From 99c3b06b3a90a33434b4a387035459dfe0607e34 Mon Sep 17 00:00:00 2001 From: Agata Radys Date: Mon, 7 Aug 2023 10:15:28 +0200 Subject: [PATCH] Neural Insights: step by step debug example docs (#1103) Signed-off-by: aradys-intel Co-authored-by: chen, suyue --- docs/source/diagnosis.md | 12 +- neural_insights/README.md | 3 + .../docs/source/imgs/accuracy_decrease.png | Bin 0 -> 41211 bytes .../docs/source/imgs/activations_summary.png | Bin 0 -> 583529 bytes .../source/imgs/activations_summary_onnx.jpg | Bin 0 -> 95904 bytes neural_insights/docs/source/imgs/min-max.jpg | Bin 0 -> 133023 bytes .../docs/source/imgs/ops_weights.png | Bin 0 -> 226804 bytes .../docs/source/imgs/tune_result.png | Bin 0 -> 44657 bytes .../docs/source/imgs/tune_result2.png | Bin 0 -> 68403 bytes .../docs/source/imgs/weights_histogram.png | Bin 0 -> 53753 bytes .../docs/source/imgs/weights_histograms.png | Bin 0 -> 62376 bytes .../docs/source/imgs/weights_summary_onnx.jpg | Bin 0 -> 204293 bytes .../docs/source/onnx_accuracy_debug.md | 120 ++++++++++++++++++ .../docs/source/tf_accuracy_debug.md | 113 +++++++++++++++++ 14 files changed, 243 insertions(+), 5 deletions(-) create mode 100644 neural_insights/docs/source/imgs/accuracy_decrease.png create mode 100644 neural_insights/docs/source/imgs/activations_summary.png create mode 100644 neural_insights/docs/source/imgs/activations_summary_onnx.jpg create mode 100644 neural_insights/docs/source/imgs/min-max.jpg create mode 100644 neural_insights/docs/source/imgs/ops_weights.png create mode 100644 neural_insights/docs/source/imgs/tune_result.png create mode 100644 neural_insights/docs/source/imgs/tune_result2.png create mode 100644 neural_insights/docs/source/imgs/weights_histogram.png create mode 100644 neural_insights/docs/source/imgs/weights_histograms.png create mode 100644 neural_insights/docs/source/imgs/weights_summary_onnx.jpg create mode 100644 neural_insights/docs/source/onnx_accuracy_debug.md create mode 100644 neural_insights/docs/source/tf_accuracy_debug.md diff --git a/docs/source/diagnosis.md b/docs/source/diagnosis.md index e1ee2453d59..c668fb6543c 100644 --- a/docs/source/diagnosis.md +++ b/docs/source/diagnosis.md @@ -1,17 +1,19 @@ # Diagnosis -1. [Diagnosis introduction](#diagnosis-introduction) +1. [Diagnosis Introduction](#diagnosis-introduction) 2. [Supported Feature Matrix](#supported-feature-matrix) -3. [Get started](#get-started) +3. [Get Started](#get-started) 4. [Example](#example) +5. [Step by Step Diagnosis Example with TensorFlow](https://github.com/intel/neural-compressor/tree/master/neural_insights/docs/source/tf_accuracy_debug.md) +5. [Step by Step Diagnosis Example with ONNXRT](https://github.com/intel/neural-compressor/tree/master/neural_insights/docs/source/onnx_accuracy_debug.md) -# Diagnosis introduction +# Diagnosis Introduction The diagnosis feature provides methods to debug the accuracy loss during quantization and profile the performance gap during benchmark. There are 2 ways to diagnose a model with Intel® Neural Compressor. First is non-GUI mode that is described below and second is GUI mode with [Neural Insights](https://github.com/intel/neural-compressor/tree/master/neural_insights) component. The workflow is described in the diagram below. First we have to configure scripts with diagnosis, then run them and check diagnosis info in the terminal. Test if the result is satisfying and repeat the steps if needed. ![workflow](./imgs/workflow.jpg) -# Supported feature matrix +# Supported Feature Matrix @@ -45,7 +47,7 @@ The workflow is described in the diagram below. First we have to configure scrip
-# Get started +# Get Started ## Install Intel® Neural Compressor First you need to install Intel® Neural Compressor. ```shell diff --git a/neural_insights/README.md b/neural_insights/README.md index 64007933e7a..5e6bd9eed78 100644 --- a/neural_insights/README.md +++ b/neural_insights/README.md @@ -113,6 +113,9 @@ When the quantization is started, the workload should appear on the Neural Insig > Note that above example uses dummy data which is used to describe usage of Neural Insights. For diagnosis purposes you should use real dataset specific for your use case. +## Step by Step Diagnosis Example +Refer to [Step by Step Diagnosis Example with TensorFlow](https://github.com/intel/neural-compressor/tree/master/neural_insights/docs/source/tf_accuracy_debug.md) and [Step by Step Diagnosis Example with ONNXRT](https://github.com/intel/neural-compressor/tree/master/neural_insights/docs/source/onnx_accuracy_debug.md) to get started with some basic quantization accuracy diagnostic skills. + ## Research Collaborations Welcome to raise any interesting research ideas on model compression techniques and feel free to reach us (inc.maintainers@intel.com). 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