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<details> | ||
<summary>Click here to see the table of contents.</summary> | ||
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* [Description](#description) | ||
* [Information](#information) | ||
* [Usage](#usage) | ||
* [ CM installation](#cm-installation) | ||
* [ CM script automation help](#cm-script-automation-help) | ||
* [ CM CLI](#cm-cli) | ||
* [ CM Python API](#cm-python-api) | ||
* [ CM GUI](#cm-gui) | ||
* [ CM modular Docker container](#cm-modular-docker-container) | ||
* [Customization](#customization) | ||
* [ Variations](#variations) | ||
* [ Script flags mapped to environment](#script-flags-mapped-to-environment) | ||
* [ Default environment](#default-environment) | ||
* [Script workflow, dependencies and native scripts](#script-workflow-dependencies-and-native-scripts) | ||
* [Script output](#script-output) | ||
* [New environment keys (filter)](#new-environment-keys-(filter)) | ||
* [New environment keys auto-detected from customize](#new-environment-keys-auto-detected-from-customize) | ||
* [Maintainers](#maintainers) | ||
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</details> | ||
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*Note that this README is automatically generated - don't edit! Use `README-extra.md` to add more info.* | ||
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### Description | ||
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#### Information | ||
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* CM GitHub repository: *[mlcommons@ck](https://github.com/mlcommons/ck/tree/master/cm-mlops)* | ||
* GitHub directory for this script: *[GitHub](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/prepare-training-data-bert)* | ||
* CM meta description for this script: *[_cm.json](_cm.json)* | ||
* CM "database" tags to find this script: *prepare,training,data,input,bert* | ||
* Output cached?: *True* | ||
___ | ||
### Usage | ||
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#### CM installation | ||
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[Guide](https://github.com/mlcommons/ck/blob/master/docs/installation.md) | ||
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##### CM pull repository | ||
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```cm pull repo mlcommons@ck``` | ||
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##### CM script automation help | ||
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```cm run script --help``` | ||
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#### CM CLI | ||
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1. `cm run script --tags=prepare,training,data,input,bert[,variations] [--input_flags]` | ||
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2. `cm run script "prepare training data input bert[,variations]" [--input_flags]` | ||
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3. `cm run script 1e06a7abe23545eb [--input_flags]` | ||
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* `variations` can be seen [here](#variations) | ||
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* `input_flags` can be seen [here](#script-flags-mapped-to-environment) | ||
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#### CM Python API | ||
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<details> | ||
<summary>Click here to expand this section.</summary> | ||
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```python | ||
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import cmind | ||
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r = cmind.access({'action':'run' | ||
'automation':'script', | ||
'tags':'prepare,training,data,input,bert' | ||
'out':'con', | ||
... | ||
(other input keys for this script) | ||
... | ||
}) | ||
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if r['return']>0: | ||
print (r['error']) | ||
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``` | ||
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</details> | ||
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#### CM GUI | ||
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```cm run script --tags=gui --script="prepare,training,data,input,bert"``` | ||
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Use this [online GUI](https://cKnowledge.org/cm-gui/?tags=prepare,training,data,input,bert) to generate CM CMD. | ||
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#### CM modular Docker container | ||
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*TBD* | ||
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___ | ||
### Customization | ||
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#### Variations | ||
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* Group "**implementation**" | ||
<details> | ||
<summary>Click here to expand this section.</summary> | ||
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* **`_nvidia`** (default) | ||
- Environment variables: | ||
- *CM_TMP_VARIATION*: `nvidia` | ||
- Workflow: | ||
1. ***Read "deps" on other CM scripts*** | ||
* get,git,repo,_repo.https://github.com/mlcommons/training_results_v2.1 | ||
- CM script: [get-git-repo](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/get-git-repo) | ||
1. ***Read "prehook_deps" on other CM scripts*** | ||
* download,file,_gdown,_url.https://drive.google.com/uc?id=1fbGClQMi2CoMv7fwrwTC5YYPooQBdcFW | ||
- CM script: [download-file](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/download-file) | ||
* download,file,_gdown,_url.https://drive.google.com/uc?id=1USK108J6hMM_d27xCHi738qBL8_BT1u1 | ||
- CM script: [download-file](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/download-file) | ||
* download,file,_gdown,_url.https://drive.google.com/uc?id=1tmMgLwoBvbEJEHXh77sqrXYw5RpqT8R_ | ||
- CM script: [download-file](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/download-file) | ||
* download-and-extract,file,_gdown,_extract,_url.https://drive.google.com/uc?id=14xV2OUGSQDG_yDBrmbSdcDC-QGeqpfs_ | ||
- CM script: [download-and-extract](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/download-and-extract) | ||
* download,file,_gdown,_url.https://drive.google.com/uc?id=1chiTBljF0Eh1U5pKs6ureVHgSbtU8OG_ | ||
- CM script: [download-file](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/download-file) | ||
* download,file,_gdown,_url.https://drive.google.com/uc?id=1Q47V3K3jFRkbJ2zGCrKkKk-n0fvMZsa0 | ||
- CM script: [download-file](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/download-file) | ||
* download,file,_gdown,_url.https://drive.google.com/uc?id=1vAcVmXSLsLeQ1q7gvHnQUSth5W_f_pwv | ||
- CM script: [download-file](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/download-file) | ||
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</details> | ||
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#### Default variations | ||
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`_nvidia` | ||
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#### Script flags mapped to environment | ||
<details> | ||
<summary>Click here to expand this section.</summary> | ||
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* `--data_dir=value` → `CM_DATA_DIR=value` | ||
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**Above CLI flags can be used in the Python CM API as follows:** | ||
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```python | ||
r=cm.access({... , "data_dir":...} | ||
``` | ||
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</details> | ||
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#### Default environment | ||
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<details> | ||
<summary>Click here to expand this section.</summary> | ||
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These keys can be updated via `--env.KEY=VALUE` or `env` dictionary in `@input.json` or using script flags. | ||
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</details> | ||
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___ | ||
### Script workflow, dependencies and native scripts | ||
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<details> | ||
<summary>Click here to expand this section.</summary> | ||
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1. Read "deps" on other CM scripts from [meta](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/prepare-training-data-bert/_cm.json) | ||
1. ***Run "preprocess" function from [customize.py](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/prepare-training-data-bert/customize.py)*** | ||
1. Read "prehook_deps" on other CM scripts from [meta](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/prepare-training-data-bert/_cm.json) | ||
1. ***Run native script if exists*** | ||
* [run.sh](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/prepare-training-data-bert/run.sh) | ||
1. Read "posthook_deps" on other CM scripts from [meta](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/prepare-training-data-bert/_cm.json) | ||
1. ***Run "postrocess" function from [customize.py](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/prepare-training-data-bert/customize.py)*** | ||
1. Read "post_deps" on other CM scripts from [meta](https://github.com/mlcommons/ck/tree/master/cm-mlops/script/prepare-training-data-bert/_cm.json) | ||
</details> | ||
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___ | ||
### Script output | ||
#### New environment keys (filter) | ||
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#### New environment keys auto-detected from customize | ||
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___ | ||
### Maintainers | ||
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* [Open MLCommons taskforce on automation and reproducibility](https://github.com/mlcommons/ck/blob/master/docs/taskforce.md) |