[POT] Add pattern se blocks (#8425)

* fix(patterns): add pattern se_block

* update reference

tools/pot/openvino/tools/pot/configs/hardware/IgnoredPatterns.md

@@ -292,6 +292,46 @@ graph TB
 
 ---
 
+**Name:** se_block<br/>
+**Pattern:** <br/>
+
+```mermaid
+graph TB
+    input(ReduceMean) --> conv_fc(Convolution, MatMul)
+    conv_fc(Convolution, MatMul) --> bias(Add)
+    bias_const(Const) --> bias(Add)
+    bias(Add) --> act(ReLU, PReLU)
+    act(ReLU, PReLU) --> conv_fc_1(Convolution, MatMul)
+    conv_fc_1(Convolution, MatMul) --> bias_1(Add)
+    bias_const_1(Const) --> bias_1(Add)
+    bias_1(Add) --> act_1(Sigmoid)
+    act_1(Sigmoid) --> output(Multiply)
+    style input fill:#73C2FB
+    style output fill:#73C2FB
+```
+
+---
+
+**Name:** se_block_swish_activation<br/>
+**Pattern:** <br/>
+
+```mermaid
+graph TB
+    input(ReduceMean) --> conv_fc(Convolution, MatMul)
+    conv_fc(Convolution, MatMul) --> bias(Add)
+    bias_const(Const) --> bias(Add)
+    bias(Add) --> swish(Swish)
+    swish(Swish) --> conv_fc_1(Convolution, MatMul)
+    conv_fc_1(Convolution, MatMul) --> bias_1(Add)
+    bias_const_1(Const) --> bias_1(Add)
+    bias_1(Add) --> act_1(Sigmoid)
+    act_1(Sigmoid) --> output(Multiply)
+    style input fill:#73C2FB
+    style output fill:#73C2FB
+```
+
+---
+
 **Name:** softmax<br/>
 **Pattern:** <br/>
 

tools/pot/openvino/tools/pot/graph/special_patterns.py

@@ -28,6 +28,26 @@ def create_swish_pattern():
     return pattern.set_name('swish_activation').pattern
 
 
+@registry_ignore_patterns('blocks')
+def create_se_pattern():
+    """
+    Removing this pattern can drop accuracy after quantization of model w/ SE-blocks
+    """
+    pattern = PatternBuilder()
+    pattern.insert_se(start_name='input', end_name='output')
+    return pattern.set_name('se_block').pattern
+
+
+@registry_ignore_patterns('blocks')
+def create_se_swish_pattern():
+    """
+    Removing this pattern can drop accuracy after quantization of model w/ SE-blocks
+    """
+    pattern = PatternBuilder()
+    pattern.insert_se(start_name='input', end_name='output', is_swish=True)
+    return pattern.set_name('se_block_swish_activation').pattern
+
+
 @registry_ignore_patterns('blocks')
 def create_biased_op_pattern():
     pattern = PatternBuilder()

tools/pot/tests/data/reference_models/efficientnet_b0_example_ig_pt_pytorch.xml

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:df841d3e81aa6476e54787bcfec5e334bee27b80bbad7c8446b0f7f120ca5e7e
-size 570777
+oid sha256:181402cfe46282cf96d82f1e0b68f2ba5ccbcaccbb1ce3e712fd1b4cb5883917
+size 463708