samples overview & model protection: docs (#10596)
* Renamed hetero md * Renamed some guides * Updated OpenVINO_Runtime_User_Guide.md * Updated plugin's page * More updates * Fixed links * Updated link names * Fixed links * Fixed docs build * Self-review * Fixed issues in doc snippets * Updated Samples_Overview.md * Updated model protection guide * Renamed ngraph_function creation samples
This commit is contained in:
Ilya Lavrenov authored and 
GitHub committed
1 parent
37923a9183
commit
5b3b48aa17
17 files changed
+65
-79
No files matched your search
@@ -0,0 +1,10 @@
|
||||
# Copyright (C) 2018-2022 Intel Corporation
|
||||
# SPDX-License-Identifier: Apache-2.0
|
||||
#
|
||||
|
||||
set(TARGET_NAME "model_creation_sample")
|
||||
|
||||
ie_add_sample(NAME model_creation_sample
|
||||
SOURCES "${CMAKE_CURRENT_SOURCE_DIR}/main.cpp"
|
||||
HEADERS "${CMAKE_CURRENT_SOURCE_DIR}/model_creation_sample.hpp"
|
||||
DEPENDENCIES format_reader ie_samples_utils)
|
||||
@@ -0,0 +1,183 @@
|
||||
# Model Creation C++ Sample {#openvino_inference_engine_samples_model_creation_sample_README}
|
||||
|
||||
This sample demonstrates how to execute an synchronous inference using [model](../../../docs/OV_Runtime_UG/model_representation.md) built on the fly which uses weights from LeNet classification model, which is known to work well on digit classification tasks.
|
||||
|
||||
You do not need an XML file to create a model. The API of ov::Model allows creating a model on the fly from the source code.
|
||||
|
||||
The following C++ API is used in the application:
|
||||
|
||||
| Feature | API | Description |
|
||||
| :--- | :--- | :--- |
|
||||
| OpenVINO Runtime Info | `ov::Core::get_versions` | Get device plugins versions |
|
||||
| Shape Operations | `ov::Output::get_shape`, `ov::Shape::size`, `ov::shape_size`| Operate with shape |
|
||||
| Tensor Operations | `ov::Tensor::get_byte_size`, `ov::Tensor:data` | Get tensor byte size and its data |
|
||||
| Model Operations | `ov::set_batch` | Operate with model batch size |
|
||||
| Infer Request Operations | `ov::InferRequest::get_input_tensor` | Get a input tensor |
|
||||
| Model creation objects | `ov::opset8::Parameter`, `ov::Node::output`, `ov::opset8::Constant`, `ov::opset8::Convolution`, `ov::opset8::Add`, `ov::opset1::MaxPool`, `ov::opset8::Reshape`, `ov::opset8::MatMul`, `ov::opset8::Relu`, `ov::opset8::Softmax`, `ov::descriptor::Tensor::set_names`, `ov::opset8::Result`, `ov::Model`, `ov::ParameterVector::vector` | Used to construct an OpenVINO model |
|
||||
|
||||
Basic OpenVINO™ Runtime API is covered by [Hello Classification C++ sample](../hello_classification/README.md).
|
||||
|
||||
| Options | Values |
|
||||
| :--- | :--- |
|
||||
| Validated Models | LeNet |
|
||||
| Model Format | model weights file (\*.bin) |
|
||||
| Validated images | single-channel `MNIST ubyte` images |
|
||||
| Supported devices | [All](../../../docs/OV_Runtime_UG/supported_plugins/Supported_Devices.md) |
|
||||
| Other language realization | [Python](../../../samples/python/model_creation_sample/README.md) |
|
||||
|
||||
## How It Works
|
||||
|
||||
At startup, the sample application does the following:
|
||||
- Reads command line parameters
|
||||
- [Build a Model](../../../docs/OV_Runtime_UG/model_representation.md) and passed weights file
|
||||
- Loads the model and input data to the OpenVINO™ Runtime plugin
|
||||
- Performs synchronous inference and processes output data, logging each step in a standard output stream
|
||||
|
||||
You can see the explicit description of each sample step at [Integration Steps](../../../docs/OV_Runtime_UG/Integrate_with_customer_application_new_API.md) section of "Integrate the OpenVINO™ Runtime with Your Application" guide.
|
||||
|
||||
## Building
|
||||
|
||||
To build the sample, please use instructions available at [Build the Sample Applications](../../../docs/OV_Runtime_UG/Samples_Overview.md) section in OpenVINO™ Toolkit Samples guide.
|
||||
|
||||
## Running
|
||||
|
||||
```
|
||||
model_creation_sample <path_to_lenet_weights> <device>
|
||||
```
|
||||
|
||||
> **NOTES**:
|
||||
>
|
||||
> - you can use LeNet model weights in the sample folder: `lenet.bin` with FP32 weights file
|
||||
> - The `lenet.bin` with FP32 weights file was generated by the [Model Optimizer](../../../docs/MO_DG/Deep_Learning_Model_Optimizer_DevGuide.md) tool from the public LeNet model with the `--input_shape [64,1,28,28]` parameter specified.
|
||||
>
|
||||
> The original model is available in the [Caffe* repository](https://github.com/BVLC/caffe/tree/master/examples/mnist) on GitHub\*.
|
||||
|
||||
|
||||
You can do inference of an image using a pre-trained model on a GPU using the following command:
|
||||
|
||||
```
|
||||
model_creation_sample lenet.bin GPU
|
||||
```
|
||||
|
||||
## Sample Output
|
||||
|
||||
The sample application logs each step in a standard output stream and outputs top-10 inference results.
|
||||
|
||||
```
|
||||
[ INFO ] OpenVINO Runtime version ......... <version>
|
||||
[ INFO ] Build ........... <build>
|
||||
[ INFO ]
|
||||
[ INFO ] Device info:
|
||||
[ INFO ] GPU
|
||||
[ INFO ] Intel GPU plugin version ......... <version>
|
||||
[ INFO ] Build ........... <build>
|
||||
[ INFO ]
|
||||
[ INFO ]
|
||||
[ INFO ] Create model from weights: lenet.bin
|
||||
[ INFO ] model name: lenet
|
||||
[ INFO ] inputs
|
||||
[ INFO ] input name: NONE
|
||||
[ INFO ] input type: f32
|
||||
[ INFO ] input shape: {64, 1, 28, 28}
|
||||
[ INFO ] outputs
|
||||
[ INFO ] output name: output_tensor
|
||||
[ INFO ] output type: f32
|
||||
[ INFO ] output shape: {64, 10}
|
||||
[ INFO ] Batch size is 10
|
||||
[ INFO ] model name: lenet
|
||||
[ INFO ] inputs
|
||||
[ INFO ] input name: NONE
|
||||
[ INFO ] input type: u8
|
||||
[ INFO ] input shape: {10, 28, 28, 1}
|
||||
[ INFO ] outputs
|
||||
[ INFO ] output name: output_tensor
|
||||
[ INFO ] output type: f32
|
||||
[ INFO ] output shape: {10, 10}
|
||||
[ INFO ] Compiling a model for the GPU device
|
||||
[ INFO ] Create infer request
|
||||
[ INFO ] Combine images in batch and set to input tensor
|
||||
[ INFO ] Start sync inference
|
||||
[ INFO ] Processing output tensor
|
||||
|
||||
Top 1 results:
|
||||
|
||||
Image 0
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
0 1.0000000 0
|
||||
|
||||
Image 1
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
1 1.0000000 1
|
||||
|
||||
Image 2
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
2 1.0000000 2
|
||||
|
||||
Image 3
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
3 1.0000000 3
|
||||
|
||||
Image 4
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
4 1.0000000 4
|
||||
|
||||
Image 5
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
5 1.0000000 5
|
||||
|
||||
Image 6
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
6 1.0000000 6
|
||||
|
||||
Image 7
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
7 1.0000000 7
|
||||
|
||||
Image 8
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
8 1.0000000 8
|
||||
|
||||
Image 9
|
||||
|
||||
classid probability label
|
||||
------- ----------- -----
|
||||
9 1.0000000 9
|
||||
|
||||
```
|
||||
|
||||
## Deprecation Notice
|
||||
|
||||
<table>
|
||||
<tr>
|
||||
<td><strong>Deprecation Begins</strong></td>
|
||||
<td>June 1, 2020</td>
|
||||
</tr>
|
||||
<tr>
|
||||
<td><strong>Removal Date</strong></td>
|
||||
<td>December 1, 2020</td>
|
||||
</tr>
|
||||
</table>
|
||||
|
||||
## See Also
|
||||
|
||||
- [Integrate the OpenVINO™ Runtime with Your Application](../../../docs/OV_Runtime_UG/Integrate_with_customer_application_new_API.md)
|
||||
- [Using OpenVINO™ Toolkit Samples](../../../docs/OV_Runtime_UG/Samples_Overview.md)
|
||||
- [Model Optimizer](../../../docs/MO_DG/Deep_Learning_Model_Optimizer_DevGuide.md)
|
||||
Binary file not shown.
@@ -0,0 +1,10 @@
|
||||
0
|
||||
1
|
||||
2
|
||||
3
|
||||
4
|
||||
5
|
||||
6
|
||||
7
|
||||
8
|
||||
9
|
||||
@@ -0,0 +1,324 @@
|
||||
// Copyright (C) 2018-2022 Intel Corporation
|
||||
// SPDX-License-Identifier: Apache-2.0
|
||||
//
|
||||
|
||||
#include <cstdint>
|
||||
#include <cstdlib>
|
||||
#include <cstring>
|
||||
#include <limits>
|
||||
#include <memory>
|
||||
#include <string>
|
||||
#include <vector>
|
||||
|
||||
// clang-format off
|
||||
#include "openvino/openvino.hpp"
|
||||
#include "openvino/opsets/opset1.hpp"
|
||||
#include "openvino/opsets/opset8.hpp"
|
||||
#include "ngraph/util.hpp"
|
||||
|
||||
#include "samples/args_helper.hpp"
|
||||
#include "samples/common.hpp"
|
||||
#include "samples/classification_results.h"
|
||||
#include "samples/slog.hpp"
|
||||
|
||||
#include "model_creation_sample.hpp"
|
||||
// clang-format on
|
||||
|
||||
constexpr auto N_TOP_RESULTS = 1;
|
||||
constexpr auto LENET_WEIGHTS_SIZE = 1724336;
|
||||
constexpr auto LENET_NUM_CLASSES = 10;
|
||||
|
||||
using namespace ov;
|
||||
using namespace ov::preprocess;
|
||||
|
||||
/**
|
||||
* @brief Read file to the buffer
|
||||
* @param file_name string
|
||||
* @param buffer to store file content
|
||||
* @param maxSize length of file
|
||||
* @return none
|
||||
*/
|
||||
void read_file(const std::string& file_name, void* buffer, size_t maxSize) {
|
||||
std::ifstream input_file;
|
||||
|
||||
input_file.open(file_name, std::ios::binary | std::ios::in);
|
||||
if (!input_file.is_open()) {
|
||||
throw std::logic_error("Cannot open weights file");
|
||||
}
|
||||
|
||||
if (!input_file.read(reinterpret_cast<char*>(buffer), maxSize)) {
|
||||
input_file.close();
|
||||
throw std::logic_error("Cannot read bytes from weights file");
|
||||
}
|
||||
|
||||
input_file.close();
|
||||
}
|
||||
|
||||
/**
|
||||
* @brief Read .bin file with weights for the trained model
|
||||
* @param filepath string
|
||||
* @return weightsPtr tensor blob
|
||||
*/
|
||||
ov::Tensor read_weights(const std::string& filepath) {
|
||||
std::ifstream weightFile(filepath, std::ifstream::ate | std::ifstream::binary);
|
||||
|
||||
int64_t fileSize = weightFile.tellg();
|
||||
OPENVINO_ASSERT(fileSize == LENET_WEIGHTS_SIZE,
|
||||
"Incorrect weights file. This sample works only with LeNet "
|
||||
"classification model.");
|
||||
|
||||
ov::Tensor weights(ov::element::u8, {static_cast<size_t>(fileSize)});
|
||||
read_file(filepath, weights.data(), weights.get_byte_size());
|
||||
|
||||
return std::move(weights);
|
||||
}
|
||||
|
||||
/**
|
||||
* @brief Create ngraph function
|
||||
* @return Ptr to ngraph function
|
||||
*/
|
||||
std::shared_ptr<ov::Model> create_model(const std::string& path_to_weights) {
|
||||
const ov::Tensor weights = read_weights(path_to_weights);
|
||||
const std::uint8_t* data = weights.data<std::uint8_t>();
|
||||
|
||||
// -------input------
|
||||
std::vector<ptrdiff_t> padBegin{0, 0};
|
||||
std::vector<ptrdiff_t> padEnd{0, 0};
|
||||
|
||||
auto paramNode = std::make_shared<ov::opset8::Parameter>(ov::element::Type_t::f32, ov::Shape({64, 1, 28, 28}));
|
||||
|
||||
// -------convolution 1----
|
||||
auto convFirstShape = Shape{20, 1, 5, 5};
|
||||
auto convolutionFirstConstantNode = std::make_shared<opset8::Constant>(element::Type_t::f32, convFirstShape, data);
|
||||
|
||||
auto convolutionNodeFirst = std::make_shared<opset8::Convolution>(paramNode->output(0),
|
||||
convolutionFirstConstantNode->output(0),
|
||||
Strides({1, 1}),
|
||||
CoordinateDiff(padBegin),
|
||||
CoordinateDiff(padEnd),
|
||||
Strides({1, 1}));
|
||||
|
||||
// -------Add--------------
|
||||
auto addFirstShape = Shape{1, 20, 1, 1};
|
||||
auto offset = shape_size(convFirstShape) * sizeof(float);
|
||||
auto addFirstConstantNode = std::make_shared<opset8::Constant>(element::Type_t::f32, addFirstShape, data + offset);
|
||||
|
||||
auto addNodeFirst = std::make_shared<opset8::Add>(convolutionNodeFirst->output(0), addFirstConstantNode->output(0));
|
||||
|
||||
// -------MAXPOOL----------
|
||||
Shape padBeginShape{0, 0};
|
||||
Shape padEndShape{0, 0};
|
||||
|
||||
auto maxPoolingNodeFirst = std::make_shared<opset1::MaxPool>(addNodeFirst->output(0),
|
||||
Strides{2, 2},
|
||||
padBeginShape,
|
||||
padEndShape,
|
||||
Shape{2, 2},
|
||||
op::RoundingType::CEIL);
|
||||
|
||||
// -------convolution 2----
|
||||
auto convSecondShape = Shape{50, 20, 5, 5};
|
||||
offset += shape_size(addFirstShape) * sizeof(float);
|
||||
auto convolutionSecondConstantNode =
|
||||
std::make_shared<opset8::Constant>(element::Type_t::f32, convSecondShape, data + offset);
|
||||
|
||||
auto convolutionNodeSecond = std::make_shared<opset8::Convolution>(maxPoolingNodeFirst->output(0),
|
||||
convolutionSecondConstantNode->output(0),
|
||||
Strides({1, 1}),
|
||||
CoordinateDiff(padBegin),
|
||||
CoordinateDiff(padEnd),
|
||||
Strides({1, 1}));
|
||||
|
||||
// -------Add 2------------
|
||||
auto addSecondShape = Shape{1, 50, 1, 1};
|
||||
offset += shape_size(convSecondShape) * sizeof(float);
|
||||
auto addSecondConstantNode =
|
||||
std::make_shared<opset8::Constant>(element::Type_t::f32, addSecondShape, data + offset);
|
||||
|
||||
auto addNodeSecond =
|
||||
std::make_shared<opset8::Add>(convolutionNodeSecond->output(0), addSecondConstantNode->output(0));
|
||||
|
||||
// -------MAXPOOL 2--------
|
||||
auto maxPoolingNodeSecond = std::make_shared<opset1::MaxPool>(addNodeSecond->output(0),
|
||||
Strides{2, 2},
|
||||
padBeginShape,
|
||||
padEndShape,
|
||||
Shape{2, 2},
|
||||
op::RoundingType::CEIL);
|
||||
|
||||
// -------Reshape----------
|
||||
auto reshapeFirstShape = Shape{2};
|
||||
auto reshapeOffset = shape_size(addSecondShape) * sizeof(float) + offset;
|
||||
auto reshapeFirstConstantNode =
|
||||
std::make_shared<opset8::Constant>(element::Type_t::i64, reshapeFirstShape, data + reshapeOffset);
|
||||
|
||||
auto reshapeFirstNode =
|
||||
std::make_shared<opset8::Reshape>(maxPoolingNodeSecond->output(0), reshapeFirstConstantNode->output(0), true);
|
||||
|
||||
// -------MatMul 1---------
|
||||
auto matMulFirstShape = Shape{500, 800};
|
||||
offset = shape_size(reshapeFirstShape) * sizeof(int64_t) + reshapeOffset;
|
||||
auto matMulFirstConstantNode =
|
||||
std::make_shared<opset8::Constant>(element::Type_t::f32, matMulFirstShape, data + offset);
|
||||
|
||||
auto matMulFirstNode =
|
||||
std::make_shared<opset8::MatMul>(reshapeFirstNode->output(0), matMulFirstConstantNode->output(0), false, true);
|
||||
|
||||
// -------Add 3------------
|
||||
auto addThirdShape = Shape{1, 500};
|
||||
offset += shape_size(matMulFirstShape) * sizeof(float);
|
||||
auto addThirdConstantNode = std::make_shared<opset8::Constant>(element::Type_t::f32, addThirdShape, data + offset);
|
||||
|
||||
auto addThirdNode = std::make_shared<opset8::Add>(matMulFirstNode->output(0), addThirdConstantNode->output(0));
|
||||
|
||||
// -------Relu-------------
|
||||
auto reluNode = std::make_shared<opset8::Relu>(addThirdNode->output(0));
|
||||
|
||||
// -------Reshape 2--------
|
||||
auto reshapeSecondShape = Shape{2};
|
||||
auto reshapeSecondConstantNode =
|
||||
std::make_shared<opset8::Constant>(element::Type_t::i64, reshapeSecondShape, data + reshapeOffset);
|
||||
|
||||
auto reshapeSecondNode =
|
||||
std::make_shared<opset8::Reshape>(reluNode->output(0), reshapeSecondConstantNode->output(0), true);
|
||||
|
||||
// -------MatMul 2---------
|
||||
auto matMulSecondShape = Shape{10, 500};
|
||||
offset += shape_size(addThirdShape) * sizeof(float);
|
||||
auto matMulSecondConstantNode =
|
||||
std::make_shared<opset8::Constant>(element::Type_t::f32, matMulSecondShape, data + offset);
|
||||
|
||||
auto matMulSecondNode = std::make_shared<opset8::MatMul>(reshapeSecondNode->output(0),
|
||||
matMulSecondConstantNode->output(0),
|
||||
false,
|
||||
true);
|
||||
|
||||
// -------Add 4------------
|
||||
auto add4Shape = Shape{1, 10};
|
||||
offset += shape_size(matMulSecondShape) * sizeof(float);
|
||||
auto add4ConstantNode = std::make_shared<opset8::Constant>(element::Type_t::f32, add4Shape, data + offset);
|
||||
|
||||
auto add4Node = std::make_shared<opset8::Add>(matMulSecondNode->output(0), add4ConstantNode->output(0));
|
||||
|
||||
// -------softMax----------
|
||||
auto softMaxNode = std::make_shared<opset8::Softmax>(add4Node->output(0), 1);
|
||||
softMaxNode->get_output_tensor(0).set_names({"output_tensor"});
|
||||
|
||||
// ------- OpenVINO function--
|
||||
auto result_full = std::make_shared<opset8::Result>(softMaxNode->output(0));
|
||||
|
||||
std::shared_ptr<ov::Model> fnPtr =
|
||||
std::make_shared<ov::Model>(result_full, ov::ParameterVector{paramNode}, "lenet");
|
||||
|
||||
return fnPtr;
|
||||
}
|
||||
|
||||
/**
|
||||
* @brief The entry point for OpenVINO ov::Model creation sample
|
||||
*/
|
||||
int main(int argc, char* argv[]) {
|
||||
try {
|
||||
// -------- Get OpenVINO runtime version --------
|
||||
slog::info << ov::get_openvino_version() << slog::endl;
|
||||
|
||||
// -------- Parsing and validation of input arguments --------
|
||||
if (argc != 3) {
|
||||
std::cout << "Usage : " << argv[0] << " <path_to_lenet_weights> <device>" << std::endl;
|
||||
return EXIT_FAILURE;
|
||||
}
|
||||
const std::string weights_path{argv[1]};
|
||||
const std::string device_name{argv[2]};
|
||||
|
||||
// -------- Step 1. Initialize OpenVINO Runtime Core object --------
|
||||
ov::Core core;
|
||||
|
||||
slog::info << "Device info: " << slog::endl;
|
||||
slog::info << core.get_versions(device_name) << slog::endl;
|
||||
|
||||
// -------- Step 2. Create network using ov::Function --------
|
||||
slog::info << "Create model from weights: " << weights_path << slog::endl;
|
||||
std::shared_ptr<ov::Model> model = create_model(weights_path);
|
||||
printInputAndOutputsInfo(*model);
|
||||
|
||||
OPENVINO_ASSERT(model->inputs().size() == 1, "Incorrect number of inputs for LeNet");
|
||||
OPENVINO_ASSERT(model->outputs().size() == 1, "Incorrect number of outputs for LeNet");
|
||||
|
||||
ov::Shape input_shape = model->input().get_shape();
|
||||
OPENVINO_ASSERT(input_shape.size() == 4, "Incorrect input dimensions for LeNet");
|
||||
|
||||
const ov::Shape output_shape = model->output().get_shape();
|
||||
OPENVINO_ASSERT(output_shape.size() == 2, "Incorrect output dimensions for LeNet");
|
||||
|
||||
const auto classCount = output_shape[1];
|
||||
OPENVINO_ASSERT(classCount <= LENET_NUM_CLASSES, "Incorrect number of output classes for LeNet model");
|
||||
|
||||
// -------- Step 3. Apply preprocessing --------
|
||||
const Layout tensor_layout{"NHWC"};
|
||||
|
||||
// apply preprocessing
|
||||
ov::preprocess::PrePostProcessor ppp = ov::preprocess::PrePostProcessor(model);
|
||||
|
||||
// 1) InputInfo() with no args assumes a model has a single input
|
||||
ov::preprocess::InputInfo& input_info = ppp.input();
|
||||
// 2) Set input tensor information:
|
||||
// - layout of data is 'NHWC'
|
||||
// - precision of tensor is supposed to be 'u8'
|
||||
input_info.tensor().set_layout(tensor_layout).set_element_type(element::u8);
|
||||
// 3) Here we suppose model has 'NCHW' layout for input
|
||||
input_info.model().set_layout("NCHW");
|
||||
|
||||
// 4) Once the build() method is called, the preprocessing steps
|
||||
// for layout and precision conversions are inserted automatically
|
||||
model = ppp.build();
|
||||
|
||||
// Set batch size using images count
|
||||
const size_t batch_size = digits.size();
|
||||
|
||||
// -------- Step 4. Reshape a model to new batch size --------
|
||||
// Setting batch size using image count
|
||||
ov::set_batch(model, batch_size);
|
||||
slog::info << "Batch size is " << std::to_string(batch_size) << slog::endl;
|
||||
printInputAndOutputsInfo(*model);
|
||||
|
||||
// -------- Step 5. Compiling model for the device --------
|
||||
slog::info << "Compiling a model for the " << device_name << " device" << slog::endl;
|
||||
ov::CompiledModel compiled_model = core.compile_model(model, device_name);
|
||||
|
||||
// -------- Step 6. Create infer request --------
|
||||
slog::info << "Create infer request" << slog::endl;
|
||||
ov::InferRequest infer_request = compiled_model.create_infer_request();
|
||||
|
||||
// -------- Step 7. Combine multiple input images as batch --------
|
||||
slog::info << "Combine images in batch and set to input tensor" << slog::endl;
|
||||
ov::Tensor input_tensor = infer_request.get_input_tensor();
|
||||
|
||||
// Iterate over all input images and copy data to input tensor
|
||||
for (size_t image_id = 0; image_id < digits.size(); ++image_id) {
|
||||
const size_t image_size = shape_size(model->input().get_shape()) / batch_size;
|
||||
std::memcpy(input_tensor.data<std::uint8_t>() + image_id * image_size, digits[image_id], image_size);
|
||||
}
|
||||
|
||||
// -------- Step 8. Do sync inference --------
|
||||
slog::info << "Start sync inference" << slog::endl;
|
||||
infer_request.infer();
|
||||
|
||||
// -------- Step 9. Process output --------
|
||||
slog::info << "Processing output tensor" << slog::endl;
|
||||
const ov::Tensor output_tensor = infer_request.get_output_tensor();
|
||||
|
||||
const std::vector<std::string> lenet_labels{"0", "1", "2", "3", "4", "5", "6", "7", "8", "9"};
|
||||
|
||||
// Prints formatted classification results
|
||||
ClassificationResult classification_result(output_tensor,
|
||||
lenet_labels, // in this sample images have the same names as labels
|
||||
batch_size,
|
||||
N_TOP_RESULTS,
|
||||
lenet_labels);
|
||||
classification_result.show();
|
||||
} catch (const std::exception& ex) {
|
||||
slog::err << ex.what() << slog::endl;
|
||||
return EXIT_FAILURE;
|
||||
}
|
||||
|
||||
return EXIT_SUCCESS;
|
||||
}
|
||||
@@ -0,0 +1,448 @@
|
||||
// Copyright (C) 2018-2022 Intel Corporation
|
||||
// SPDX-License-Identifier: Apache-2.0
|
||||
//
|
||||
|
||||
#pragma once
|
||||
|
||||
#include <iostream>
|
||||
#include <string>
|
||||
#include <vector>
|
||||
|
||||
static const unsigned char digit_0[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0b, 0x96, 0xfd, 0xca, 0x1f, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x25, 0xfb, 0xfb, 0xfd, 0x6b, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0x15, 0xc5, 0xfb, 0xfb, 0xfd, 0x6b, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x6e, 0xbe, 0xfb,
|
||||
0xfb, 0xfb, 0xfd, 0xa9, 0x6d, 0x3e, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0xfd, 0xfb, 0xfb, 0xfb, 0xfb, 0xfd, 0xfb, 0xfb, 0xdc, 0x33, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xb6, 0xff, 0xfd, 0xfd, 0xfd,
|
||||
0xfd, 0xea, 0xde, 0xfd, 0xfd, 0xfd, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0x3f, 0xdd, 0xfd, 0xfb, 0xfb, 0xfb, 0x93, 0x4d, 0x3e, 0x80, 0xfb, 0xfb, 0x69, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x20, 0xe7, 0xfb, 0xfd, 0xfb, 0xdc, 0x89, 0x0a,
|
||||
0, 0, 0x1f, 0xe6, 0xfb, 0xf3, 0x71, 0x05, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x25, 0xfb, 0xfb, 0xfd, 0xbc, 0x14, 0, 0, 0, 0, 0, 0x6d, 0xfb, 0xfd, 0xfb, 0x23, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x25, 0xfb, 0xfb, 0xc9, 0x1e, 0, 0, 0, 0,
|
||||
0, 0, 0x1f, 0xc8, 0xfd, 0xfb, 0x23, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x25, 0xfd, 0xfd, 0, 0, 0, 0, 0, 0, 0, 0, 0x20, 0xca, 0xff, 0xfd, 0xa4, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x8c, 0xfb, 0xfb, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x6d, 0xfb, 0xfd, 0xfb, 0x23, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xd9,
|
||||
0xfb, 0xfb, 0, 0, 0, 0, 0, 0, 0x15, 0x3f, 0xe7, 0xfb, 0xfd, 0xe6, 0x1e, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0xd9, 0xfb, 0xfb, 0, 0, 0, 0, 0, 0, 0x90, 0xfb,
|
||||
0xfb, 0xfb, 0xdd, 0x3d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xd9, 0xfb,
|
||||
0xfb, 0, 0, 0, 0, 0, 0xb6, 0xdd, 0xfb, 0xfb, 0xfb, 0xb4, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0xda, 0xfd, 0xfd, 0x49, 0x49, 0xe4, 0xfd, 0xfd, 0xff, 0xfd, 0xfd, 0xfd,
|
||||
0xfd, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x71, 0xfb, 0xfb,
|
||||
0xfd, 0xfb, 0xfb, 0xfb, 0xfb, 0xfd, 0xfb, 0xfb, 0xfb, 0x93, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0x1f, 0xe6, 0xfb, 0xfd, 0xfb, 0xfb, 0xfb, 0xfb, 0xfd, 0xe6, 0xbd, 0x23, 0x0a,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x3e, 0x8e, 0xfd,
|
||||
0xfb, 0xfb, 0xfb, 0xfb, 0xfd, 0x6b, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0x48, 0xae, 0xfb, 0xad, 0x47, 0x48, 0x1e, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_1[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x26, 0xfe, 0x6d, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x57, 0xfc, 0x52, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x87, 0xf1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x2d, 0xf4, 0x96, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x54, 0xfe, 0x3f, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xca, 0xdf, 0x0b, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x20, 0xfe, 0xd8, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x5f, 0xfe, 0xc3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x8c, 0xfe, 0x4d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x39, 0xed, 0xcd, 0x08, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x7c, 0xff, 0xa5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xab, 0xfe, 0x51, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x18, 0xe8, 0xd7, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x78, 0xfe, 0x9f, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x97, 0xfe, 0x8e, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xe4, 0xfe, 0x42, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x3d, 0xfb, 0xfe, 0x42, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x8d, 0xfe, 0xcd, 0x03, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0a, 0xd7, 0xfe, 0x79, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x05, 0xc6, 0xb0, 0x0a, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_2[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x74,
|
||||
0x7d, 0xab, 0xff, 0xff, 0x96, 0x5d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0xa9, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xda, 0x1e, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xa9, 0xfd, 0xfd, 0xfd,
|
||||
0xd5, 0x8e, 0xb0, 0xfd, 0xfd, 0x7a, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x34, 0xfa, 0xfd, 0xd2, 0x20, 0x0c, 0, 0x06, 0xce, 0xfd, 0x8c, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x4d, 0xfb, 0xd2, 0x19, 0, 0,
|
||||
0, 0x7a, 0xf8, 0xfd, 0x41, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x1f, 0x12, 0, 0, 0, 0, 0xd1, 0xfd, 0xfd, 0x41, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x75,
|
||||
0xf7, 0xfd, 0xc6, 0x0a, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x4c, 0xf7, 0xfd, 0xe7, 0x3f, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x80, 0xfd, 0xfd,
|
||||
0x90, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0xb0, 0xf6, 0xfd, 0x9f, 0x0c, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x19, 0xea, 0xfd, 0xe9, 0x23, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0xc6, 0xfd, 0xfd, 0x8d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x4e, 0xf8, 0xfd, 0xbd, 0x0c, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x13, 0xc8, 0xfd, 0xfd, 0x8d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x86, 0xfd, 0xfd, 0xad, 0x0c, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xf8,
|
||||
0xfd, 0xfd, 0x19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0xf8, 0xfd, 0xfd, 0x2b, 0x14, 0x14, 0x14, 0x14, 0x05, 0, 0x05,
|
||||
0x14, 0x14, 0x25, 0x96, 0x96, 0x96, 0x93, 0x0a, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xf8, 0xfd,
|
||||
0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xa8, 0x8f, 0xa6, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0x7b, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0xae, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd, 0xfd,
|
||||
0xf9, 0xf7, 0xf7, 0xa9, 0x75, 0x75, 0x39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x76, 0x7b,
|
||||
0x7b, 0x7b, 0xa6, 0xfd, 0xfd, 0xfd, 0x9b, 0x7b, 0x7b, 0x29, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_3[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x15, 0x71, 0xc1, 0xfe, 0xfd, 0xfe, 0xfd, 0xfe, 0xac, 0x52, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xb7, 0xfd, 0xfc, 0xfd, 0xfc, 0xfd,
|
||||
0xfc, 0xfd, 0xfc, 0xf3, 0x28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0xcb, 0xff, 0xe9, 0xb7, 0x66, 0xcb, 0xcb, 0xea, 0xfd, 0xfe, 0x97, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x51, 0x97, 0x32, 0, 0, 0, 0x29,
|
||||
0xc1, 0xfc, 0xfd, 0x6f, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x0b, 0xd5, 0xfe, 0xfd, 0xcb, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x7b, 0xd5, 0xfc, 0xfd,
|
||||
0xfc, 0x51, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x33, 0xfd, 0xfe, 0xfd, 0xfe, 0x97, 0x15, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0a, 0xd4, 0xfd, 0xfc, 0xfd, 0xe8,
|
||||
0xdf, 0x7a, 0x52, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0x7b, 0xdf, 0xfe, 0xfd, 0xfe, 0xfd, 0xfe, 0x47, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x14, 0x32, 0x83, 0xd5,
|
||||
0xfc, 0xfd, 0xc0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0x15, 0xa2, 0xfe, 0xfd, 0x66, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x15, 0xcb,
|
||||
0xfd, 0xfc, 0x3d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x84, 0xfd, 0xfe, 0x5b, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x15, 0x8e, 0xfd, 0xfc, 0xe9,
|
||||
0x1e, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0x29, 0xd6, 0xfd, 0xfe, 0xd5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xa3, 0xf3, 0xfd, 0xfc, 0xac, 0x0a, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0b, 0xad, 0xad,
|
||||
0xfd, 0xff, 0xfd, 0xe0, 0x51, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0x84, 0xfc, 0xfd, 0xfc, 0xfd, 0xab, 0x14, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x99, 0xfd, 0xf4, 0xcb,
|
||||
0x52, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0x5c, 0xc0, 0x7a, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_4[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x32, 0xe0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x46, 0x1d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x79, 0xe7, 0, 0, 0, 0, 0, 0, 0, 0x94, 0xa8, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x04, 0xc3, 0xe7, 0,
|
||||
0, 0, 0, 0, 0, 0, 0x60, 0xd2, 0x0b, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0x45, 0xfc, 0x86, 0, 0, 0, 0, 0, 0, 0, 0x72, 0xfc, 0x15, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x2d, 0xec, 0xd9, 0x0c, 0, 0,
|
||||
0, 0, 0, 0, 0, 0xc0, 0xfc, 0x15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0xa8, 0xf7, 0x35, 0, 0, 0, 0, 0, 0, 0, 0x12, 0xff, 0xfd, 0x15, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x54, 0xf2, 0xd3, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0x8d, 0xfd, 0xbd, 0x05, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0xa9, 0xfc, 0x6a, 0, 0, 0, 0, 0, 0, 0, 0x20, 0xe8, 0xfa, 0x42, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0f, 0xe1, 0xfc, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x86, 0xfc, 0xd3, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x16,
|
||||
0xfc, 0xa4, 0, 0, 0, 0, 0, 0, 0, 0, 0xa9, 0xfc, 0xa7, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0x09, 0xcc, 0xd1, 0x12, 0, 0, 0, 0, 0, 0, 0x16,
|
||||
0xfd, 0xfd, 0x6b, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xa9,
|
||||
0xfc, 0xc7, 0x55, 0x55, 0x55, 0x55, 0x81, 0xa4, 0xc3, 0xfc, 0xfc, 0x6a, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0x29, 0xaa, 0xf5, 0xfc, 0xfc, 0xfc, 0xfc, 0xe8, 0xe7, 0xfb, 0xfc,
|
||||
0xfc, 0x09, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x31, 0x54, 0x54, 0x54, 0x54, 0, 0, 0xa1, 0xfc, 0xfc, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x7f, 0xfc, 0xfc,
|
||||
0x2d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0x80, 0xfd, 0xfd, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x7f, 0xfc, 0xfc, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0x87, 0xfc, 0xf4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xe8, 0xec, 0x6f, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0xb3, 0x42, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_5[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x33, 0x84, 0xd6, 0xfd, 0xfe, 0xfd, 0xcb, 0xa2, 0x29,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x66, 0x8e, 0xcb, 0xcb,
|
||||
0xfd, 0xfc, 0xfd, 0xfc, 0x97, 0x46, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0xfe, 0xfd, 0xf4, 0xcb, 0x8e, 0x66, 0x52, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xac, 0xfc, 0xcb, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x15, 0xdf, 0xea, 0x1e, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x7a, 0xfd, 0x32, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x7b, 0xfe, 0x5b, 0x33, 0x33, 0x33, 0x0a, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x15, 0xdf, 0xfd, 0xfc, 0xfd, 0xfc, 0xfd,
|
||||
0xac, 0x52, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x15, 0xd6, 0xfd, 0xcb, 0xa2, 0x66, 0x66, 0xcb, 0xdf, 0xfe, 0xfd, 0x33, 0x0a, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x3d, 0xfd, 0xab, 0, 0, 0, 0, 0, 0x14,
|
||||
0x70, 0xc0, 0xfd, 0xd4, 0x29, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x66, 0xcb, 0xea, 0x33, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0x14, 0xd5, 0xe8, 0x52, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x3e, 0xcb, 0xea, 0x70, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0x14, 0xd5, 0xfc, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x99, 0xfd, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0x29, 0xe9, 0xd4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x71, 0x5c,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x1f, 0xad, 0xf4, 0x28, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0x52, 0xfd, 0x97, 0, 0, 0, 0, 0, 0, 0x15, 0x66, 0x66, 0xb7,
|
||||
0xe9, 0xd4, 0x51, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x52, 0xff, 0xfd, 0xea,
|
||||
0x98, 0x99, 0xc1, 0xad, 0xfd, 0xfe, 0xfd, 0xfe, 0xd5, 0x8e, 0x14, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0x47, 0x97, 0x97, 0xe8, 0xfd, 0xd4, 0xc0, 0x97, 0x83, 0x32, 0x32, 0x0a, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_6[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x07,
|
||||
0xcc, 0xfd, 0xb0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x07, 0x96, 0xfc, 0xfc, 0x7d, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x75, 0xfc, 0xba,
|
||||
0x38, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0x8d, 0xfc, 0x76, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x9a, 0xf7, 0x32, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x1a, 0xfd, 0xc4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x96, 0xfd, 0xc4, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x39, 0x55, 0x55, 0x26, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0xe1, 0xfd, 0x60, 0, 0, 0, 0, 0, 0x97, 0xe2, 0xf3, 0xfc, 0xfc, 0xee, 0x7d, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0a, 0xe5, 0xe2, 0, 0, 0, 0x04, 0x36,
|
||||
0xe5, 0xfd, 0xff, 0xea, 0xaf, 0xe1, 0xff, 0xe4, 0x1f, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x6e, 0xfc, 0x96, 0, 0, 0x1a, 0x80, 0xfc, 0xfc, 0xe3, 0x86, 0x1c, 0, 0, 0xb2, 0xfc, 0x38, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x9f, 0xfc, 0x71, 0, 0, 0x96, 0xfd, 0xfc, 0xba,
|
||||
0x2b, 0, 0, 0, 0, 0x8d, 0xfc, 0x38, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0xb9, 0xfc, 0x71, 0, 0x26, 0xed, 0xfd, 0x97, 0x06, 0, 0, 0, 0, 0, 0x8d, 0xca, 0x06, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0xc6, 0xfd, 0x72, 0, 0x93, 0xfd, 0xa3, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x9a, 0xc5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xc5,
|
||||
0xfc, 0x71, 0, 0xac, 0xfc, 0xbc, 0, 0, 0, 0, 0, 0, 0x1a, 0xfd, 0xab, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0xc5, 0xfc, 0x71, 0, 0x13, 0xe7, 0xf7, 0x7a, 0x13, 0, 0,
|
||||
0, 0, 0xc8, 0xf4, 0x38, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x1a, 0xde, 0xfc,
|
||||
0x71, 0, 0, 0x19, 0xcb, 0xfc, 0xc1, 0x0d, 0, 0x4c, 0xc8, 0xf9, 0x7d, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0xb9, 0xfd, 0xb3, 0x0a, 0, 0, 0, 0x4c, 0x23, 0x1d, 0x9a, 0xfd,
|
||||
0xf4, 0x7d, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x1c, 0xd1, 0xfd,
|
||||
0xc4, 0x52, 0x39, 0x39, 0x83, 0xc5, 0xfc, 0xfd, 0xd6, 0x51, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x19, 0xd8, 0xfc, 0xfc, 0xfc, 0xfd, 0xfc, 0xfc, 0xfc, 0x9c, 0x13, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x10, 0x67,
|
||||
0x8b, 0xf0, 0x8c, 0x8b, 0x8b, 0x28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_7[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x54, 0xb9, 0x9f, 0x97, 0x3c, 0x24, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0xde, 0xfe, 0xfe, 0xfe, 0xfe, 0xf1, 0xc6, 0xc6, 0xc6, 0xc6, 0xc6, 0xc6, 0xc6, 0xc6, 0xaa, 0x34, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x43, 0x72, 0x48, 0x72, 0xa3, 0xe3, 0xfe, 0xe1,
|
||||
0xfe, 0xfe, 0xfe, 0xfa, 0xe5, 0xfe, 0xfe, 0x8c, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0x11, 0x42, 0x0e, 0x43, 0x43, 0x43, 0x3b, 0x15, 0xec, 0xfe, 0x6a, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0x53, 0xfd, 0xd1, 0x12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x16, 0xe9, 0xff, 0x53, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x81, 0xfe, 0xee, 0x2c, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x3b, 0xf9, 0xfe, 0x3e, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x85,
|
||||
0xfe, 0xbb, 0x05, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x09, 0xcd, 0xf8, 0x3a, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x7e, 0xfe, 0xb6,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0x4b, 0xfb, 0xf0, 0x39, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x13, 0xdd, 0xfe, 0xa6, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0x03, 0xcb, 0xfe, 0xdb, 0x23, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x26, 0xfe, 0xfe, 0x4d, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x1f, 0xe0, 0xfe, 0x73, 0x01, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x85, 0xfe, 0xfe, 0x34, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x3d, 0xf2,
|
||||
0xfe, 0xfe, 0x34, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x79, 0xfe, 0xfe, 0xdb, 0x28, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x79, 0xfe, 0xcf,
|
||||
0x12, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_8[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x06, 0x4b, 0, 0x62, 0xb9, 0xb2, 0x5e, 0x13, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0f, 0x6f, 0xc3, 0xee, 0x5e, 0, 0xd0, 0xf9, 0xfe,
|
||||
0xfe, 0x74, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x14, 0x32, 0x6b,
|
||||
0xc5, 0xf6, 0xb7, 0x19, 0, 0, 0x51, 0xf5, 0xfe, 0xf9, 0x5b, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0x12, 0x54, 0xe6, 0xfe, 0xfe, 0xdd, 0x56, 0, 0, 0x01, 0x7d, 0xfd, 0xfe, 0xb2, 0x35,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x85, 0xfe, 0xfe, 0xd9, 0x76, 0x04,
|
||||
0, 0, 0x3e, 0xca, 0xfe, 0xf1, 0x83, 0x08, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0x6b, 0xf4, 0xfe, 0xd5, 0x2d, 0, 0, 0, 0x3e, 0xf0, 0xfe, 0xdc, 0x1d, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x2c, 0xf6, 0xfe, 0xd1, 0x31, 0, 0, 0, 0x1f,
|
||||
0xf1, 0xfe, 0xdd, 0x1b, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x5f, 0xfe, 0xfe, 0x37, 0, 0, 0, 0x11, 0xc6, 0xfe, 0xda, 0x1c, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x1b, 0xdb, 0xfe, 0xe9, 0x90, 0x27, 0x2a, 0xcc, 0xfe, 0xcd,
|
||||
0x0a, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x73, 0xf8, 0xfe, 0xfe, 0xf4, 0xe9, 0xfe, 0xdf, 0x18, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x26, 0x54, 0xa8, 0xf5, 0xfe, 0xfe, 0xfe, 0xcf, 0x73,
|
||||
0x09, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0x0e, 0xec, 0xfe, 0xe6, 0xa3, 0xed, 0xf4, 0xd3, 0x50, 0x01, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x63, 0xfe, 0xfe, 0x63, 0, 0, 0x25, 0xe1,
|
||||
0xfe, 0x82, 0x08, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x47, 0xfe, 0xe5, 0x0c, 0, 0, 0, 0x02, 0xaa, 0xfe, 0x33, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x60, 0xfe, 0xfe, 0x12, 0, 0, 0, 0, 0x51,
|
||||
0xfe, 0xc6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x50, 0xfe, 0xfe, 0x12, 0, 0, 0, 0, 0x83, 0xfe, 0x77, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x05, 0xd6, 0xfe, 0x4e, 0, 0, 0, 0x01, 0xb7, 0xf4,
|
||||
0x3f, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x40, 0xfd, 0xdf, 0x18, 0, 0x02, 0x7e, 0xfe, 0xb2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x57, 0xee, 0xde, 0x77, 0xb1, 0xfe, 0xd9, 0x1b, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x12, 0x9a, 0xc4, 0xc4, 0x65, 0x19, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const unsigned char digit_9[28 * 28] = {
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x24, 0x38, 0x89, 0xc9, 0xc7, 0x5f, 0x25, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x2d, 0x98, 0xea, 0xfe, 0xfe, 0xfe, 0xfe, 0xfe, 0xfa, 0xd3, 0x97, 0x06,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x2e, 0x99, 0xf0, 0xfe, 0xfe,
|
||||
0xe3, 0xa6, 0x85, 0xfb, 0xc8, 0xfe, 0xe5, 0xe1, 0x68, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0x99, 0xea, 0xfe, 0xfe, 0xbb, 0x8e, 0x08, 0, 0, 0xbf, 0x28, 0xc6, 0xf6, 0xdf, 0xfd, 0x15,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x08, 0x7e, 0xfd, 0xfe, 0xe9, 0x80, 0x0b, 0, 0,
|
||||
0, 0, 0xd2, 0x2b, 0x46, 0xfe, 0xfe, 0xfe, 0x15, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0x48, 0xf3, 0xfe, 0xe4, 0x36, 0, 0, 0, 0, 0x03, 0x20, 0x74, 0xe1, 0xf2, 0xfe, 0xff, 0xa2, 0x05, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x4b, 0xf0, 0xfe, 0xdf, 0x6d, 0x8a, 0xb2, 0xb2, 0xa9, 0xd2,
|
||||
0xfb, 0xe7, 0xfe, 0xfe, 0xfe, 0xe8, 0x26, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x09,
|
||||
0xaf, 0xf4, 0xfd, 0xff, 0xfe, 0xfe, 0xfb, 0xfe, 0xfe, 0xfe, 0xfe, 0xfe, 0xfc, 0xab, 0x19, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x10, 0x88, 0xc3, 0xb0, 0x92, 0x99, 0xc8, 0xfe, 0xfe,
|
||||
0xfe, 0xfe, 0x96, 0x10, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0xa2, 0xfe, 0xfe, 0xf1, 0x63, 0x03, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x76, 0xfa, 0xfe, 0xfe, 0x5a,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0x64, 0xf2, 0xfe, 0xfe, 0xd3, 0x07, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x36, 0xf1, 0xfe, 0xfe, 0xf2, 0x3b, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0x83, 0xfe, 0xfe, 0xf4, 0x40, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0d, 0xf9, 0xfe, 0xfe, 0x98, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x0c, 0xe4,
|
||||
0xfe, 0xfe, 0xd0, 0x08, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0x4e, 0xff, 0xfe, 0xfe, 0x42, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0xd1, 0xfe, 0xfe,
|
||||
0x89, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0xe3, 0xff, 0xe9, 0x19, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0x71, 0xff, 0x6c, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
|
||||
0, 0, 0, 0, 0,
|
||||
};
|
||||
|
||||
static const std::vector<const unsigned char*> digits =
|
||||
{digit_0, digit_1, digit_2, digit_3, digit_4, digit_5, digit_6, digit_7, digit_8, digit_9};
|
||||
Reference in new issue
Block a user