From 59ea1c43c4fad70c959bf7798431a1288d6e77a6 Mon Sep 17 00:00:00 2001 From: Maciej Smyk Date: Mon, 12 Dec 2022 13:04:57 +0100 Subject: [PATCH] image-fix (#13867) --- docs/MO_DG/img/optimizations/groups.png | 3 - docs/MO_DG/img/optimizations/groups.svg | 1117 ++++++++ docs/MO_DG/img/optimizations/inception_v4.png | 3 - docs/MO_DG/img/optimizations/inception_v4.svg | 1774 ++++++++++++ docs/MO_DG/img/optimizations/resnet_269.png | 3 - docs/MO_DG/img/optimizations/resnet_269.svg | 1696 +++++++++++ .../img/optimizations/resnet_optimization.png | 3 - .../img/optimizations/resnet_optimization.svg | 2538 +++++++++++++++++ .../Model_Optimization_Techniques.md | 8 +- 9 files changed, 7129 insertions(+), 16 deletions(-) delete mode 100644 docs/MO_DG/img/optimizations/groups.png create mode 100644 docs/MO_DG/img/optimizations/groups.svg delete mode 100644 docs/MO_DG/img/optimizations/inception_v4.png create mode 100644 docs/MO_DG/img/optimizations/inception_v4.svg delete mode 100644 docs/MO_DG/img/optimizations/resnet_269.png create mode 100644 docs/MO_DG/img/optimizations/resnet_269.svg delete mode 100644 docs/MO_DG/img/optimizations/resnet_optimization.png create mode 100644 docs/MO_DG/img/optimizations/resnet_optimization.svg diff --git a/docs/MO_DG/img/optimizations/groups.png b/docs/MO_DG/img/optimizations/groups.png deleted file mode 100644 index b497e16547b..00000000000 --- a/docs/MO_DG/img/optimizations/groups.png +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:3812efef32bd7f1bf40b130d5d522bc3df6aebd406bd1186699d214bca856722 -size 43721 diff --git a/docs/MO_DG/img/optimizations/groups.svg b/docs/MO_DG/img/optimizations/groups.svg new file mode 100644 index 00000000000..dc6e249ebcc --- /dev/null +++ b/docs/MO_DG/img/optimizations/groups.svg @@ -0,0 +1,1117 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/MO_DG/img/optimizations/inception_v4.png b/docs/MO_DG/img/optimizations/inception_v4.png deleted file mode 100644 index 64058527a5d..00000000000 --- a/docs/MO_DG/img/optimizations/inception_v4.png +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:0e232c47e8500f42bd0e1f2b93f94f58e2d59caee149c687be3cdc3e8a5be59a -size 18417 diff --git a/docs/MO_DG/img/optimizations/inception_v4.svg b/docs/MO_DG/img/optimizations/inception_v4.svg new file mode 100644 index 00000000000..7cd5facc192 --- /dev/null +++ b/docs/MO_DG/img/optimizations/inception_v4.svg @@ -0,0 +1,1774 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/MO_DG/img/optimizations/resnet_269.png b/docs/MO_DG/img/optimizations/resnet_269.png deleted file mode 100644 index 4ef638090e9..00000000000 --- a/docs/MO_DG/img/optimizations/resnet_269.png +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:92d36b9527a3e316cd9eb2b6f5054c312466df004e4aa9c3458e165330bc6561 -size 24157 diff --git a/docs/MO_DG/img/optimizations/resnet_269.svg b/docs/MO_DG/img/optimizations/resnet_269.svg new file mode 100644 index 00000000000..faaffc3fd9f --- /dev/null +++ b/docs/MO_DG/img/optimizations/resnet_269.svg @@ -0,0 +1,1696 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/MO_DG/img/optimizations/resnet_optimization.png b/docs/MO_DG/img/optimizations/resnet_optimization.png deleted file mode 100644 index b276e81a2dd..00000000000 --- a/docs/MO_DG/img/optimizations/resnet_optimization.png +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:2adeca1e3512b9fe7b088a5412ce21592977a1f352a013735537ec92e895dc94 -size 15653 diff --git a/docs/MO_DG/img/optimizations/resnet_optimization.svg b/docs/MO_DG/img/optimizations/resnet_optimization.svg new file mode 100644 index 00000000000..634d5e7a024 --- /dev/null +++ b/docs/MO_DG/img/optimizations/resnet_optimization.svg @@ -0,0 +1,2538 @@ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + diff --git a/docs/MO_DG/prepare_model/Model_Optimization_Techniques.md b/docs/MO_DG/prepare_model/Model_Optimization_Techniques.md index 92b0deec8d3..1cb47e65fee 100644 --- a/docs/MO_DG/prepare_model/Model_Optimization_Techniques.md +++ b/docs/MO_DG/prepare_model/Model_Optimization_Techniques.md @@ -26,7 +26,7 @@ This optimization method consists of three stages: The picture below shows the depicted part of Caffe Resnet269 topology where `BatchNorm` and `ScaleShift` layers will be fused to `Convolution` layers. -![Caffe ResNet269 block before and after optimization generated with Netscope*](../img/optimizations/resnet_269.png) +![Caffe ResNet269 block before and after optimization generated with Netscope*](../img/optimizations/resnet_269.svg) * * * @@ -38,7 +38,7 @@ ResNet optimization is a specific optimization that applies to Caffe ResNet topo In the picture below, you can see the original and optimized parts of a Caffe ResNet50 model. The main idea of this optimization is to move the stride that is greater than 1 from Convolution layers with the kernel size = 1 to upper Convolution layers. In addition, the Model Optimizer adds a Pooling layer to align the input shape for a Eltwise layer, if it was changed during the optimization. -![ResNet50 blocks (original and optimized) from Netscope](../img/optimizations/resnet_optimization.png) +![ResNet50 blocks (original and optimized) from Netscope](../img/optimizations/resnet_optimization.svg) In this example, the stride from the `res3a_branch1` and `res3a_branch2a` Convolution layers moves to the `res2c_branch2b` Convolution layer. In addition, to align the input shape for `res2c` Eltwise, the optimization inserts the Pooling layer with kernel size = 1 and stride = 2. @@ -48,7 +48,7 @@ In this example, the stride from the `res3a_branch1` and `res3a_branch2a` Convol Grouped convolution fusing is a specific optimization that applies for TensorFlow topologies. The main idea of this optimization is to combine convolutions results for the `Split` outputs and then recombine them using `Concat` operation in the same order as they were out from `Split`. -![Split→Convolutions→Concat block from TensorBoard*](../img/optimizations/groups.png) +![Split→Convolutions→Concat block from TensorBoard*](../img/optimizations/groups.svg) * * * @@ -62,4 +62,4 @@ On the picture below you can see two visualized Intermediate Representations (IR The first one is original IR that will be produced by the Model Optimizer. The second one will be produced by the Model Optimizer with key `--finegrain_fusing InceptionV4/InceptionV4/Conv2d_1a_3x3/Conv2D`, where you can see that `Convolution` was not fused with `Mul1_3752` and `Mul1_4061/Fused_Mul_5096/FusedScaleShift_5987` operations. -![TF InceptionV4 block without/with key --finegrain_fusing (from IR visualizer)](../img/optimizations/inception_v4.png) \ No newline at end of file +![TF InceptionV4 block without/with key --finegrain_fusing (from IR visualizer)](../img/optimizations/inception_v4.svg) \ No newline at end of file