DOCS: The LowLatency Transformation images recreation for 22.3 (#14830)

This commit is contained in:
Maciej Smyk
2023-01-03 14:49:23 +01:00
committed by GitHub
parent 4b6765a50c
commit a1245a95a4
12 changed files with 9382 additions and 21 deletions

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@@ -10,7 +10,7 @@ The LowLatency2 transformation changes the structure of the network containing [
## Example of Applying the Transformation:<a name="example-of-applying-lowlatency2-transformation"></a>
![applying_low_latency_2_example](./img/applying_low_latency_2.png)
![](img/applying_low_latency_2.svg)
After applying the transformation, the `ReadValue` operations can receive other operations as an input, as shown in the picture above. These inputs should set the initial value for initialization of the `ReadValue` operations. However, such initialization is not supported in the current State API implementation. Input values are ignored and the initial values for the `ReadValue` operations are set to 0 unless otherwise specified by the user via [State API](@ref openvino-state-api).
@@ -49,7 +49,7 @@ After applying the transformation, the `ReadValue` operations can receive other
```cpp
InferenceEngine::lowLatency2(cnnNetwork, false);
```
![use_const_initializer_example](./img/llt2_use_const_initializer.png)
![](img/llt2_use_const_initializer.svg)
**State naming rule**: A name of a state is a concatenation of names: original `TensorIterator` operation, parameter of the body, and additional suffix `variable_` + `id` (0-base indexing, new indexing for each `TensorIterator`). Use these rules to predict the name of the inserted state after the transformation is applied. For example:
@@ -86,7 +86,12 @@ After applying the transformation, the `ReadValue` operations can receive other
The only way to change the number iterations of `TensorIterator`/`Loop` layer is to use the `Reshape` feature. However, networks can be non-reshapable. The most common reason is that the value of shapes is hardcoded in a constant somewhere in the network.
![low_latency_limitation_2](./img/low_latency_limitation_2.png)
@sphinxdirective
.. image:: _static/images/low_latency_limitation_2.svg
:scale: 70 %
@endsphinxdirective
**Current solution:**

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@@ -2,7 +2,7 @@
The deprecated LowLatency transformation changes the structure of the network containing [TensorIterator](../ops/infrastructure/TensorIterator_1.md) and [Loop](../ops/infrastructure/Loop_5.md) operations by adding the ability to work with the state, inserting the [Assign](../ops/infrastructure/Assign_3.md)/[ReadValue](../ops/infrastructure/ReadValue_3.md) layers, as shown in the picture below.
![applying_low_latency_example](./img/applying_low_latency.png)
![](img/applying_low_latency.svg)
After applying the transformation, `ReadValue` operations can receive other operations as an input, as shown in the picture above. These inputs should set the initial value for initialization of `ReadValue` operations. However, such initialization is not supported in the current State API implementation. Input values are ignored and the initial values for the `ReadValue` operations are set to 0 unless otherwise specified by the user via [State API](@ref openvino-state-api).
@@ -73,7 +73,12 @@ After applying the transformation, `ReadValue` operations can receive other oper
Unnecessary parameters may remain on the graph after applying the transformation. The automatic handling of this case inside the transformation is currently not possible. Such parameters should be removed manually from `ngraph::Function` or replaced with a constant.
![low_latency_limitation_1](./img/low_latency_limitation_1.png)
@sphinxdirective
.. image:: _static/images/low_latency_limitation_1.svg
:scale: 70 %
@endsphinxdirective
**Current solutions:**
* Replace a parameter with a constant (freeze) with the `[0, 0, 0 … 0]` value via [ModelOptimizer CLI](../MO_DG/prepare_model/convert_model/Converting_Model.md): the `--input` or `--freeze_placeholder_with_value` parameters.
@@ -99,7 +104,12 @@ After applying the transformation, `ReadValue` operations can receive other oper
Networks can be non-reshapable. The most common reason is that the value of shapes is hardcoded in the constant somewhere in the network.
![low_latency_limitation_2](./img/low_latency_limitation_2.png)
@sphinxdirective
.. image:: _static/images/low_latency_limitation_2.svg
:scale: 70 %
@endsphinxdirective
**Current solutions:**
* Trim non-reshapable layers via [ModelOptimizer CLI](../MO_DG/prepare_model/convert_model/Converting_Model.md): the `--input` and `--output` parameters. For example, the parameter and the problematic constant (as shown in the picture above) can be trimmed using the `--input Reshape_layer_name` command-line option.

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