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15
docs/guides/frameworks/pytorch/pytorch_abseil.md
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@ -42,29 +42,34 @@ Logger.current_logger().report_scalar(
These scalars can be visualized in plots, which appear in the [ClearML web UI](../../../webapp/webapp_overview.md), in These scalars can be visualized in plots, which appear in the [ClearML web UI](../../../webapp/webapp_overview.md), in
the task's **SCALARS** tab. the task's **SCALARS** tab.
![image](../../../img/examples_pytorch_mnist_07.png) ![Scalars](../../../img/examples_pytorch_mnist_07.png#light-mode-only)
![Scalars](../../../img/examples_pytorch_mnist_07_dark.png#dark-mode-only)
## Hyperparameters ## Hyperparameters
ClearML automatically logs command line options defined with abseil flags. They appear in **CONFIGURATION** **>** ClearML automatically logs command line options defined with abseil flags. They appear in **CONFIGURATION** **>**
**HYPERPARAMETERS** **>** **TF_DEFINE**. **HYPERPARAMETERS** **>** **TF_DEFINE**.
![image](../../../img/examples_pytorch_abseil_params.png) ![Hyperparameters](../../../img/examples_pytorch_abseil_params.png#light-mode-only)
![Hyperparameters](../../../img/examples_pytorch_abseil_params_dark.png#dark-mode-only)
## Console ## Console
Text printed to the console for training progress, as well as all other console output, appear in **CONSOLE**. Text printed to the console for training progress, as well as all other console output, appear in **CONSOLE**.
![image](../../../img/examples_pytorch_mnist_06.png) ![Console](../../../img/examples_pytorch_mnist_06.png#light-mode-only)
![Console](../../../img/examples_pytorch_mnist_06_dark.png#dark-mode-only)
## Artifacts ## Artifacts
Models created by the task appear in the task's **ARTIFACTS** tab. ClearML automatically logs and tracks Models created by the task appear in the task's **ARTIFACTS** tab. ClearML automatically logs and tracks
models and any snapshots created using PyTorch. models and any snapshots created using PyTorch.
![image](../../../img/examples_pytorch_abseil_models.png) ![Artifacts](../../../img/examples_pytorch_abseil_models.png#light-mode-only)
![Artifacts](../../../img/examples_pytorch_abseil_models_dark.png#dark-mode-only)
Clicking on the model name takes you to the [model's page](../../../webapp/webapp_model_viewing.md), where you can view Clicking on the model name takes you to the [model's page](../../../webapp/webapp_model_viewing.md), where you can view
the model's details and access the model. the model's details and access the model.
![image](../../../img/examples_pytorch_abseil_models_2.png) ![Model](../../../img/examples_pytorch_abseil_models_2.png#light-mode-only)
![Model](../../../img/examples_pytorch_abseil_models_2_dark.png#dark-mode-only)

8
docs/guides/reporting/3d_plots_reporting.md
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@ -1,5 +1,5 @@
--- ---
title: 3D Plots Reporting title: 3D Plot Reporting
--- ---
The [3d_plots_reporting.py](https://github.com/clearml/clearml/blob/master/examples/reporting/3d_plots_reporting.py) The [3d_plots_reporting.py](https://github.com/clearml/clearml/blob/master/examples/reporting/3d_plots_reporting.py)
@ -28,7 +28,8 @@ Logger.current_logger().report_surface(
``` ```
View the reported surface plot in **PLOTS**. View the reported surface plot in **PLOTS**.
![Surface plot](../../img/examples_reporting_02.png) ![Surface plot](../../img/examples_reporting_02.png#light-mode-only)
![Surface plot](../../img/examples_reporting_02_dark.png#dark-mode-only)
## 3D Scatter Plot ## 3D Scatter Plot
@ -49,4 +50,5 @@ Logger.current_logger().report_scatter3d(
``` ```
View the reported 3D scatter plot in **PLOTS**. View the reported 3D scatter plot in **PLOTS**.
![3d scatter plot](../../img/examples_reporting_01.png) ![3d scatter plot](../../img/examples_reporting_01.png#light-mode-only)
![3d scatter plot](../../img/examples_reporting_01_dark.png#dark-mode-only)

5
docs/guides/reporting/artifacts.md
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@ -25,8 +25,9 @@ is different). Configure ClearML in any of the following ways:
When the script runs, it creates a task named `artifacts example` in the `examples` project. When the script runs, it creates a task named `artifacts example` in the `examples` project.
ClearML reports artifacts in the **ClearML Web UI** **>** task details **>** **ARTIFACTS** tab. ClearML reports artifacts in the **ClearML Web UI** **>** task details **>** **ARTIFACTS** tab.
examples_reporting_03
![Task artifacts](../../img/examples_reporting_03.png) ![Task artifacts](../../img/examples_reporting_03.png#light-mode-only)
![Task artifacts](../../img/examples_reporting_03_dark.png#dark-mode-only)
## Dynamically Tracked Artifacts ## Dynamically Tracked Artifacts

39
docs/guides/reporting/clearml_logging_example.md
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@ -27,7 +27,8 @@ for i in range(10):
logger.report_scalar(title="graph B", series="series B", iteration=i, value=10./(i+1)) logger.report_scalar(title="graph B", series="series B", iteration=i, value=10./(i+1))
``` ```
![Separate scalar plots](../../img/colab_explicit_reporting_01.png) ![Separate scalar plots](../../img/colab_explicit_reporting_01.png#light-mode-only)
![Separate scalar plots](../../img/colab_explicit_reporting_01_dark.png#dark-mode-only)
```python ```python
# report two scalar series on the same graph # report two scalar series on the same graph
@ -36,7 +37,8 @@ for i in range(10):
logger.report_scalar(title="unified graph", series="series B", iteration=i, value=10./(i+1)) logger.report_scalar(title="unified graph", series="series B", iteration=i, value=10./(i+1))
``` ```
![Unified scalar plots](../../img/colab_explicit_reporting_02.png) ![Unified scalar plots](../../img/colab_explicit_reporting_02.png#light-mode-only)
![Unified scalar plots](../../img/colab_explicit_reporting_02_dark.png#dark-mode-only)
## Plots ## Plots
@ -63,7 +65,8 @@ logger.report_scatter2d(
) )
``` ```
![2d scatter plot](../../img/colab_explicit_reporting_04.png) ![2d scatter plot](../../img/colab_explicit_reporting_04.png#light-mode-only)
![2d scatter plot](../../img/colab_explicit_reporting_04_dark.png#dark-mode-only)
### 3D Plots ### 3D Plots
@ -83,7 +86,8 @@ logger.report_scatter3d(
) )
``` ```
![3d scatter plot](../../img/colab_explicit_reporting_05.png) ![3d scatter plot](../../img/colab_explicit_reporting_05.png#light-mode-only)
![3d scatter plot](../../img/colab_explicit_reporting_05_dark.png#dark-mode-only)
To plot a series as a surface plot, use [`Logger.report_surface()`](../../references/sdk/logger.md#report_surface). To plot a series as a surface plot, use [`Logger.report_surface()`](../../references/sdk/logger.md#report_surface).
@ -101,7 +105,8 @@ logger.report_surface(
) )
``` ```
![3d surface plot](../../img/colab_explicit_reporting_06.png) ![3d surface plot](../../img/colab_explicit_reporting_06.png#light-mode-only)
![3d surface plot](../../img/colab_explicit_reporting_06_dark.png#dark-mode-only)
### Confusion Matrices ### Confusion Matrices
@ -120,7 +125,8 @@ logger.report_confusion_matrix(
) )
``` ```
![Confusion matrix](../../img/colab_explicit_reporting_03.png) ![Confusion matrix](../../img/colab_explicit_reporting_03.png#light-mode-only)
![Confusion matrix](../../img/colab_explicit_reporting_03_dark.png#dark-mode-only)
### Histograms ### Histograms
@ -140,7 +146,8 @@ logger.report_histogram(
) )
``` ```
![Histogram](../../img/colab_explicit_reporting_12.png) ![Histogram](../../img/colab_explicit_reporting_12.png#light-mode-only)
![Histogram](../../img/colab_explicit_reporting_12_dark.png#dark-mode-only)
```python ```python
# report a two histograms on the same plot # report a two histograms on the same plot
@ -164,7 +171,8 @@ logger.report_histogram(
) )
``` ```
![Two histograms in one plot](../../img/colab_explicit_reporting_07.png) ![Two histograms in one plot](../../img/colab_explicit_reporting_07.png#light-mode-only)
![Two histograms in one plot](../../img/colab_explicit_reporting_07_dark.png#dark-mode-only)
## Media ## Media
@ -188,7 +196,8 @@ image_local_copy = StorageManager.get_local_copy(
logger.report_media(title='audio', series='pink panther', iteration=1, local_path=audio_local_copy) logger.report_media(title='audio', series='pink panther', iteration=1, local_path=audio_local_copy)
``` ```
![Audio sample](../../img/colab_explicit_reporting_08.png) ![Audio sample](../../img/colab_explicit_reporting_08.png#light-mode-only)
![Audio sample](../../img/colab_explicit_reporting_08_dark.png#dark-mode-only)
### HTML ### HTML
@ -201,7 +210,8 @@ logger.report_media(
) )
``` ```
![HTML sample](../../img/colab_explicit_reporting_09.png) ![HTML sample](../../img/colab_explicit_reporting_09.png#light-mode-only)
![HTML sample](../../img/colab_explicit_reporting_09_dark.png#dark-mode-only)
### Images ### Images
@ -214,7 +224,8 @@ logger.report_image(
) )
``` ```
![Image sample](../../img/colab_explicit_reporting_10.png) ![Image sample](../../img/colab_explicit_reporting_10.png#light-mode-only)
![Image sample](../../img/colab_explicit_reporting_10_dark.png#dark-mode-only)
### Video ### Video
@ -227,7 +238,8 @@ logger.report_media(
) )
``` ```
![Video sample](../../img/colab_explicit_reporting_11.png) ![Video sample](../../img/colab_explicit_reporting_11.png#light-mode-only)
![Video sample](../../img/colab_explicit_reporting_11_dark.png#dark-mode-only)
## Text ## Text
@ -237,4 +249,5 @@ Report text messages by calling [`Logger.report_text()`](../../references/sdk/lo
logger.report_text("hello, this is plain text") logger.report_text("hello, this is plain text")
``` ```
![Text report to console](../../img/colab_explicit_reporting_13.png) ![Text report to console](../../img/colab_explicit_reporting_13.png#light-mode-only)
![Text report to console](../../img/colab_explicit_reporting_13_dark.png#dark-mode-only)

3
docs/guides/reporting/html_reporting.md
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@ -9,7 +9,8 @@ ClearML reports these HTML debug samples in the **ClearML Web UI** **>** task's
When the script runs, it creates a task named `html samples reporting` in the `examples` project. When the script runs, it creates a task named `html samples reporting` in the `examples` project.
![image](../../img/examples_reporting_05.png) ![Debug Samples](../../img/examples_reporting_05.png#light-mode-only)
![Debug Samples](../../img/examples_reporting_05_dark.png#dark-mode-only)
## Reporting HTML URLs ## Reporting HTML URLs

9
docs/guides/reporting/hyper_parameters.md
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@ -30,7 +30,8 @@ args = parser.parse_args()
Command line options appears in **HYPERPARAMETERS** **>** **Args**. Command line options appears in **HYPERPARAMETERS** **>** **Args**.
![image](../../img/examples_reporting_hyper_param_01.png) ![Command line options](../../img/examples_reporting_hyper_param_01.png#light-mode-only)
![Command line options](../../img/examples_reporting_hyper_param_01_dark.png#dark-mode-only)
## TensorFlow Definitions ## TensorFlow Definitions
@ -50,7 +51,8 @@ flags.DEFINE_string('echo5', '5', 'Text to echo.', module_name='test')
TensorFlow Definitions appear in **HYPERPARAMETERS** **>** **TF_DEFINE**. TensorFlow Definitions appear in **HYPERPARAMETERS** **>** **TF_DEFINE**.
![image](../../img/examples_reporting_hyper_param_03.png) ![TF Defines](../../img/examples_reporting_hyper_param_03.png#light-mode-only)
![TF Defines](../../img/examples_reporting_hyper_param_03_dark.png#dark-mode-only)
## Parameter Dictionaries ## Parameter Dictionaries
@ -78,5 +80,6 @@ parameters['float'] = '9.9'
Parameters from dictionaries connected to Tasks appear in **HYPERPARAMETERS** **>** **General**. Parameters from dictionaries connected to Tasks appear in **HYPERPARAMETERS** **>** **General**.
![image](../../img/examples_reporting_hyper_param_02.png) ![Parameter dictionaries](../../img/examples_reporting_hyper_param_02.png#light-mode-only)
![Parameter dictionaries](../../img/examples_reporting_hyper_param_02_dark.png#dark-mode-only)

6
docs/guides/reporting/image_reporting.md
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@ -50,8 +50,10 @@ Logger.current_logger().report_image(
ClearML reports these images as debug samples in the **ClearML Web UI**, under the task's ClearML reports these images as debug samples in the **ClearML Web UI**, under the task's
**DEBUG SAMPLES** tab. **DEBUG SAMPLES** tab.
![Debug samples](../../img/examples_reporting_07.png) ![Debug samples](../../img/examples_reporting_07.png#light-mode-only)
![Debug samples](../../img/examples_reporting_07_dark.png#dark-mode-only)
Click a thumbnail to open the image viewer. Click a thumbnail to open the image viewer.
![Image viewer](../../img/examples_reporting_07a.png) ![Image viewer](../../img/examples_reporting_07a.png#light-mode-only)
![Image viewer](../../img/examples_reporting_07a_dark.png#dark-mode-only)

6
docs/guides/reporting/media_reporting.md
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@ -40,7 +40,8 @@ Logger.current_logger().report_media(
The reported audio can be viewed in the **DEBUG SAMPLES** tab. Click a thumbnail to open the audio player. The reported audio can be viewed in the **DEBUG SAMPLES** tab. Click a thumbnail to open the audio player.
![Audio debug samples](../../img/examples_reporting_08.png) ![Audio debug samples](../../img/examples_reporting_08.png#light-mode-only)
![Audio debug samples](../../img/examples_reporting_08_dark.png#dark-mode-only)
## Reporting (Uploading) Media from a Local File ## Reporting (Uploading) Media from a Local File
@ -59,4 +60,5 @@ Logger.current_logger().report_media(
The reported video can be viewed in the **DEBUG SAMPLES** tab. Click a thumbnail to open the video player. The reported video can be viewed in the **DEBUG SAMPLES** tab. Click a thumbnail to open the video player.
![Video debug samples](../../img/examples_reporting_09.png) ![Video debug samples](../../img/examples_reporting_09.png#light-mode-only)
![Video debug samples](../../img/examples_reporting_09_dark.png#dark-mode-only)

6
docs/guides/reporting/model_config.md
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@ -44,14 +44,16 @@ output_model.update_weights(register_uri=model_url)
## WebApp ## WebApp
The model appears in the task's **ARTIFACTS** tab. The model appears in the task's **ARTIFACTS** tab.
![Task artifacts](../../img/examples_model_logging_artifacts.png) ![Task artifacts](../../img/examples_model_logging_artifacts.png#light-mode-only)
![Task artifacts](../../img/examples_model_logging_artifacts_dark.png#dark-mode-only)
Clicking on the model name takes you to the [model's page](../../webapp/webapp_model_viewing.md), where you can view the Clicking on the model name takes you to the [model's page](../../webapp/webapp_model_viewing.md), where you can view the
model's details and access the model. model's details and access the model.
The model's **LABELS** tab displays its label enumeration. The model's **LABELS** tab displays its label enumeration.
![Model Labels tab](../../img/examples_model_logging_labels.png) ![Model Labels tab](../../img/examples_model_logging_labels.png#light-mode-only)
![Model Labels tab](../../img/examples_model_logging_labels_dark.png#dark-mode-only)
## Additional Example ## Additional Example

6
docs/guides/reporting/pandas_reporting.md
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@ -33,7 +33,8 @@ Logger.current_logger().report_table(
) )
``` ```
![image](../../img/examples_reporting_12.png) ![DataFrame table](../../img/examples_reporting_12.png#light-mode-only)
![DataFrame table](../../img/examples_reporting_12_dark.png#dark-mode-only)
## Reporting CSV Files as Tables ## Reporting CSV Files as Tables
@ -50,4 +51,5 @@ Logger.current_logger().report_table(
) )
``` ```
![image](../../img/examples_reporting_11.png) ![CSV table](../../img/examples_reporting_11.png#light-mode-only)
![CSV table](../../img/examples_reporting_11_dark.png#dark-mode-only)

3
docs/guides/reporting/plotly_reporting.md
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@ -35,4 +35,5 @@ When the script runs, it creates a task named `plotly reporting` in the examples
ClearML reports Plotly figures, and displays them in the **ClearML Web UI** **>** task's **PLOTS** ClearML reports Plotly figures, and displays them in the **ClearML Web UI** **>** task's **PLOTS**
tab. tab.
![Web UI task plots](../../img/examples_reporting_13.png) ![Web UI task plots](../../img/examples_reporting_13.png#light-mode-only)
![Web UI task plots](../../img/examples_reporting_13_dark.png#dark-mode-only)

15
docs/guides/reporting/scatter_hist_confusion_mat_reporting.md
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@ -53,9 +53,11 @@ Logger.current_logger().report_histogram(
) )
``` ```
![image](../../img/examples_reporting_15.png) ![Single histogram](../../img/examples_reporting_15.png#light-mode-only)
![Single histogram](../../img/examples_reporting_15_dark.png#dark-mode-only)
![image](../../img/examples_reporting_15a.png) ![Double histogram](../../img/examples_reporting_15a.png#light-mode-only)
![Double histogram](../../img/examples_reporting_15a_dark.png#dark-mode-only)
## Confusion Matrices ## Confusion Matrices
@ -74,7 +76,8 @@ Logger.current_logger().report_confusion_matrix(
) )
``` ```
![image](../../img/examples_reporting_16.png) ![Confusion matrix](../../img/examples_reporting_16.png#light-mode-only)
![Confusion matrix](../../img/examples_reporting_16_dark.png#dark-mode-only)
```python ```python
# report confusion matrix with 0,0 is at the top left # report confusion matrix with 0,0 is at the top left
@ -89,6 +92,9 @@ Logger.current_logger().report_confusion_matrix(
) )
``` ```
![Confusion matrix](../../img/examples_reporting_16a.png#light-mode-only)
![Confusion matrix](../../img/examples_reporting_16a_dark.png#dark-mode-only)
## 2D Scatter Plots ## 2D Scatter Plots
Report 2D scatter plots by calling [`Logger.report_scatter2d()`](../../references/sdk/logger.md#report_scatter2d). Report 2D scatter plots by calling [`Logger.report_scatter2d()`](../../references/sdk/logger.md#report_scatter2d).
@ -132,4 +138,5 @@ Logger.current_logger().report_scatter2d(
) )
``` ```
![image](../../img/examples_reporting_17.png) ![Scatter plot](../../img/examples_reporting_17.png#light-mode-only)
![Scatter plot](../../img/examples_reporting_17_dark.png#dark-mode-only)

3
docs/guides/reporting/using_artifacts.md
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@ -23,7 +23,8 @@ initialized in the same script.
Artifact details (location and size) can be viewed in ClearML's **web UI > task details > ARTIFACTS tab > OTHER section**. Artifact details (location and size) can be viewed in ClearML's **web UI > task details > ARTIFACTS tab > OTHER section**.
![Artifacts in WebApp](../../img/examples_using_artifacts_1.png) ![Artifacts in WebApp](../../img/examples_using_artifacts_1.png#light-mode-only)
![Artifacts in WebApp](../../img/examples_using_artifacts_1_dark.png#dark-mode-only)
## Task 2: Accessing an Artifact ## Task 2: Accessing an Artifact

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