# 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 Copy to clipboard usage: qairt-visualizer [options] 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 Copy to clipboard ### Open QAIRT Visualizer app qairt-visualizer # this opens the full application Copy to clipboard 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 Copy to clipboard ### View report(s) qairt-visualizer -r Copy to clipboard Note QAIRT Visualizer can directly visualize JSON reports (v0.1.0) generated by the diff API or CLI utility. ### Diff models qairt-visualizer diff Copy to clipboard Use `qairt-visualizer diff --help` for usage and options. usage: qairt-visualizer diff [--out output_path] [--profile] Compare two models to visualize the differences or save to a JSON report. positional arguments: Path to the reference model file 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 --changes-only Only items that changed (modified, added, removed, or not-compared due to a comparison error) are written to the report details. Unchanged items and user-configured ignores are omitted. Copy to clipboard Use the following exit codes to verify the diff status: - 0: No changes found under the configured comparison options - 1: Tool error (for example, bad/missing model path) - 2: Changes found ## 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("") Copy to clipboard ### View model and report from qairt_visualizer import view from qairt_visualizer import view, DisplayOptions display_options = DisplayOptions(use_same_workspace=True) view(model="", reports="", display_options) Copy to clipboard 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 = "" converted_model = convert(model_path) view(converted_model) Copy to clipboard 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: Aug 19, 2026 [Previous Topic Tutorials](https://docs.qualcomm.com/bundle/publicresource/80-87189-1/topics/tutorials.md) [Next Topic Visualize graphs in QAIRT Visualizer](https://docs.qualcomm.com/bundle/publicresource/80-87189-1/topics/visualization.md)