# Accuracy debugger

QAIRT provides the `qairt-accuracy-debugger` tool for identifying inaccuracies in neural networks at the layer level. The primary purpose of this tool is to compare reference (golden) outputs generated from running a model within an ML framework against the corresponding outputs produced when executing the same model on target hardware platforms such as the NPU, CPU, or GPU.
For additional information, refer to the QAIRT Accuracy Debugger documentation: [QAIRT Accuracy Debugger](https://docs.qualcomm.com/doc/80-63442-10/topic/general_tools.html#qairt-accuracy-debugger).

## Setup

> 
> 
> 1. Follow the steps in [Setup AI Runtime](https://docs.qualcomm.com/doc/80-62010-1/topic/ai-engine-direct.html#qnn-setup).

## Tutorial

> 
> 
> > 
> > 
> > This tutorial demonstrates how to use the `qairt-accuracy-debugger` tool to perform layer-level accuracy analysis.
> > 
> > 1. Run the following command to set working directory and python environment.
> > 
> > 
> > $DIR_PATH = "C:\WoS_AI"
> >         Copy to clipboard
> > 
> > 
> > powershell -NoExit -command "&{cd $DIR_PATH; . .\Downloads\Setup_Scripts\qnn_setup.ps1; Activate_QNN_VENV -rootDirPath $DIR_PATH}"
> >         Copy to clipboard
> > 2. Run the following to create the `preprocess_image.py` file in the working directory.
> > 
> > 
> > notepad.exe preprocess_image.py
> >         Copy to clipboard
> > 
> >     - Copy the following code into `preprocess_image.py` and save it.
> > 
> > 
> > 
> > > 
> > > 
> > > #preprocess_image.py
> > >             
> > >             import numpy as np
> > >             #Qualcomm utility for pre-/postprocessing of input/outputs in model inference
> > >             import io_utils
> > >             import os
> > >             # github repo for below artifact: https://github.com/quic/wos-ai/tree/main/Artifacts
> > >             img_path = "https://raw.githubusercontent.com/quic/wos-ai/refs/heads/main/Artifacts/coffee_cup.jpg"
> > >             raw_img = io_utils.preprocess(img_path, True)
> > >             raw_img = raw_img.astype(np.float32)
> > >             raw_save_path = os.path.join(os.getcwd(), "coffee_cup.raw")
> > >             raw_img.tofile(raw_save_path)
> > >             
> > >             #create input list
> > >             with open(r"input_list.txt", "w") as file:
> > >                file.write(raw_save_path)
> > >             with open("input_list.txt", "r") as file:
> > >                content = file.read()
> > >             print("Content in input_list.txt:")
> > >             print(content)
> > >             Copy to clipboard
> >     - Execute the `preprocess_image.py` script from the working directory as in the following example. The script generates the `input_list.txt` file which contains the file path to the input raw data.
> > 
> > 
> > 
> > > 
> > > 
> > > python .\preprocess_image.py
> > >             Copy to clipboard
> > 3. Run the following command to generate accuracy reports.
> > 
> > 
> > python $QNN_SDK_ROOT\bin\aarch64-windows-msvc\qairt-accuracy-debugger snooping -m .\mobilenet_v2.onnx --input_sample .\input_list.txt --algorithm oneshot --backend HTP --platform wos --comparator cosine
> >         Copy to clipboard
> > 
> > ![../../_images/acc_dbg.png](data:image/png;base64,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)
> > 
> > 
> > 
> > After one-shot snooping completes, the system creates a timestamped directory under `working_directory/oneshot_snooping` that contains the following artifacts:
> > 
> > - `inference_engine` directory contains intermediate layer outputs generated by QNN stored in .raw format.
> > - `reference_output` directory contains intermediate layer outputs generated by framework stored in .raw format.
> > - `oneshot_layerwise.csv`, report for verification results of each layer output in csv format.
> > - `oneshot_layerwise.json`, report for verification results of each layer output in json format.
> > - `plots` directory containing HTML plots of verification results of each layer output.
> > 
> > ![../../_images/acc_dbg_folder.png](data:image/png;base64,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)
> > 
> > 
> > 
> > The following snapshot from `oneshot_layerwise.csv` shows the layer‑wise cosine similarity results.
> > 
> > 
> > ![../../_images/acc_rep.png](data:image/png;base64,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)
> 
> 
> 
> The `oneshot_layerwise.csv` accuracy report shows the following:
> 
> 
> 
> > 
> > 
> > - Source Name: Output name of the current layer in the framework graph.
> > - Target Name: Output name of the current layer in the target graph.
> > - Layer type: Type of current layer.
> > - Source Shape: Shape of this framework layer’s output.
> > - Target Shape:Shape of this target layer’s output.
> > - Source(Min, Max, Median): The Min, Max and Median of the outputs at this layer taken from reference execution.
> > - Target(Min, Max, Median): The Min, Max and Median of the outputs at this layer taken from target execution.
> > - cosine: cosine similarity score of the current layer output compared to reference output.

### More details

> 
> 
> - [Learn more about QAIRT Accuracy Debugger](https://docs.qualcomm.com/doc/80-63442-10/topic/general_tools.html#qairt-accuracy-debugger).

### FAQs

- Which Python version is supported?

> 
> 
> - QAIRT Accuracy Debugger requires Python amd64 versions 3.10.4
> 
> 
> 
> > 
> > 
> > - Tutorial examples validated with [python-3.10.4-amd64](https://www.python.org/ftp/python/3.10.4/python-3.10.4-amd64.exe)

Last Published: Jun 16, 2026

[Previous Topic
Debugging](https://docs.qualcomm.com/bundle/publicresource/80-62010-1/topics/troubleshooting.md) [Next Topic
QAIRT Optrace](https://docs.qualcomm.com/bundle/publicresource/80-62010-1/topics/qnn-optrace.md)