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Add hyperparameter info in fundamentals/task (#375)
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@ -29,7 +29,7 @@ It's possible to copy ([clone](../webapp/webapp_exp_reproducing.md)) a task mult
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## Task Sections
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## Task Sections
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The sections of **ClearML Task** are made up of the information that a task captures and stores, which consists of code
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The sections of ClearML Task are made up of the information that a task captures and stores, which consists of code
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execution details and execution outputs. This information is used for tracking
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execution details and execution outputs. This information is used for tracking
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and visualizing results, reproducing, tuning, and comparing experiments, and executing workflows.
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and visualizing results, reproducing, tuning, and comparing experiments, and executing workflows.
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@ -37,7 +37,7 @@ The captured [code execution information](../webapp/webapp_exp_track_visual.md#e
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* Git information
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* Git information
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* Uncommitted code modifications
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* Uncommitted code modifications
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* Python environment
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* Python environment
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* Execution [configuration](../webapp/webapp_exp_track_visual.md#configuration)
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* [Execution configuration](#execution-configuration) and hyperparameters
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The captured [execution output](../webapp/webapp_exp_track_visual.md#experiment-results) includes:
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The captured [execution output](../webapp/webapp_exp_track_visual.md#experiment-results) includes:
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* [Console output](../webapp/webapp_exp_track_visual.md#console)
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* [Console output](../webapp/webapp_exp_track_visual.md#console)
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@ -48,6 +48,21 @@ The captured [execution output](../webapp/webapp_exp_track_visual.md#experiment-
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To view a more in depth description of each task section, see [Tracking Experiments and Visualizing Results](../webapp/webapp_exp_track_visual.md).
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To view a more in depth description of each task section, see [Tracking Experiments and Visualizing Results](../webapp/webapp_exp_track_visual.md).
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### Execution Configuration
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ClearML logs a task’s hyperparameters specified as command line arguments, environment or code level variables. This
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allows experiments to be reproduced, and their hyperparameters and results can be saved and compared, which is key to
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understanding model behavior.
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Hyperparameters can be added from anywhere in your code, and ClearML provides multiple ways to log them. If you specify
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your parameters using popular python packages, such as [argparse](https://docs.python.org/3/library/argparse.html) and
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[click](https://click.palletsprojects.com/), all you need to do is [initialize](../references/sdk/task#taskinit) a task, and
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ClearML will automatically log the parameters. ClearML also provides methods to explicitly report parameters.
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When executing a task through a ClearML agent, the ClearML instrumentation of your code allows for using the ClearML UI
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to override the original specified values of your parameters.
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See [Hyperparameters](hyperparameters.md) for more information.
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### Artifacts
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### Artifacts
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ClearML allows easy storage of experiments' output products as artifacts that can later be accessed easily and used,
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ClearML allows easy storage of experiments' output products as artifacts that can later be accessed easily and used,
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