# Run QAIRT Visualizer

Use these tutorials to run the QAIRT Visualizer tool and features using CLI, Python, and Jupyter.

## Run QAIRT Visualizer using CLI

### Usage

qairt-visualizer --help
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usage: qairt-visualizer [options] <model> <reports>
    
    Qualcomm AI Runtime visualization application for AI models and runtime metrics.
    
    Running program without options will open full application while running with options will visualize the passed argument in its own window.
    
    options:
      -h, --help            show this help message and exit
      -v, --version         display qairt-visualizer version
      -m MODEL, --model MODEL
                            Path to model to visualize
      -r STRING [STRING ...], --reports STRING [STRING ...]
                            List of report paths to visualize
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### Open QAIRT Visualizer app

qairt-visualizer
    # this opens the full application
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Note

The first run of `qairt-visualizer` will take a few minutes as it checks and installs post install dependencies. Additional runs are relatively faster.

Tip

The QAIRT Visualizer app can be pinned to the taskbar to skip the CLI launch step in future sessions.

For Python interpreter association, it’s recommended that users running version 0.7.0 or below should unpin the app from the taskbar and repin after updating the app.

### View model

qairt-visualizer --model <model file>
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### View report(s)

qairt-visualizer -r <path to report> <path to another report>
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Note

QAIRT Visualizer can directly visualize JSON reports (v0.1.0) generated by the diff API or CLI utility.

### Diff models

qairt-visualizer diff <path to model> <path to another model>
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Use `qairt-visualizer diff --help` for usage and options.

usage: qairt-visualizer diff <reference_model> <comparison_model> [--out output_path] [--profile]
    
    Compare two models to visualize the differences or save to a JSON report.
    
    positional arguments:
      <reference_model>       Path to the reference model file
      <comparison_model>      Path to the comparison model file
    
    options:
      -h, --help            show this help message and exit
    
    diff options:
      Diff customization options for model comparison and report generation
    
      -p, --profile         Display diff profiling metrics
      -o [output_path], --out [output_path]
                            Save diff report to specified path (default: .) and skip launching the visualizer
      --no-compare-op-attributes
                            Operation attributes such as axes, epsilon, ...etc will not be compared
      --no-compare-op-name  Ignore operation name differences
      --no-compare-tensor-data
                            Tensor values will not be compared
      --no-compare-tensor-shape
                            Tensor shape will not be compared
      --no-compare-tensor-name
                            Ignore tensor name differences
      --no-compare-quant-encoding
                            Quantization encodings will not be compared
      --rel-tolerance rtol  Relative tolerance for comparing floating points (default: 1e-9) for input tensors
      --abs-tolerance atol  Absolute tolerance for comparing floating points (default: 1e-7) for input tensors
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## Run QAIRT Visualizer using Python

Note

The QAIRT Visualizer Python execution is a non-blocking call, which means multiple windows for models and reports can be visualized at the same time, similar to the QAIRT Visualizer tool.

### View model

from qairt_visualizer import view
    view("<model_path>")
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### View model and report

from qairt_visualizer import view
    from qairt_visualizer import view, DisplayOptions
    
    display_options = DisplayOptions(use_same_workspace=True)
    
    view(model="<model_path>", reports="<report path | list of report paths>", display_options)
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Viewing multiple reports with or without a model opens them in the same workspace by default. To disable this and open files in separate windows, use `DisplayOptions(use_same_workspace=False)`.

If two or more of the same kind of report are opened (i.e., two Optrace files), only the last report called will be visualized.

### Convert and view model

from qairt import convert
    from qairt_visualizer import view
    
    model_path = "<model_path>"
    
    converted_model = convert(model_path)
    
    view(converted_model)
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This feature requires the [QAIRT Dev Python APIs](https://docs.qualcomm.com/bundle/publicresource/topics/80-87189-2/setup.html?product=1601111740009302).

## Run QAIRT Visualizer using Jupyter

The QAIRT Visualizer Python API supports displaying visual components inside a Jupyter Notebook.

![../../_images/jupyter-workspace-true.png](data:image/png;base64,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)

Using `DisplayOptions(use_same_workspace=False)` with Jupyter opens each file within a workspace tab in the same window.

![../../_images/jupyter-workspace-false.png](data:image/png;base64,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)

## Next steps: visualize graphs and analytics

See [Visualization](https://docs.qualcomm.com/doc/80-87189-1/topic/visualization.html#visualization) and [Analysis](https://docs.qualcomm.com/doc/80-87189-1/topic/analysis.html#analysis) for details on using QAIRT Visualizer to visualize models and analytics data.

Last Published: Jun 03, 2026

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Visualize graphs in QAIRT Visualizer](https://docs.qualcomm.com/bundle/publicresource/80-87189-1/topics/visualization.md)