From b7f4c875536b1dbc8b318d124e594cc054e163b1 Mon Sep 17 00:00:00 2001
From: Maciej Smyk <maciejx.smyk@intel.com>
Date: Fri, 20 Jan 2023 16:25:20 +0100
Subject: [PATCH] scheme3 (#14874)

Co-authored-by: Ilya Lavrenov <ilya.lavrenov@intel.com>
---
 .../docs/range_supervision/images/scheme3.png |   3 -
 .../docs/range_supervision/images/scheme3.svg | 631 ++++++++++++++++++
 .../quantization/range_supervision/README.md  |   2 +-
 3 files changed, 632 insertions(+), 4 deletions(-)
 delete mode 100644 tools/pot/docs/range_supervision/images/scheme3.png
 create mode 100644 tools/pot/docs/range_supervision/images/scheme3.svg

diff --git a/tools/pot/docs/range_supervision/images/scheme3.png b/tools/pot/docs/range_supervision/images/scheme3.png
deleted file mode 100644
index b46f6545f0f..00000000000
--- a/tools/pot/docs/range_supervision/images/scheme3.png
+++ /dev/null
@@ -1,3 +0,0 @@
-version https://git-lfs.github.com/spec/v1
-oid sha256:d2c7919ea4b1fec95e1b15648194f7e2227793a661c55a242705e44fdc4c0f2f
-size 25732
diff --git a/tools/pot/docs/range_supervision/images/scheme3.svg b/tools/pot/docs/range_supervision/images/scheme3.svg
new file mode 100644
index 00000000000..1df476de97f
--- /dev/null
+++ b/tools/pot/docs/range_supervision/images/scheme3.svg
@@ -0,0 +1,631 @@
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diff --git a/tools/pot/openvino/tools/pot/algorithms/quantization/range_supervision/README.md b/tools/pot/openvino/tools/pot/algorithms/quantization/range_supervision/README.md
index 7a762ffeda5..b270b6671a5 100644
--- a/tools/pot/openvino/tools/pot/algorithms/quantization/range_supervision/README.md
+++ b/tools/pot/openvino/tools/pot/algorithms/quantization/range_supervision/README.md
@@ -11,7 +11,7 @@ Deep neural network find applications in many scenarios where the prediction is
 The process flow follows the diagram [Fig 1](#Schematic). Starting from the internal representation (IR) of an OpenVINO model, the POT RangeSupervision algorithm is called to **add protection layers into the model graph**. This step requires **appropriate threshold values that are automatically extracted from a specified test dataset**. The result is an IR representation of the model with additional "RangeSupervision" layers after each supported activation layer. The original and the modified model can be called in the same way through the OpenVINO inference engine to evaluate the impact on accuracy, performance, and dependability in the presence of potential soft errors (for example using the *benchmark_app* and *accuracy_checker* functions). **The algorithm is designed to provide efficient protection at negligible performance overhead or accuracy impact in the absence of faults.** Bound extraction is a one-time effort and the protected IR model returned by the RangeSupervision algorithm can be used independently from there on. No changes in the learned parameters of the network are needed.
 
 @anchor schematic
-![Schematic](../../../../../../docs/range_supervision/images/scheme3.png)
+![Schematic](../../../../../../docs/range_supervision/images/scheme3.svg)
 
 *Fig 1: Schematic of RangeSupervision process flow.*