assembling pipelines with other artifacts included](#assembling-pipelines-with-other-artifacts-included) - * [Unifying host OS and CPU detection](#unifying-host-os-and-cpu-detection) - * [Detecting, installing and caching system dependencies](#detecting-installing-and-caching-system-dependencies) - * [Using variations](#using-variations) - * [Running CM scripts inside containers](#running-cm-scripts-inside-containers) - * [Getting help about other script automation flags](#getting-help-about-other-script-automation-flags) + * [Using Python virtual environments](#using-python-virtual-environments) + * [Assembling pipelines with other artifacts included](#assembling-pipelines-with-other-artifacts-included) + * [Unifying host OS and CPU detection](#unifying-host-os-and-cpu-detection) + * [Detecting, installing and caching system dependencies](#detecting-installing-and-caching-system-dependencies) + * [Using variations](#using-variations) + * [Running CM scripts inside containers](#running-cm-scripts-inside-containers) + * [Getting help about other script automation flags](#getting-help-about-other-script-automation-flags) * [Further reading](#further-reading) - *We suggest you to check [CM introduction](https://github.com/mlcommons/ck/blob/master/docs/introduction-cm.md) and [CM CLI/API](https://github.com/mlcommons/ck/blob/master/docs/interface.md) to understand CM motivation and concepts. You can also try [CM tutorials](https://github.com/mlcommons/ck/blob/master/docs/tutorials/README.md) @@ -89,13 +89,37 @@ cm find script install* | sort ``` +## Getting started with CM scripts + +You can run any of the above CM script on any platform as follows: +```bash +cm run script "tags separated by space" --keys=values --env.KEY=VALUE +cm run script --tags="tags separated by comma" --keys=values --env.KEY=VALUE +``` +or using a shortcut `cmr` available in CM V1.4.0+: +```bash +cmr "tags separated by space" --keys=values --env.KEY=VALUE +``` + +You can also use `-j` flag to print JSON output at the end of the script execution +and `-v` flag to show extra debug information during script execution. + +For example, you can download a RESNET-50 model in ONNX format from Zenodo using the following script: +```bash +cmr "download file" --url=https://zenodo.org/record/4735647/files/resnet50_v1.onnx +``` +You can also obtain info about your OS (Linux, Windows, MacOS) in a unified way and print JSON output +as well as CM debug info as follows: +```bash +cmr "detect os" -j -v +``` -## Running CM scripts +## Understanding CM scripts CM scripts are treated as standard CM artifacts with the associated CM automation ["script"](https://github.com/mlcommons/ck/tree/master/cm-mlops/automation/script), CM action ["run"](https://github.com/mlcommons/ck/blob/master/cm-mlops/automation/script/module.py#L73), -and JSON &| YAML meta descriptions. +and JSON and/or YAML meta descriptions. CM scripts can be invoked by using their alias, unique ID and human-readable tags (preferred method). @@ -607,7 +631,7 @@ as shown in the next example. -### Assembling pipeline to compile and run image corner detection +## Assembling pipeline to compile and run image corner detection We can use automatically detected compiler from CM script to create simple and technology-neutral compilation and execution pipelines in CM scripts. @@ -673,7 +697,7 @@ If this compiler was not yet detected or installed by CM, it will find related s to install either a prebuilt version of LLVM or build it from sources. -### Using Python virtual environments +## Using Python virtual environments By default, CM scripts will install python dependencies into user space. This can influence other existing projects and may not be desirable. @@ -718,7 +742,7 @@ You can even specify min Python version required as follows: export CM_SCRIPT_EXTRA_CMD="--adr.python.name=mlperf --adr.python.version_min=3.9" ``` -### Assembling pipelines with other artifacts included +## Assembling pipelines with other artifacts included We can now use existing CM scripts as "LEGO" blocks to assemble more complex automation pipelines and workflows while automatically downloading and plugging in @@ -832,7 +856,7 @@ cm run script --tags=app,image-classification,onnx,python \ -### Unifying host OS and CPU detection +## Unifying host OS and CPU detection In order to make experiments more portable and interoperable, we need to unify the information about host OS and CPU across different systems. @@ -861,7 +885,7 @@ to let the community reuse your knowledge and collaboratively enhance common aut that's why we called our project "Collective Knowledge". -### Detecting, installing and caching system dependencies +## Detecting, installing and caching system dependencies Many projects require installation of some system dependencies. Unfortunately, the procedure is different across different systems. @@ -886,7 +910,7 @@ cm run script "get sys-utils-cm" -### Using variations +## Using variations In some cases, we want the same CM script to download some artifact in a different format. @@ -943,7 +967,7 @@ cm show cache --tags=get,ml-model,resnet50,_pytorch,_fp32 -### Running CM scripts inside containers +## Running CM scripts inside containers One of the important ideas behind using a common automation language is to use it inside and outside containers thus avoiding the need to create @@ -965,7 +989,7 @@ Docker containers and README files when executing CM scripts -### Getting help about other script automation flags +## Getting help about other script automation flags You can get help about all flags used to customize execution of a given CM script from the command line as follows: