# 移植模型

Tab Neural Processing Engine
Tab AI Engine Direct

- *class* tabincludedirective

    - ## 使用 Qualcomm Neural Processing Engine SDK 移植模型

![../_images/snpe-model-porting-flow.png](data:image/png;base64,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)

### 模型转换

将源自 PyTorch、Onnx、TensorFlow 或 TFLite 的 32 位精度浮点型预训练模型输入到 SNPE 转换工具 (snpe-&lt;framework&gt;-to-dlc)，将模型转换为 Qualcomm 特定的模型的模型文件，即深度学习容器 (DLC)。

除了来自源框架的输入模型之外，转换工具还需要有关输入模型的其他详细信息，例如输入节点名称、其对应的输入维度以及任何输出张量名称（对于具有多个输出的模型而言）。

可参考[转换工具](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/tools.html)，了解所有可用的可配置参数；也可以运行命令行帮助:

snpe-<framework>-to-dlc --help
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required arguments:
    
    -d INPUT_NAME INPUT_DIM, --input_dim INPUT_NAME INPUT_DIM
        The names and dimensions of the network input layers specified in the format
        [input_name comma-separated-dimensions], for example:
        'data' 1,224,224,3
         Note that the quotes should always be included in order to handle special
         characters, spaces, etc.
         For multiple inputs specify multiple --input_dim on the command line like:
         --input_dim 'data1' 1,224,224,3 --input_dim 'data2' 1,50,100,3
    --out_node OUT_NAMES, --out_name OUT_NAMES
         Name of the graph's output Tensor Names. Multiple output names should be
         provided separately like:
         --out_name out_1 --out_name out_2
    --input_network INPUT_NETWORK, -i INPUT_NETWORK
         Path to the source framework model.
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Note

如果您的工作环境中不存在 `yaml` 软件包，请使用以下命令进行安装：

pip install pyyaml
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以下示例使用的是从 [ONNX Model Zoo](https://github.com/onnx/models/blob/main/Computer_Vision/inception_v3_Opset16_timm/inception_v3_Opset16.onnx) 下载的 ONNX 模型 (*inception\_v3\_opset16.onnx*)。

将模型 `inception_v3.onnx` 下载到您的工作区。在此示例中，我们将模型下载到 `~/models` 目录。

运行以下命令生成 `inception_v3.dlc` 模型。

${QAIRT_ROOT}/bin/x86_64-linux-clang/snpe-onnx-to-dlc --input_network ~/models/inception_v3.onnx --output_path ~/models/inception_v3.dlc --input_dim 'x' 1,3,299,299
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![../_images/snpe-model-conversion.png](data:image/png;base64,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)

### 模型量化

如需在 Hexagon 张量处理器 (HTP) 上运行模型，转换后的 DLC 必须进行量化。SNPE 提供了一个量化工具 (snpe-dlc-quant)，可使用其自身的量化算法将 DLC 模型量化为 INT8/INT16 DLC。关于 SNPE 量化的更多信息，可从[此处](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/quantized_models.html)获取。

SNPE 中的量化过程分为两个步骤：

1. 模型内部权重和偏置的量化。

    - 权重和偏置的量化是一个静态步骤，即无需用户额外输入数据。
2. 激活层（或没有权重的层）的量化。

    - 对激活层进行量化时，需要将一组来自训练数据集的输入图像用作校准数据。
    - 这些校准数据集图像采用 .raw 格式，以预处理图像文件列表形式输入。这些输入的 .raw 文件的文件大小必须与模型的输入大小相匹配。

snpe-dlc-quant 的输入包括一个转换后的 DLC 模型和一个包含校准数据集图像路径的纯文本文件。该输入列表包含以 NumPy 数组形式保存在 .raw 格式文件中的预处理图像的路径。预处理图像的大小必须与模型的输入分辨率相匹配。

snpe-dlc-quant 工具的输出是一个量化后的 DLC。

[ --input_dlc=<val> ]
                 Path to the dlc container
                 containing the model for which fixed-point encoding metadata should be generated.
                 This argument is required.
    [ --input_list=<val> ] Path to a file
                 specifying the trial inputs. This file should be a plain text file, containing one
                 or more absolute file paths per line. These files will be taken to constitute the
                 trial set. Each path is expected to point to a binary file containing one trial
                 input in the 'raw' format, ready to be consumed by the tool without any further
                 modifications. This is similar to how input is provided to snpe-net-run
                 application.
    [ --output_dlc=<val> ] Path at which the
                 metadata-included quantized model container should be written. If this argument is
                 omitted, the quantized model will be written at
                 <unquantized_model_name>_quantized.dlc.
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Note

使用 [Netron](https://github.com/lutzroeder/netron/releases/latest) 图形可视化工具来识别模型的输入/输出层维度。

![../_images/snpe-model-quant-properties.png](data:image/png;base64,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)

为进行演示，我们可以使用随机输入文件来评估量化过程。可以使用下方所示的简单 Python 脚本生成 `inception_v3.onnx` 模型的输入文件。将脚本保存为工作区 `~/models/` 目录中的 `generate_random_input.py`，并在主机上使用 `python ~/models/generate_random_input.py` 运行脚本。

以下 Python 代码示例可创建一个 input\_list，其中包含用于量化模型的校准数据集图像的路径。

import os
    import numpy as np
    
    input_path_list =[]
    BASE_PATH = "/tmp/RandomInputsForInceptionV3"
    
    if not os.path.exists(BASE_PATH):
        os.mkdir(BASE_PATH)
    
    # generate 10 random inputs and save as raw
    NUM_IMAGES = 10
    
    #binary files
    for img in range(NUM_IMAGES):
        filename = "input_{}.raw".format(img)
        randomTensor = np.random.random((1, 299, 299, 3)).astype(np.float32)
        filename = os.path.join(BASE_PATH, filename)
        randomTensor.tofile(filename)
        input_path_list.append(filename)
    
    #for saving as input_list text
    with open("input_list.txt", "w") as f:
        for path in input_path_list:
            f.write(path)
            f.write("\n")
    Copy to clipboard

上述脚本生成 10 个示例输入文件并保存在 `/tmp/RandomInputsForInceptionV3/` 目录中，以及一个 `input_list.txt` 文件，其中包含生成的每个示例的路径。

现在 `snpe-dlc-quant` 工具所需的所有输入均已准备好，现在可以对模型进行量化了。

${QAIRT_ROOT}/bin/x86_64-linux-clang/snpe-dlc-quant --input_dlc ~/models/inception_v3.dlc --output_dlc ~/models/inception_v3_quantized.dlc --input_list ~/models/input_list.txt
    Copy to clipboard

这将生成一个量化的 inception\_v3 DLC 模型（`inception_v3_quantized.dlc`）。默认情况下，对模型进行量化时采用 INT8 位宽。

通过为 `snpe-dlc-quant` 工具指定 [`--act_bitwidth 16`] 和/或 [`--weights_bitwidth 16`] 选项，自定义量化以使用 16 位而不是默认的 INT8。

请参阅 [snpe-dlc-quant](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-2/tools.html) 工具文档，或运行 `snpe-dlc-quant --help` 查看所有可用的自定义项，包括量化模式、优化等。

![../_images/snpe-model-quantization.png](data:image/png;base64,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)

#### 模型优化

量化模型的 DLC 需要执行一个图形准备步骤，该步骤会对模型进行优化，以便在 HTP 上执行。为了准备要在 HTP 上执行的模型 DLC，SNPE 提供了一个 `snpe-dlc-graph-prepare` 工具，该工具需要提供量化的模型和特定于硬件的详细信息（如芯片组）。

Note

对硬件（例如 HTP）的优化取决于芯片组上 HTP 的具体版本。为确保将正确的优化集应用于执行图以优化 HTP 的利用率，请务必向 `snpe-dlc-graph-prepare` 工具提供正确的芯片组 ID。

该工具会根据 HTP 版本和芯片组 ID 创建一个缓存，它包含存储在 HTP 硬件上执行模型 DLC 的执行策略。如果省去这一步，在网络初始化期间会产生额外的开销，因为 SNPE runtime 必须动态创建执行策略。

${QAIRT_ROOT}/bin/x86_64-linux-clang/snpe-dlc-graph-prepare --input_dlc ~/models/inception_v3_quantized.dlc --output_dlc ~/models/inception_v3_quantized_with_htp_cache.dlc --htp_socs qcs6490
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![../_images/snpe-model-optimization.png](data:image/png;base64,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)

#### HTP 缓存信息

完成该 `snpe-dlc-graph-prepare` 步骤后，HTP 缓存记录将添加到 DLC 中。缓存信息可以使用 snpe-dlc-info 工具查看。

${QAIRT_ROOT}/bin/x86_64-linux-clang/snpe-dlc-info -i ~/models/inception_v3_quantized_with_htp_cache.dlc
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)

- *class* tabincludedirective

    - ## 使用 AI Engine Direct 移植模型

### 模型转换与量化

来自 PyTorch、Onnx、TensorFlow 或 TFLite 的预训练 FP32 模型将输入到 QNN 转换器工具 （`qnn-<framework>-converter`），以高级可读 C++ 图的形式转换为 QNN 图表示。

如果在 HTP 加速器上加速模型，则必须对模型进行量化。模型量化可以与模型转换在同一步骤中完成。在执行此量化步骤时，必须提供校准数据集才能执行静态量化。

请使用 `--input_list INPUT_LIST` 选项进行静态量化，以便启用量化和转换。

如需了解更多详细信息，请参阅[量化支持](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-50/quantization.html)。

以下示例使用的是从 [ONNX Model Zoo](https://github.com/onnx/models/blob/main/Computer_Vision/inception_v3_Opset16_timm/inception_v3_Opset16.onnx) 下载的 ONNX 模型 (`inception_v3_opset16.onnx`)。

将模型 `inception_v3.onnx` 下载到您的工作区。在此示例中，将模型下载至 `~/models` 目录。

#### 模型转换：CPU 后端

要将模型转换为在基于 x86/Arm 的 CPU 上运行，请运行以下命令生成 `inception_v3.cpp` 和 `inception_v3.bin`。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-onnx-converter --input_network ~/models/inception_v3.onnx --output_path ~/models/inception_v3.cpp --input_dim 'x' 1,3,299,299
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![../_images/qnn-conversion-output.png](data:image/png;base64,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)

`inception_v3.cpp` 文件包含转换后模型的高级图形表示。

`inception_v3.bin` 文件包含模型的权重/偏差。

#### 模型转换和量化：HTP 后端

如需在 HTP 上运行模型，需对模型进行量化。

对于 AI Engine Direct (QNN) SDK 中的量化，从训练数据集中抽取 50 到 200 张图像构成代表性数据集，提供给 QNN 转换工具作为校准数据集。校准数据集中的镜像已经过预处理（调整大小、归一化等）并以 NumPy 数组形式保存在 `.raw` 格式文件中。这些输入 `.raw` 文件的大小必须与模型的输入大小相匹配。

Note

使用 Netron 图形可视化工具来识别模型的输入/输出层维度。

![../_images/qnn-conversion-model-props.png](data:image/png;base64,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)

出于演示目的，您可以使用随机输入文件评估量化过程。可以使用下方所示的 Python 脚本生成 `inception_v3.onnx` 模型的输入文件。将脚本保存为 `~/models/` 目录中的 `generate_random_input.py`，并使用 `python ~/models/generate_random_input.py` 运行脚本。

以下 Python 代码可创建一个 input\_list，以包含用于量化模型的校准数据集。

import os
    import numpy as np
    
    input_path_list =[]
    
    BASE_PATH = "/tmp/RandomInputsForInceptionV3"
    
    if not os.path.exists(BASE_PATH):
        os.mkdir(BASE_PATH)
    
    # generate 10 random inputs and save as raw
    NUM_IMAGES = 10
    
    #binary files
    for img in range(NUM_IMAGES):
        filename = "input_{}.raw".format(img)§          randomTensor = np.random.random((1, 299, 299, 3)).astype(np.float32)
        filename = os.path.join(BASE_PATH, filename)
        randomTensor.tofile(filename)
        input_path_list.append(filename)
    
    #for saving as input_list text
    with open("~/models/input_list.txt", "w") as f:
        for path in input_path_list:
            f.write(path)
            f.write("\n")
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运行以下命令进行转换和量化。

默认情况下，对模型进行量化时采用 INT8 位宽。用户可以指定 [`--act_bitwidth 16`] 和/或 [`--weights_bitwidth 16`] 以使用 INT16 量化。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-onnx-converter --input_network ~/models/inception_v3.onnx --output_path ~/models/inception_v3_quantized.cpp --input_list   ~/models/input_list.txt --input_dim "x" 1,3,299,299
    Copy to clipboard

这会在 `~/models/` 目录中生成 `inception_v3_quantized.cpp` 和 `inception_v3_quantized.bin` 文件。

请参阅 [qnn-&lt;framework&gt;-converter](https://docs.qualcomm.com/bundle/publicresource/topics/80-63442-50/tools.html) 或运行 `qnn-<framework>-converter --help` 以查看所有可用的量化自定义，包括量化模式、优化等。

### 模型编译

转换/量化步骤完成后，`qnn-model-lib-generator` 用于将生成的 C++ 图编译为共享对象（.so），使应用程序能够动态加载模型以执行推理。

对于 x86 架构，可使用 Clang 编译工具链将 C++ 图编译为 .so 库。对于 Linux 嵌入式设备（如 Qualcomm Dragonwing™ RB3 Gen 2 和 IQ-9075），必须使用相应的编译器工具链 (`aarch64-oe-linux-gcc11.2`)。

#### 编译在 x86 上运行的模型

1. 为 GCC 版本 12 安装 GNU 标准 C++ 库开发包。

sudo apt install libstdc++-12-dev
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    此开发包包含标准库头文件（如 `<limits>`、`<vector>` 和 `<string>`）、静态库以及编译和链接 C++ 程序所需的支持文件。
2. 生成一个可在基于 x86 Linux 的机器上运行的共享对象模型。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-model-lib-generator -c ~/models/inception_v3.cpp -b ~/models/inception_v3.bin -o ~/models/libs/ -t x86_64-linux-clang
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    该命令会使用 Clang-14 编译工具链生成 `inception_v3.so`，将 C++ 图编译为与 x86 主机兼容的 QNN 模型 `.so` 库。

![../_images/qnn-port-x86.png](data:image/png;base64,UklGRpR6AABXRUJQVlA4WAoAAAAQAAAAMQMA5gEAQUxQSDcAAAABDzD/ERFCTSRJyt09+Xf0zj7kj2gi+j8BZZMO/+E//If/8B/+w3/4D//hP/yH/44Lqc2LSFIPAFZQOCA2egAA0JgBnQEqMgPnAT8BfLRTqyglIqN3O+FgIAlnbvxdnDKzwAqkT53jtAqFJ7outllbASf1m99zdFfVV6NG+t/JH+B/r/939rHxr9Y/039t+v/2x/Hfof9t/d/8//+/fs+ysj/o389+3Hqr/N/xv6X/PD5QfsP/f/u3iH+U/qv/p/wPsC/lv9M/9v92/PT3qPg/2z7jbPf9v+4HsC+yX3b/++Xz7t/8P8z6h/nf+G/Zb/PfID/QP7x+xHsZ/pP/h4hv3v/Sf+3/S/AD/Pf8J+0vupf5P//8tH2F///+j/4vkF/P7/o/+HuvemoSRv20mHYYFlIp8d1z7Ka5nUXaXcIAckTt50/Itp4aTOQqD59EK+TLwiawXrsxIc42vtlaFNQaKcMJ6k7GcBTmziVKJjWWMsOgN1rel9rnk7t3isHpQTApJefFSq+G9Qek+tw0fYt3zACqR+R5eozJVtZxk8yW4JCyg1vn6LVJMOjtHp2DlhwXkxf7FVaD68xzc5zXJ6wjnxUJefFSq+G9QelBMCkludMk5fnjHHgwqY+Vkhg3gpFZaf2Qxup7qyX3jaNPYLZZOCRYOwEN1n5vqt8C6HghjycXZs3M1s9aL12Yh1bKgDOA5T2KCmnDbrW4ljJuaiAtJSl+0kf0LovYDgAL0KPReriShv50bamuKW/2prtf8d1ME2kxQ2lBS3lqnYVouOUz4Nm8H4r37xjSY73EgB9chJYqwPQpDJ0RJb7dzSTKVxG518oOh8GjwKD/zpScMeP6jJUc7k6yqn22E9hCi7HuBjNXqMFxxehd3Rh4khmz2kUt/qAGT3FLf6gBk9YSGhg62v55jiS22VEnnW94C4qduqEoDBoeErCPAnrBPvyBdaASjSJel9qeuCLPYopb/UAMnuKW/09AymxnY8pj9IWK8PWmEbk4e498llKu2/4sTEUYcX16gnHghTAkLaaAdcrBHriQvTuM1iq03Tbk22E4LNhoXWD3/BIWApGYrQQAzgOjpZLVMJPriC9+nVgVOYM2OWLZrLXKM61znW+eUUZ80YMEOsUzxcQz9kkWeHLhpBrxN8aDsi+lRPIY/sGKjstRCxOpG4mjhI2dPuhYunOgPFjY54YXXySz+ucL/xY9+9AR6PyQWIoFuPrMbcZn/if0h30NRR/zBEY71kAxmMKY08NYbqTQuEtZ6v+iQtPQ4o766+ZpQfsbNloZLkv1tjdamC2eLFCP9r25uNLJlFJQS1f+EJqIA+4pcGuy8ZAPi4TBGxEAAfADry0pRl9tAzqqcbP2+DlWeG6QVqP9jp9mv5NvCLcbAWFcjkbO2saaPsaFzAJhVDA0HiPrWqa4pb/OoyVIyCEvS+1z2KKW/1ACyc+uGxDtNTFQQJc279YTxRvxsmAMdGBZLDS7e9uKvbZ8Wq/Ek0Kpzpl48z5DViY+tXQ5N/KTAKx4Ke/DJ87D3YkkO7FvCSleYkFBNnq70RzSFL7XPYopb/UAMnuKW/1ADKyvKOLc28wSIgsVncNdnpYHbCEYuR2HPiu1XPZ+2jStAfOxm8KnBxmmZLZK3G70rrZPqlI3ZeV70S+1z2KKW/1ADJ7ilv9QAyP9geE63eAXmRx3tGlTYyDLskjTj4YCqJoBcoFseVstOWFYuyfb8Q/PstKseBX2WVqzP+Dyr+mz0gAOKPuMthWMHrBncAhL0N+sX2uexRS3+oAZPcSI7HCfeZW5gul5ttXkxafYwihU4OCLSxeD95XqrRGNxzMHZTIjxUJVbjMkqaaMWkhPiaq6O9LoVRfyWr8Qz7yortZDqaE24akGqxrY/cBaygmHrzg12gQqvPkUl3wFgwmftZSa1BCjth8+4r7QlC0CiwufDrSRxopF2Etab79+Hn/mCmQNPAW6Q2d8xpDoz5cvXbsy8aj4a/PlbBdevt7NKZZC0U7pA1jrDMwg+U3MvkWl1KWlRADbdEOiFJDlEwRJu5M4UWbPbPmHy2q95P6FJsIrvNks/uIDdVKeQhAwwhQJEVO0EztrHNs8uP6NyASIQrL52BuhHqNo59IV8UX6XCD7t7g7rr1xfY6j4LkFApw6Ocx10jltjhDHCRJ7ZJaq/97z9/m+rp1LQvdg7F8Pgmx2GoQXi3OcV5QVXpwdD0T/CL0m7g5aJx/Ioeq3cwKA29RP+QpoNpQRLYKquo3IJkvw+wVoiJdVz2KKSq4vfgkUt/qAGT3FLf6gBkf6eWRVyHkrC4Ut62G0S3RY67hHShNHZNV4yJxF9zCMvHGwvhU7uVyZcRC72q6UapRe0cNEMEkDL6mLOrzRnUVfSpyn1pdy4ShORrN+KToUmVdVBlzC6RL0vtc9iilv9QAye4pNC2Of9unrIPFRgJbrEwwl+AUFZLUlb6fjd+QYuhM0vCK7Gz2kUt/qAGT3FLf6gBk8SpfzpZu7CCFDheO19v16b7pXEnqp+iRMRZGq4B5lNKXfGtHD8SHPqYKkamYPuOkZPH+zVXl/56C5cjcevRWV9xS36uIiY9rnsUUt/qAGT3FLbF7Dgcz3g2XwZgRcY9xDwwh1FSkK8WvoIvr+aQj3p0e7S6mSFGIlzOMZnel6Zi0oTDp6kli7lKNMdsTnl+01XgqXZITkgDQ1tcccIVxXam4v1AsRKp2kd85Tj7anjcAlyJTVI8XBvzYLZWh7nrk9I+HPyJzI1D8qMK/8h1XjC7m+qMOgjjfZo3CPyUDMNOHJo4WtVCbolsWTdvTu1dj/UlC+cmG7Phf8CaMHK+REA6Lq4OOIubivSdkpvXP3zZ6AEk29Xyy9TVm3uDzCjKLIGN7z72cML5Mco+h+3NtFyFDnMJxoQYxDdNuIHjyh/5W/J3gLoxcug2XaoiBPrXrQCUcW6ZfGzioSmpxUWeqZP10Np+0Y5GOfJltwti6Z5JSjThHEeNUgyxNo7koh0o+kk3rQVLguP1u/fPzVLS3t67Acv/heD4IjLOLpIJkG4xZ0SPuJsPg414SHcHxXHcOfV1i2WfYOaKjXPYopb/UAMnrc0B/awVLMvkFOzUIop4mT2AHCVen805uspzycikz5if00W/8OZFiR0sc3gA6p8DvZ2cjnxTRg/gx46kPT98QX/Oeu/Qc10bdoWj3qJ/yMyLoHyDM2t+sK4byZFp7b6osrANsBG0gKfOm0UBVkp/sDFeOEiQqWdXvezI+iyhlGBckhnB9FQd7Ob6vMv5/MU36jSUhC7/gGzQnYaHL/x/KTekTo6J4dtwRQpfTKya0oTfogiQ2mWnfnNTr9CkUhl5okAUufFtoQ0xDAohFKVG0WQ83N2wzVHoXn83kKOcdSsqdJFXJpAIe3wmlIhemFaSYNx+3jq9UKXlfvcvS1lKlbuSw7qPClc3ZztSZXIrWA11KL5o77vb3WoWBsBNqupEgubUAM6LkaWyXui3aN1ZFH+TaeUtfSGCMA2cCVuIxu/oxNgr3/Axg3VjnY2X1eMuJVo+w8EAt39ZJAKOp9VSJhV/7esE7rve251q6I2aRS3+oAZPcUt/qAGT3FLfscpqUUDusOrNTiRhSVsYT0heREhiuyhQ04aPdDKmOZnsWoKXw4ANM/zv4SETelKKm+l2K1yadnst5hH3qUbk+wrdBTJeOwIN5iVJ9ZYLHmam6ZDV5YsAvzhaDoduxe9xgtqRrHEZp8CmZwfZ4KDPcrN3n75Xu1WlBmnodVbSUy0HF/lnUZ6GbxX74A3VOj1J0UOsDw2O8NBd4kQ9t0Or1lLgP2177oTfniMOefbQy37ApHWKhTnsgiGPE8HyM07QRnC2zhl9SA6dXy8SoqANrns/Ge9eNUkhOFADpXeYP8G6mTwyiRUgSJl7T0sTHXONUsfZwnFsgcq/5xmZ+abQ5xMp0870tj2p2ETBJOK8a6CAGFzEESTEYCMiR6oGrPaICEXyOrAKW+ecQzw2+sXM6v+KIo8FJjM9XPKmyFveQa+6QE7I6SBk90gJeovZrkos8RrWO0WrsMl4AojQFN4J5fSn+Cp+4OtfbNHa0/4RNloAEq4aPe2NTnm8mQqcxd9gxv1DbQxPJ7iPhrmN+K3Y6Q8wQcbrTguwPQt9DmrfgG5m2n8s+4hHPqTASUGULmfswDSB3uWh/USQDxpBGQp4CoKJ71R0MI4JHdEdnRdeZtjrpxTtCVOfF0/SfuXqpWPLKp1nIHCVkGE6f9ED7v1V8w0cUpEkWydi9aInF+YGfgMZ1hZpC+Ua57FEj6ZWVK9wKrT+78XajFtt/k4tQOG30gLJ4fGWB+ZDAGCJPhz7X1p3HWpBrEyyIMtIXJOrEVQlta0LXNs01OBhWwAdyHHHE93kiaDvtLCkkfmu/77j++MXCpJDwklpADBDAPs8U5YBxzlQ+lR3fW6w9siEPdNtjXiCdIAP63y9yK3+MYAmaHKV+3QxkKlzpQHDtw+8lNGEMS4jf6cd45GcALPqjGhHtG5zM9m+ZU9yTlcbT+n0Qn2urnbfM2AzpvOmF9i9PpBcCL9CFnAHkbtqp2DFNHVIj/vUf2YUMA6kFVrLCKcJiR76Ej0VRaCbZp4oR2Tll0RnAu4bGOEK/dq8cicVA/aY/IXB9fhC/OUpl5sWak6HRiYj+xZ2o4Uvi6Fam9DIvSBNAXBBhjdsQ98eS5YUTBI6fJdaHDS5kqbZEilJMCgDqKpa4IQJB40ftOQSrFVLwG21Dv3AlrGyaIKSLc6npuDUCsZyeCItxyEEWxc9Rc40ytEhEPB+5EVRGHARLGYnYJRwt0QtI4ph4bkMUqydxmYxwz+jTUDNo7Pect1UZPDC/o50HzuH9dLsjmHwNz1IDr2Bf6L5qXqkR48FVk6Ta4PE2xb1Zm3F4TR9C9uwLOJahxb5kurgcgrqqExLpm0lG3H1KKSLh6xpnl7/4rvIbjjsjO9OTIln1Pa3vFvZHesyir43nnGJF6lKoivPASv7OdIgz22tcpvp/h+Mg2oj9zfDrFRM4Zrkm2dB3tw/EUdOkdFBMk44jSt3TU96rY0j8jJwYZFR57OHWjxQSr+8mScwQAXAMmm7PMbMkbEPIo2yOOPBA1c/71JQIealRJF7Zq6EhNYAMcvouvtQnfAIzMG9qtQI/WHHPh/sJGZOMZmCbkEoucN2suawFgK3zg3+dajb+hiIs9Yp6PAuXoBMk66gDLZNBPB461Xb9n1knam6Usl1260Fzm45PNAyU6mlQ2Nb7ZenQS+W/3QXC90RB0nqey+25I6TsIc2Rq5wy9bAn6EfQuZACNtr7/bAeiQgLs6tb78PrlzJkgpINrRHN/Knym0jTzVEB5qaSxxZY9LptrqvIYiKbQ8oQHaOhiBMHt50uVccN0IrAvuJp8+MMuCTrQN9JOux3cNt5cZF6TipnSZaFVdueCKDNuIMLhhbLXMpllYOnNt2Kjfuqd7z153BFNJqmxoDR3vC3VGm8rG0DNOLMdRicXiWl7HahP+CtSW+ww03Zo6Qk9kxruPkJcmVw36nsyDPzij/LR9T9D3C1wi8OliH1Kkzerc+ibNMa0d8ZBqJLtt7FuJDJECjmHhfR5/gEgQ8zHj1c9hW60Xc6FfgKqCBelhlKmFDknRVhmdhTQwxiUjEgzma72fph+np/M4nJimzrzgH7n8aRUaxjSp95UrJtpzLk3vQP705vIgHi+be7aSKFd2mhKHTYdw4iXn159KaRAIMkzqfBZSmicFO7B7CIOTS6KjX159efJ1pIEUCATpo+bQhIeQfp2gGBHx+x2+VT3GxNrWmMOHC4AmsbC0toZAsLyJfrKp9dzuFvdJUHjyCDbjEGSDxWGZ5AmA5Qre4OEE8ILZq0bJnohd8JD8eddgf9MPe8QzRdJdlQkWp2bnKZty6x9aFcyQxbb96gDNtFly3Fnv96OZcgR5SCbLAe2kWOLoyuohIUwTCKn3KdnaR5MRUbi0wAAhef+CV9dk45ago/a+SgK50OueRS165jsxlJg3JCuzGGH5/Mlm6MU4gvCvRRnbeH+8HjqMD6Hwt8EVvdXbwhtjirxIXlHLXOlegOv0YiNbfU/dJ4H551ugJsfFnx8V/ftL9Z/OTCqnWK6Ib4LlNvrqccI5tJkmv6ZaPYuDhSzVkPZRwLpwO8bM1G4DIM+hOQWnL6pew0tX1S7/VWqYJPzKeyWO5HxhlvFNPisU1IZ4gtkJNNTC9zr4t5YauAIz15vQ0jiL6Hzk5+iNeInP1rRKTbMVH5vvC8pp2CzE6r1S1s+8E+fil2UVhEPbxYpVLT2syyvKBh9xIwMosvdXZ++vVMtqVoa5LYSL1k3DBEtv6QkhbY0pyj55o+v8GRiMA0ESn/c6urUN1enDlCy9WYcy6De38JW89rr6InniIw3mdBLO2fbGOFjGK1LKx3fvUMYqsHuyKIWqmVBdIB+v4pxOnY0kPoooZqjh2wta4+91lRSrpHC1M4c8TmVv3Z2RC78TnbQ2h+54HHyUT76YAAK6HMbXuy6e5v87zrt1WBbGzfKUHwg72jb8QyZSFPUp6tX1DVhJsDl9xbOVd7cvhw+Z4l1xucR/Rmm63e3AaKR9PjHKSYm5dFosw/Z7jjJgs40hUdKkDeeQ2nh4WxmSMXNcAfYE9TCoNGDnsO7h22EI493d0TjZwzxhuDc1P6Lp5egOsOY8/KXN0KrGoh/2ixVrDz1yaIxPk2luNgmpNyT5DnLW/xh/2OKpk+Mwos7B/f3lvm21B6D9W+H3iQEyASrjkHAKSODPRyV4vL6XIcQwGk4rwVwoqskxsMbHPzBtjIq8TXWfsx2k+QduxnwXiI4kuc/0nEc8iy3wrWuut/1+zQ22ZbfLtju8KPEoUTxMkdarNT5gOtU8JzJLWW7CrvCT1H8SMLjoom1PHPG3oKOe1ApEMOwvBLLybPIbG1c/iIXchXr8seDM+lurARElMi9Yoqe1+ZsLseQ6C2iioe/EiS/Lkx8D3xJ2h346fI/VKDXEGQjfjW7mWRMBc8SqpTRv1UjpB80pXFTQVZ8Xa+UmzGmeF7V3sBCaPOb0dIlKbTvl0hmnnTp6zAz8ynANETiL1iNkLyhn1cOSdRpC4wBE2gBOxN1XbOWkrbYcC9H3MtAsf8SIxxMLa1lJGnSVfcSLOd+frVIDJ3mbtjyrbuGA+6MCDUhW2x4BgZLKxWjxJr+5T/KQaFHqf25K4i/y47//WfQzhgd/P95gJzETAcR0Bx5AZZgyF7m2E5VVzCjo6Eh2jhgYu0Rg/aKLkMlEeGpMH7b35Gi+BSBWTHQUCnZ+UiQv3QHhW7KM67QdBIpX+DOAici8cMnJTJS13oIin3HpUY6nNmRrMRyY119d+F5Gw5LCfY6etNMfbGesQQCgUEzYshRSy8qwRt9XUKgSay6Hz0hqimirXk/ZiHUX61usyLuVEJIFRfAMG0GrnUkoHzcDtKpBeJHKRhgZNnacd6WFwQF1STxaz0W+fYKPYVLDV1oFAdS+XQf3d6vg82gkWHItvGAofpBvDfkSjcEW2tXAqZVpQvWjSBYMmo0xioy1hDB1cFjIaYvuNdAAhCATS9fSlyjL/yLXUbXZTTvUydovsrJLqoI2F858tc3PL+irct4qs0F21gALeP6QkXWI7hCbUajhCiAEt3BIOH7vm4Iw8Kmea0EanruEWOXY3zbKhosWTJaxo5DIZcPAOre/FzQ9g9MrWeoGD9lEebb33c3lIlfU0YBB+A5y/KuNZdSUP/5ObU0EJNt28ePd7ihhQIzQ2rXPd+lAtppnwwl9v3UukKduGRgrJZODMAuUtlR1uBHbZXDt2g2ENNAVektnPvNqjbQFBrzHH/FJCWFpCr7jZBoOA35g+TXuLHiplfeekUo7hTMDVk900j3Ow0HwEVINO8Bgu99uwAg7haYL6+QNUCCFofymqZAbBi2RYUNOwPLwdhX5xPCQW92pstrGmuIs8/alZAXxvRXkGF2QIZwDenlv3XhsWQ+qclMYJdoOtVJ/ZIkOSr6MGqPtv0SAHxhwhjD88UE5TW9G48S1QYaZmxDM0Qu7AqSCH4BYokruNTa40ADNC5wjUwEkwRdhG2hx8yCp+sRaB8c/sNz3xVH3EyVsx8HfbHd+NLA7vlyyFhX93Ph4qzF1c4GhNqR49k968aH1jiu9sv7DH1BXFe+jY9J4LxajNCwMXHeCzCUp80qaKeRLffPeLjVJsPsBgYIt9UowVGwqTvTuCvIagksNhIyid7ckuUuDWYBLAvIeMgLOAEot3YLKrgu1MfB//IACvzBMHgHkN4/MGDotqaeWdHHpFVeqmFPfRTvmfX0ijvPCY51oVbxsm0rnGUCyXVikPaRkl+hWGNWdtliYDU3PSVaQIIeCcMiXzz5NAjGGOx/USuJlERAbLasZ3GqB9XZgzp1Y/mBPzXTH68wVSDdaIQwCsadYaU77jUGMRecTpHkBypHL8mj12KM44x0/Muob1alFspD7Sb+mU6DSYch1acD/gu1c/hZhtdxnhw85sN2teA9mzEI6fkMlErBL8sy+u4LLuzBp6T7FLQVqWYP/WiEgamwDajnqUMmQPD1yc2R6VRQ6Cp5dwb2Q7Xf6peYpd2jIhGBewMTyb8nJmmEpuTdT8qQx2wFnDOPdCQNVUQ9tg75pZmkq9HAMzkAXaZbMUYQphAPr8fcSDe8fFm5JNj2B8uzBpbiJEJr6HH6mekfgmam8dUZuaV45TD/Obu+XCUKKPFuRY0uwsq5gfVpJj2FQgba5kT26OTgUpASDBMZ5e5eFSAAAKshmsRqBMWIISpeBLzfhJdLl+NxEiia2hHkDNAiXRNyh83x/BEKa+qn6dlGAGXBZ5b4TCVtrFCJ+zPwM0VdRkVjh/gRv56nOCnNYmvSYDfqC+VPF9syODdrKhQehCiobdpIu5SNRtkrpYAKQYuQNh2ass7YDOEQQzCTHF+p69yitZoK/hPT+dLU0TkE+WbmJV94lCsFZqfCci9sEuQv917XOriogUGw6jkGsvWsyceLytJymWyA3OCI3ewNRSsH356ZT91pzHkyv3JaKsHJIhSByrdNSHQU/iOHx2iPKiUqUHiekWioaPO1WK/LgBIz/6kjWcwxwWQB7qWr+9DhiPCdAABR/X/FfFRX9f1CAJE/uU9YkwaSaG477A76fwhvciTf1qyjYS+CmfTgdlrqTSCJpZF7NYhN7YfzIfY8vrNEvYq5Iy6e485z3k0hG4U8vkRWF6AyDXRvAUG1G34OvkOgBI8Dq7cS/LDIvV8XnAMazeXCWJiRRnR9mtjHlwnsXhOGJwVBYQurlW6vFoAZM1GvaWPYorRV8Wkuc70DR/2UvMeMhxBzY35DUHAPiRrjx/7B3nevNLYZhON5zBVwHCINO9oCtXk6QltZKXPxM+UuHpqKxBFOElvlqpkGuraTmw+0o66HV+04DELZ22JM5r2O/hTXeBj4AP6SgZ2htI66XVCmlIdYapvemeGxN7dyK/dtWlyV4x1vQo6X42Zst343lDfcMrPTrZjGT/+DN2XnDRqsUbZnrWntBSVV0l5C41jw3RhChw+7v3xbW1jlHXugaOuR48DPKw5rI09SxpqZesKuXZVwx+HNs7nKwlunFREFRbHiJMt2uM2+CvmkTIiE92FWspWUfSNvP+8sa4G2J69hIT2bDeiGm3fMXk7AZAGbzDVwe99y7MVLpIXfgB6ZpFiYboBowd6xJ5yt3qjQQ3jd+hh5TyOtIXTA7e1m6agkm+0hA0fovtosjMI7uCWbowV+NQsQGJ5/XqgRkJ0WW/LWsXCMnZOakGwy2UAobIV26o25PVQQqh3Zm/ioZ1HI4JWWPDAn942xh1xPaX/mF0xOZOqaiHxx3TqAdatj7jIAOqT4VYpCjkf3BfwQAuflJ0XyxFKxYbRUdFBsQQcapprfkphi03o55M9eJ3I5Hrkww24aAm7dVsWzaw7fSnwQK/8F0BqZZIDhYiDQQ1Oh8Z0n7h/BFNErpsGJZmmz7KLxeTG3jF7hU1br6EjUDy9XnBuQWCn+Gbp9ef4aHEKB94rnZwh3/w6f/yq5Ius4hyX1uQQgleXNAHz1ekbP7aQALKMDjQWENpwOO1R4gvM5U/ZTroJFOT6au5Xsdin8JjyvGX/eUMuhdU1QSFtiafH6AY9f9Sf/z35EzGKAP/TTfkWgQ+OaMBv1vaupIis/TdLaI8VkhvuI3qISb9CyWQv7HUPNd8XoCJ8fbloz7p3aC20wiKCEMp+eQY9sXAAzAWrKij0//xa2obRsAFJhFH2/KPPfq9IlpKMCezw+KjGqLvvniVEAyk73NSyN8r1xubgUzO4yWgo133Zreb5SRwJlI7OwGspmgOoPhawimtQN5INeFVEACy5FfmAagLzPHNAI7pmZs6CrkG3HNFf9JWRGuosW3yCXy+q11bY73X+AchQ0EOBys1iOPveiJbFp60QefzqiBi+9VBz1wYeM9oLC/FukI8+5hrlwbStrXqhifEQQWnUUdM6zkSh7VK0fOMZAalHfi9BQd18SO8W6VoSA8yn6jPiukxVGSq1tsxfVDk+Li3aUt2IyVPgeeg9UCcQZs2J7Kygr9U65DJ6zFG30HvYYPoX1eyU63YTKBr29hZed45fTRIw9tK2SRg+mj9FuPnuKOWbYn4ygMqpUiZB5K5qdQ24oWsR1OSXUNODX9iLs1R7uTLOP/rCnZNIJEiX/3tSKvQosRIykjJf0GP+hrKdUWDkUowXSYuMPAiGlajic2Hyg3Y4V7lH85hvubJToz92GXL7UDLSAaCEKw6FScOG9/qp7utr6i1IvCtPMjKFHxfddHnak2qajspjNkUl9+hpVvLSvDjCWJXvDbOeJ0QnxR+VkpGQqgNHU50Ekzmw+GL07yKikNpuu7VXgXSlEeaMPp4oRbl/28egCQwVGG4i/FTz/u1UPyzjde4s3Pz6rwNnf+TuJOPa7uo+Jzr9eCZWa22opPi6Yzj3Y9KLZ5Z91pE1XzqDWH7aQFOvOEIZCZKp2oXYaPOAYm1z8zj607B79QRxvsoBalMi3BRntUh9cLS8pQnihJyHIhGUQExP9nLUiRpSSjXxKMyhTthD/lkiJBaGMvGKrOjZFszREKANBZ+6WWS000d6RYV9JO5jzwbMrvCEe7nsPrFMYa0efryG4x0jLedERwS74Qbd0IzTy4Tb1C+4MR6F3IFVR0GAmc0ELQIxXgfh+NiRJ8Aw9mOCOiHoRaZ2egAbs2ztdM00CThb/CQcVQO5hOX3ItMSHwUyLFCybwZw17HU9q4xLD/NZfio4jXBmOkfPi+WPX/QfKiY6rm9bhr53PQTklb2mMmg/XwAbs12Q8z+j2k5SFbbVIFF0s45uqvq0xCV6qwt74inxZGmzmvaHY7qLonoZlh9utHGK7DqDwJahl0CHSajbWBZBhvb36/CTXP2IEsHAb7D5Kw5fZ+AKXAO0cLJJDvsfKVU9EcM/VuSmcoSumBK5zkcz4uFCbFb8Sy37VGi6ByLgh9r27XdH9znUxgEqcEL312BNGlhsrKa8xToVDS8WpdanYmwyPRXUTn47LsQ9spVFgIUprEHK/X2LYgrQ7wng5q0xKwj/4PxLBWGpU16Zo4Ymzltd4nKzrXE7PzyXC/wITEFaY++X4s6w6oSsPfD12cCE5aUoozm2bUPe3yZSaMvwzbvIy/bClJENixPtwAy//YABlJ8Mx5ontX1yy/JDctOUgwgUFCPdpVot0y/poxe6L4nt/lrWptwv1B4t9wJj8IP5HTUFAhm7WGlA0XsRRDdA917snOy9hAjwU5GkfYSEbuTt1aZg4aEiPDslmyeGQHh6tJa+52eRS+vFZYo3eQeU3tAxqXy5pj9AQVIRY3iXB2r2/6TiAz6dRObDe2Qjme95lDbJDCJeFWyWbGVJOdB1KozOD72kP7YTh36CsqVECheuEfVi1yL4Xk4G3KUAVl2q79yvuyT4htR0aC8LtJPo4lsdOOJuC5DJ6AF89ypM/JTUr2eZcIPJdMROY+e//fMCvL1vcFwjn2anfsCwbwQwggWN6dl/vlhtrVPcw5VjVPQi5SR+25Za9vVov1lyHUz6CzM1UPOK75h1QzOazRfrhAwoeGu2FNrRkDtA0cSkXHNF6amh1SXSW/DM61xcs08YvUzWlqw5Yb1qZ0kCNmfmiGTEtNjNeJ+kdxzvSIYROQs/1l/DIz4D4ctWtCnUndEer46jRrboPS4L/W43BYE9qFZpIaWo25TZQwKPSOiCZvWNh9CQZ0r0uliA7g3eRtC1ypQU43f075sw04BfqMpKChZviHUchgEzzoAk29Fp/7foMr3W2MLNCdFgYkjn8WApJJQAD4Idmqx145R3t6GmzaPLXdhgjemsxpxqNjuMsJGtcezw0ekSRsDTBFdCeuMalJAAf3N0UGn9ERHNa3u2iXongncECX94n5S4xe3T7J1n8t3n+rBONqH78Ctnv8AypH3R20MOZ2iySQfI9WZOG9RfBd+2eQaTm9wruJV2obVWq2WUWMmcPCEzPEyd42iTDGurHzeMQ7Z+PO1VH18QXcfVcGOKEznFbqRjYPqQU7iv+dt4+pZoJb5kLLlvYs5tz4m2d8KZje49rMncgmgygtwOdEjOdQkA9xpuF5I8OpCIdwnyEdHRvVSHZTPszedP8gyLvz0JdISLpr9RD+eqyG021YUmqSKEA9lVfHf6yjcP5xNcZ/6Godm9L2E1E1hhdtJrEsRLvGIKimIwfPxrqcBqerypT3zFPwuqntpmIzaFI1S4DpVO+LxTVNhZdtkagvEXkFD92O+4tDuEveushjUUNRVj7YyVu+I9Ilzp/4YwjMoER3evtlry7Rzst+IyLFT3nqqQnjpZEbsAoptyhNxhS+3f1lylXQQk4r0RpOrJy7H7zvoijZEwURTCnW6j4TknGs07GwKcSnsziNfLPJb0meku/NrgJMS4hnGiYEHqatg6esSTIG9F3u/SN641UGWpu+qZpAPjeHMSNcjTwPc6jkwzjJiLQSSMEmheOzwK/HRSe0ITjhYhVCHDC4oSr/IwsAN+U+qPYziReuGx4jMYFDGwM4k3lh7RaRkYHR0iRitC1EROj0egdJCZJaKspBDs8TRoaxCSA6U5TPiugABixrWFHOkZFcCAcK/SkiJA9XS3gPJTqI7FiSkTV3DitA4UuXZfgRL+bTMAiGi6kjwCU8A3Tgml+QbjbBVyCSwKb55Hely+2m4dWEboe59bGhjNMtX+QZfoAdiU8TN6HhWfYCQy5gToENBiSVakq5seBMP+o7FPgktxJBqZ101O2V7FdLn9mC6PF69fxBcXu5zyVSmGg6B1V1Xxh1b+MSMCChAH/zb7NE/ayC5SE9wUxuMtxUL/nW9mHfiORdO6BPpmB0N9b6YKSMUcnqc9mp+ylUUmYee2Ee6inRqhvSeJUwhLEXzKKI2oR5GUduWdqBqbatDizJEp3qgJkKwra04v1CJBkiYWGztpLOvGXrJFtWIKUM8sgB2HE8OusG29U90mSl+H4auCnVd2ev3HfkTwqUFeKvnQ0kuKA6A3yhb3j7Nwp4TzoaplMRq7tBXZlj8O5QKofH9PDNqTs0uvGnrms/94FWycgKMnBkzhNCgRPn0OuMmWOW6JkJpNKw0bB/wgqR/Ok6hBHd2bsxyW2BuTIKOAY9A9Y2rE9hZalPsVyZzfy2q9X+1Mxp/1uJfweF4Vs1DtK7rMnV0SobC0pDxRT65KiBX65099mfDtrM7IKOEy349F/300MH4euIuKf9VBsEDZrwVkQwm1FgGy/fOfm8W2JEoq1C65Ng2aPQ6ytDXz0HvBF3GQVDUV2qFmRY+LGgaaKH4Xdi+e3qOE5B/7bRuwqst2RcRLtMRd9AGSxO7pBBvjvxOE1/876P2qMTVrFPaGC6s90kr/1L9HrawygKupKlxvYOIkUdZJx5pxnDQxO5sz2tySdpVsWu2gNGb8b/D+z7P9yHkyiMgGNAxRkHdIlWT1W4+bJha8lBKzxQQ1Yef7ER+ZAFe5UOm0LRJM/j7YpaL0lT5XZVdEwyUUUxuGZaUGsLyobjpw4O6LefIffR+f188xW2pdxxrVcV7zHOEOBMtrgeGj9G5j0hh+ZCkpqELBqpms45VYqcTiF/X6NGJKngUiNv8lIb0khXB5SCfUkAhdb+I8ppqtshwrx1/LuTFkE4NdZG3+93nTh6s63bn3ag0JHTV4gbAka5uknGwKcyNL9l0Pi6wtmMxvbzHOExriYVQMY4Dn5tpfrnrc5Hqd0abmJzZPgCcdjfGR8bpXyMFuvnR7cCBL3l/ZG3UNqB5jI+SPLB2HMBP2CkqMxthRyXDHmXLbTfs0/CG6SddzmLo1dHbP2dbDu5U/8V3VuHY1V9hw/WLfsEbd312DrK/7Vm9YI4AAh9m0Z1X5Ix10y7XCXxrGW+aaQMDdhuk1GL615XqvtAjOpttvutHxL04TZuxyB9xWgCRPGa3nn3GRhGb7MOlxYjovF5uQywbc3DU7ZDHJ/8yKqc64bM/Tp/OdkUIWhxEVnW2HLCT0/VhmV9J+roKaFA3oDcWAVTUHhgOwaa0WEC1YFZ2jj6zATZD/ltZi+gsOUIKBs1RrBxw7ILgqTDDeytHwQMJJqZBaW6c2SUXI4sO4eR/MsfH20gFEalkRCoZB/11+V55gPGy7/k0iTfRDw2WFpiLqUBAUsvDsCiwSgGK6DGCYuZKtlRSpfJaOQWoVGN7Kzk9zTOAC7P8SJ90yTz26iotZnEGkFa+Vywi82dlM23/3XoWnD9I2v0MiMX71noB9FjXXnuiDYGaNmuB4hFWPv5ByI8Jra4EGaGM4I5GDqbxYjfHGdzDjU3kQf+zjlfv7wT0dZBh19204X6zbkVQQDICbKQMAIlW3hcNn4FdYgxYwkuy1MSvoRiMbZYrDohjSLEVdG9xEowa7U2YhI9jCGk0xJFBFROzARnP3zssJt5ObvfNegy4xl3knMaidKIa6SVF5G4OBKzesiRUx0F8ExJdI3uI+pu+vN63GpdEIuTseN5h/vnUDIiYGNK5vA1tkOkIFAexxIwnNRSrfpG3t6L65OJyc9Q9W7NUhqx9sN6jEz47MnP0qbYQ2tcG653jS65HVJyMu0a6wFuv4dRwFzqH1J98H0IPF9RV6Cb0B2F5+5GE1OT9h58rfV0k9apfLtTLxgOWUuzV5L0qK8k3H+UzNYbN6yJFTHQXq3I5804YVYsU7+lBORtpTT16NUMeBOLPgOYREeNR6nHNHqgcInjGCWwaLH66ZEsKrX5wAJH19Dqt0xa3HFcVHF0/yW8WtcfYsKEbi6jSG4sHHVqZgSi9GaPhs1BYTq89H3393qHhx8f1kS/D0D/rtaVEBSWXKrZhl4pm9et/QNjJLCZiCk+92Hb1YZVMjFhTccSyE3jv/VSyXIsSLSj/ENcuCPxfrdCqY513OjsnveaJg16bsgo2vI4o04qOOCCXdknnmtkjkiI1wCA6kv/7UcoznujZHRbLZCrgElPch8FFQGnvcE0x+roF5+HCkGo/TQb+VcWDdoZGlSU7k4R1xBNwJ6FVb16bYmKrpNxwrd3NxNMRaw/Q/W7gmTfe7YwZDElYEgCic1GzUkGKx5XMQvhqmcowfMEWg+FWXATpLxypRBhO+8+8nxdHtNgknkb0sMrhISSdsI92OC8vGqBQmtUx5xDZmJ+etwBLzDHyfzZZbSV6KedQYqq7lfO8jtNen8bFV7uJ1qexjP0wIGyD9XF6kUedrqkqia2Bwpo/2g+Bm2zNplSEZUjqGqjq4JpIKadmIWtR+e+rCqHWZsqU69bxseE2kQN1Uv144JSTp8NNOGaBaU5dPKalf4Wm7T7yE95qkn9LNI4FJTavrFMIMBJc1/a2pH0pjJ8HMzmGAF58beUQDqxea8a4YIpYVJjRvCHh625TeT17Sb5+NXGczJ0BCq9ky0jR4RQYqwJDgTXOct+XcBKpRqEEw9ef6pddoMz0txdHhkgOjZsAxZTKYse0d8Rx1OSSY55SXABfa73IW0x67PUsGWQHE3pqu+4EcUtoziTC+ohdmSjtc1x9Km4s4DX3u6ctqNDvAz6pNXWBsyniC/jeLRS8QMWlNqI5WGz+J4wNlrjhB+W9lLOaD5KU4svXBKvdHW0Ad5oDAM63FRZOSemvAGfDp8XHSocvsKhDMJ1SiTurez0vrVy6Nqd/CPgaRuGjpSKeXK/yDciauT8DimRYle/t+Xw9IB626KCyh8nDvYrou2zreNpnL8ztn71wX8wddUmNRBrahC7HyjHoihnpE6WgdJgFMBuVX1WrJsJpw1JtLKiAAyIXZaoIht/ghPMGmKCrXEOPBBIExwxHq7yDaOCfcfbmI540JBiFgtXTtwJiFw3spKTsQu7D3PX0hqDXvhWmpG5mn44YLHh2AUhB6YCsKqNwKF4MD1wWyJ6cqhqlHu8WosE31tig/Cxq2tFwP1x+JSZoudmkRdR7ke2YB00is0ODk7GOecmgqv3kWiIzj/l+O63ktfh6ExUzbXJyPrKe8aLIPo5cXQsf5Xl3CuJlrZyv9ZJFrQpmsm2wA56V5lMo0J1Q8bnqXYQfX9PYmoSDGDaflvOE/K38ljg8ZRhzKIVX3agNU+EQKV56ADPNVpuhBM+wsP7ZSHJlnWT/tUD1SfGC+7iQ/WFHcxxPJ19EcjMCO/069JRNS0vO6xDEk5QMqPBtjdY4+ikjzAQBenu1yxew32UaNetlaBnxei7U9NRWoHmep9JW6cgJpm3Wc2Td2fWa5GHUzrCCXpt6a+5Kg30gbvyrmEsITE2+W7CRdpfei5x6mnC/yyunAMNCHeENYd77RapxEpWk+RMM+iWpbnMQzcDGc17esh/5CAZDZmWl4bTuLl8hNCFMTuw7o1jTHsYotEr6EJ8lDRc7P6IvK0A6LvEWD17wzH48h+4eQyyWoJtJXG5L8FNyTUYsB6Kfmhswp7yVc4HKjiD/4LQNpZnOdmD+13TKVorCPony5iNuSUjaLBUjpFPKWHpYl9+ozHU/K4z2qdVYV4Reg9WvMZl7/GXqvQxp1AC8ykdzEF0tEs0/fGr8AuqqPIgzn2qMXgwaoOx5CyXSCF1r6L6Uw1rJWbe0ZFpn5c3IcYwfbfAgYRV12VmRkTYCrm4PnyTh5MUL2XnTy/bS4slomQFcYebzQCYDKqpTwCDNRIue4JsbFifkuEXST2iN1dPgU30R03WxHRiiBHLIofqQmFzcXdwS1rCyTddLWrMex8/nB5sd5RejIQ9C096gXOrZkxl7ol7KU0TS9GXMKvVQSgsIMNKWQx5EWjwYrOhp2ncQYQ0YqTlLHNqoRBkYMuEBIXVuXXeWyYcclX9c2H+vC1/fEvC82oTBLBgK8eqspcsK+48dZ1hY72BayARwa91Ews4x//loZg+Fq+zBywwkKQ8B4jegCFhEmtaZ4+tpaMFnyW/TOwG5vAxdnHd23nw5ESZl5ePddI18uy/MVAXwSjIFh7WbUviKmjquKwttEURXjV7Qc5r+kvF7OVPRsQrrouCKN6RPkA77CDBgWmy3BBZHc0aHN8JRnDBNqQPp+xw7ysXGwVhOcjTkI+sXQCUSz3J/0lXhtqb5gkLUh8tBiBuw7wMfG6w39si5eGxehMo2vK7IjTJQCfcr8vL8Aw4jZ8vLSAcBEdpzbrTuMkWrc7Ba5Dmm3V5xlFqdLuXVuPmgmlAvZJjeqwtRWAtONVz9NEHkBAY0l/QgVAF9lraZTpSDWTNbUCPCkKaYj/WVefQhsdhVPkHkITVaIEsiWSk+h/U+aIpP84dBmoyaMHcZz3vjEpo/JUKEAR8zoKVWMCot2FMr8BPbW2Y3yPt6wq1A+G0KY0I/tLba9fGMxxQQUkx8vPzUrCwdBX1Wl+NkZKwYMfqpTyc4ISxyEO81IhLgQdZRiyJ7tOE95nF2HQAbqgMEZH6bH7KizIy1GZ14JqlYZoopqfHAUM7s0dGkNHI/xh6P06FUgo8uUt9kkSbDhBBzRAxEwCSANPVcEitPh0MKC3ZbjzszMpbxDylGzhJHh4QmZnn9sZbefiKCvLu1hBgaX9YqJJChwujNFhbkWzzx9lOglzevYmgQxcxQB6/6OMY9q1lCxIwDOQkH/qp+yHsbnPq3neh+g6R7+5KmVUoiTzm52PFxXJl4Fs+quVpKnlsgmaLUEYUxqw0B+poBMHa+xrI1ZS2yy/7/ZMlmsVm3S1Vlxb1yeWs8hAwCHFazR+SscliLhm8HLZrMWYeIkbdIADj00Jpo8t1fKP2ZIeGgvhHq7FoT1MkrjWIAlvhxhChKr8Ksx/Xs4nwABpehBx6wEKKUoUEfSn567iyfbG415IKVGOR4BIZXAoF/KMbcE5I9pP5pCisyN+mMo65v4wC+nVh6RtthrK6MDVW8qnMViHK61UfYQJJMD56GzVkTdSjk+unH44LX1cl5WOAkLrDkon5D1GCNgrTRstrmA3m5S4HPi/PiIdaLLNbCrlmi+q0kzk+wx97sCYWbhaEjDkApeaT+i/xka8h6zkU3QuK7SyCgUkJuzsQhINejMPxU+dEE99Ou538IGb6AByXVFtm5InmZrHfYEFOV98CrQFWoPpi/Th1/NBgjPHAhcg9Ci0K6Vlkg2omM7HRpe42Wm2KANVRm5JaWbianthhEjp5sFsswTa+jBCqBhViksvWAzYFm2RJKAjoF1tAhBN3+lkRXAdNoFSbd9gnFkYTqetBeTtIzwe+rrmUlE2HuUTtb18g27kefIrhMN6CTddfpgB3OcFDwynuMDX/74JyyT2wI5CdpeLXQvaFdFpEi288zKSSi0JN7+D1zsrRLhsujmLN3JGRbearpQy5hR8EoOzOFg0lfIPU8WyZTP5xTZ59kGOkNhSAjR7ExPtWEEwEm8LE2ByJ6K8BhPErytrYi3SpMtdqaAhJ+232oB/JdBUhuJ0+oJZVA7IVfaQ6DZISiLDGp/WdL9pD6xyBiwnFNp7q8CtnQr+EmbMPbV2xjKxglVj2H4BkfULZAjM82A4hrUaZzu1zE3UkWMcMrAeJ7kYdOqUkd+74pkB0Eut1LpSmIm8dvcO9MIHDqO0Q7kdNQsstGAteF47pPTcwt4/nkZGhm5XsAQmk4lRAyuOnbn38IcpDsxfeXPVwX79Ry9BCGZwWN4rneLWz9e3U6jIDx7On1vV353r64Q3uxLLvQPEkSGkkddO4w7QmfOWv/nRBTDoRyKdUIazygJcPQUOlF2HUWF30jAhQmgWUS/lCtbV1ECq8EYZVdM0hWkJA7qlXQQ+Ixh7A1Hn1+5usWhE8SrtDIB1hKyvDrcRmC5xcnBlLDMMSefGsMT/HUO+7koimCITSFvZL5ibdsAVj8Az4pqV61D4xRR+/55zwkH7sODtF54PjDRQgtEsnxOeA6km1eZdvFUgn5Jz+S51AR8TR1D0pL/4MmXb402oY3jdol1Pz3GAJ5NavPR3QytN/t5ZMGuttt2OgY4FottXBVx/qKrQK/4JaaZkxe8lkLGxFYkspksjixSGJ8OUit7owKSvrmA8hxA1TMDSe6tL2BOSWCHIQU/r0WVhjBzRHdK/ruCYwf252HSXPOue7uRtvooX3Co62prD66u6pl1Y4icmqMq22p6fAzMWerFVAg8W0RyxwyXPpEqN9AOmq4Dym9oePoVGi90vEmkj6koTa8Qa6+cW1WgLxE7idR+bwCzSj8g4MTcV7PvYHOQAG7AwmVNuYMeBypMwlf9NUaLpm2r+2cJ8bw446ycGV981ilt7HpAme6obuHgho0x2FfMlKV7zBgUBVqcKlQ+RJ4Av/mF5+pfNvHHlniRKmgSNpnUHO/22PAoKEj6kiTZiJ3kB7ffMEL6N3uPkkNxmbTApeBUzG6yB0VNHNla4JHdJyveWKpjOKahOpHJ6zoJT/Ws2WVT1QbYjaXWX+FzFRrTLvmwdRiyKMUvdDGqGjgzCuaIpMeQjMlkN0uGaDkR7ipMWOvqmcr099KPK+TiT1392xpbhdeWiEbA6D+NX7/F/D6YmwOe+HCvaKlSLYcipGI24dyWOmrXswfl92KSNtScUuEkDb3gIlAor9nv378NUN20VVBQ1o/KN6hctQHv0SQcEvs3ncxIO64tPUZwlapkIhYN1rEiCfBI1/pzLo6titkh19OYKjzSnqM13BPJ+e2xkFnsHzdZWiONeq68CqFemBQzmmJo0WEViNteTZRdrQtWBU8PVKvzPVvA9wxpCnOLQs780SbVZFsPNwBo+VTOQmR2zCckYdJaoFJ447Ow/G9juwRx8WYIlLgo6xjNLMcAVk5nptX3c8l8T6SU4Ezgud4JjQ9W/q0QX1Fb4mU7fPAcQsmNZUXPh233UqAZMtKc6RG7eycbtpxKI9Yvpq0xopX+rML54eaxw9TPo1qy7+iCwu5icuJOGZhS6olxoJJ+vDHRPnpVvXoP8wPMTrSlCi+hoC2fayt+CWTyIvXADXROgwawhShTiu6qrrn/rAKRN8NFEIbDbt7R421mEvFcW+ool8pzDM5x/3FZTNL0IK339x/pnHmpoQIXhApGteNZS6OJVX8FE1YL8nvk0lkPxdWZi2JZ8cZaJyjf4FCFtbGrq36MIfTp/r7d5GpzverTPjnFRBWMRv1AtAACrnRpGsDGy7EcPTBnCQDbgvhlpJgPwUaP7uxCbGMBlaFwwd3nAutoyR6rg7dkg5rCSRNnkElDvjlAftsNsG0ntCoAz5NSKipi0OxeA3seu9xY4MEuLYmluQX3sj+c2v26hbZ/0s9G64UxVvyuhF6hLVSTstq4EmvSejgAfbd5ieY/awm7T/ecbuRTBDnpTGmNE3fbr46SNJLxrf0V6Sowa2w2JZF7W3KmKbT+OmRivWKRUWXWcHvL3qxz1NPVQr5PrPU6CkYQwbomd6bgAyjrnWVxvvZc1dARQGpYEJRVKhjzR3cx6IZkiaapA4kgvHPki4z/2ihyIb/K3SIEFEtRnu/iboshIV0zJmFJYRAAAj3UzttoL+BF9iTuV0oxf73B7SiQqTP8ARCS6dBwc0CCS7avkRR7XdaQXGJWTcZbWXiXhLsoowQOG7b98LDt2hLLj3Ng3vW9ExVi5shcglR1CQ6OHPsFdmGRYqiZ874uJZSo3INaEkt1P3cNnZZ93TUbMsfPKjs18fEj+cRZcCS6ftDQmwaz2wtDPiAlyR+V9/1Qn/Ay416dLLxa0y28DVw3MgRwp4uSTbObeeFQZGCelscjxrWcvGQfzA+zvLZDdNA3Yy6KRE3VcZmwy/n8gNnjMfNrjJYkFE9AdqTJHbAJklycClouH/fhKUbG3wBSn6n/p48UP3pc4tmvKUjkU+z14lrAINmJQFzL6dITa7GyB3g8EqYSNCufqUVol66Q22c3AFp6g1mftU7EAoJwKP9Q4nduuK4ANoEM08Xsg6KD6zyI1Omnfgu5ZU7A6BbB0tqd/iwMZ7u9WMACXM3zNkaggfwYnK4QmZoQmFKwgcvehPfLhsHU4sb5leBcgRBv9ufKnciwWkMq/Dhp8jnkVZ9E1L1+TDm0uaQWV5cv2v092PHwn73oOxNqa4uAoJAT3xatDgQ1baihbyapsoppCGCY6r6CI71Hry64vfp3WctIQquwzNkYXIGADAviLuy/YeYTuJEE89Rbp8ug6j2yegFwAJRZV9lGa+7DYZaS2KXA0gVcR+puN+tW5Z8XqUDZqDG1BMQ4Cpan43Be/j1r1NNL2V8pzsS6jdI5zmXRMZrVhl0mMOxsdLwyjc8dXbwr1dPFMHafMPRbHmaJpVVyIE1St3jpUGV8baZ9/zu8BamhFHlrS9qMlsgllgi7+A07bO2Q/6dxJa4dghgOSguNOc1THQvt1XDXlUZusTZyXV4BA5OdasVC1Ft5b/cXTvdLkJ6rkmGgPdwWVvHXr6m0IdKTqib5y5lbyFo9qfwEQsTQ3c/nr7tNByyrg2F0Ul3gs+UymNX8EWeaTldvJx+G+qDlHHhWb3gCcOJyx0bn4PlJsxdHdhDh7EWwq/pKEOEqrRG5qQd1M7baI+CvNnoA8TSEMEJa2POaOHAaQeH9A/oh9O6ZRffM067xSeLFEO63UP6pIzkOVWzbg3b+MpmSukAlrmdre7e9i6EVEp63gIfI85GBMNmwu7Dvx/CmxuXIlMrsIxsWhv8i06eBR+OOBhV2LDHQpvQ5XaOxNHbAvAlyS0g37Jd7EztJ7NbuAlTEMtHdvrXBdKVO3ReesplwpBvPEVAl4sSiAo/dwfTuyS7qWTLG85aeRo8dolax1tYUe8t+jIDE8u8B+EAcuzKAABqSoGihZgmjEIqH+z13rKqs2yWtFi3JQvadrUE/mk/Q6HxreOyrbxMKfUUkXfWSmyT7AQiTTTv+8URdV9tIL+HOP1AW9WpKA01AaFof7tyTWFOH4Iha4YOwMzmkgFjuSf3Pr3YdW6CZh2sq6xqYrfwWIGQHK2tRWd+FC9MNf10m0mF1dDw9h7WaPyLwLTgBvaEd4lIY49WGrSI/pRrrObk1Vv/MCokwetK0hLdN3MTUQPe5SBN+e538PQ0vd22YXDobilaVwCVuzksFpNm6mfHntecvhEh75RMPfL1hW8QZoCRmUXtwfz4MpTPzdvMVsAUYpgZcoNU5bJl9TAQiTTTwFMQ4oSZG95JVrjhzcfYD+aK5pG8loba4w6f6prDLGK6Xh1t4eHL1QTZd4afOnnUR0iUsoR7mCfqIBu2uXu3sWBAN7Q42U+paNmvFjdgt6t4QaNtcLXgr72nZN1jlfQ0BUNdBsJeHxTMC628BGXvco4/vLHVqF0P+aPI5udBZhTo/xgarOIMAAtLton7jf6i5VSJZNG1xVD1Qk9q7AgZiI0eCCFCqaXSBp422GfkSq8rEUHYX/aJ0uZJW74wLAbhBbKXRfptgw/Bdv3KaaAysCMbZvj4Lbo6nCWbkR7b/e9vNi2E4zLNkbX9Mvv9A0hNE/iRq5lb/pVsPxbF0ryVaXhhBw0vEhMyYbYulX4BiyWw84hke5qXjea3oW9vMurgKo/Hbr+/n92ddwWutslCv+nBbZPvZC4rZuh9c4WX7jeBwai5fYtZiIV+aMCdOq3l6vpVaE9da+lTYzeSSYj9Are3IIYAltR1hUONttpCkBjEf6rFDgezIu+4QhZ0n/97fKEp+ekv+BtfIoRteL1siKUJUAYJ0OvDpWOsJyVxA1eP2faYUkCfWiI7K/ujkVuodXRh2oAkF0jD+MgIlyCranM/3TGQ+vPUjNBCZxcec5vxTha+Na9W489Wg1FjFxS9t1BPRXIBH7uQSZ1MMx6hiYHU0fZhcrUUzzO5yjVH1WI9U8tRoFr67cH1z3SP8X+6Enp7m3/vNRbSmZPXLs24Vx1M6ICo5ih5h4kkDo1aCEfJHuWsbJP8LNAbB5l6894TdMLuy+ZnQpfDzxlkJGKjxEhwk2/htdIvseOrRHqTdgf3Ccsckxo6eDRSw1aQCOV7TW0oPbDW4DsGlvDYRJY4lMhvnNB/6S2FUF/HoggyzgIAtCnzFhAGos/PR88nEoB35PC1fh3whCzEbiUHJdGIZ0MkvhvDSrxMZoluVVq2c/QaifBIu/OjJdIN5crBGf7QzIx54jpnSlVXRT/C8Es87t4kG8dz+RgSbMJoTZbpyUPpdh6NztxMVX7Nxw+6vBEKuyTNxcUdKaXCzHFnUYBE9QCKqzwMaY+stNr1kdGgw3e8DeK3gt5XlQoAIdGfOITMKzF2l6ttIq129Q2ZjC4x9wBQ9mNCxSiPx12NH7PpZlJc1yCVWPfJVGwAkXds9yCZmCz3PTNEfgczbV+wzWmtfblnlJAFAuIm2sYc6XP7TrdcogerUszq9zPGTtZcX1Vw6POH3qnikqm7g/6ew+AK24Kawzd+1dEHNUlitJmb2b9Bd1DkP3tVdsol8zYG0CvfV9vkEIxGMXswpWnLHYETX6v2GA8U1YkSzx++dMgQcq7/wkabvXqpZp8yjWyl8b0N/TVsC7/PPMmPfVX5wji5VxAxlgSGLMOcOGN/zcxGRQdQO0XDY62UvUOPHgLRIULUKKSY1q/bMfZZoSGgHw5O3wGYCrPLJVc59fWQ9Dy9t1bljx2l3cma9wvCoMv6KWWMw8AT0C1Mn8vFj26MKuegV0xkaq9iEzgzyCUxQA71Or07HpAoFUT4/ZfEwVev2vpKFt0wxu0iQjo7gj946DBbI7Mh1VOkQyBiULSYRpIp+6TwLUuBibpfhJ5NSRQmmbW3ohW1OTXxVJVcU9Vieh3ebHsaNY+/TN/DasvPSgaNjX/Kphem9c5yLO12MGVgZj/CgtnSSsRRk2N6su4iytZVorTRa7y/7A2lkjTue3SqfzdWxLHlrswgPooXlTkBFnhDaLjmOCdfS9pKWHLEgWAOvdw6slKdbUQP4+8W9gk6mrzSKLdjLJtXUXwIn2fDmB8gMQde2L3nhcuVukAAPi0IjBZdWjYhUkgzsOI/rOUzx8BtzfbLxoOniNFQNmX2o8a0AwIKS2nP4aChzvf5EfXgQ+Jsz4ky7K7OXQHBKP1sR3kp+H+jXILSGz0IKsQ3UcNd3vlxe2B8LJVlqTsSIyATxfSeWRlWgbZdOqzkP+R4+mkcBv9bwLVQuzs3jmSh3tefvlEp2VHUz9N39eHuUKOewtI3Jutc5HX4O7hm+aeFR6lldc9VF7YXFNDI0HW1ege0P+Wtkj4cW9fJIOn70S4UHoG7tEsFIOd3tOwOjos7dyZgDAo6zzn3zWjjkVxauE0nZt3qVDy5C7m8FlpR5/mtFJUNsQdJ2E0I0F0MAFB2GxFoL4fnWHEYcaYmbmeouAGANBIRqe8NrWlFtlj0AIsi91IHPMVFQyShZyZ9hGsrL+Pl7VGzVpdEWMNtPjYt/uErpkO6p+Y2Ku72RdmI5WER+kGUjWIMWfi1P2s/shKcBStSFw2aQk7EG4Okntb+lHp6wUgHATY3C/xtNEwEwCDV1Om0qLkoJsk6nAqXdRsW4PBmhVGiQH9MZrHTMCXshcYcrLAel3qL/opMvd92a3yDZiYlHbDOjFnbyMuSUZ0TZsExolt2lJ3odTh5uUmMGaX6asAzq5wZzDeklIi4Jy07qbsBMcF5YI/z1fxEKwI8IfxhSkzaI1Ss4QJ8YTYAIPOfOeDdpKwE/NfKQ+rfAG5KHdiFmYGVrYRhALtnToX4ZdHKqHS6xBio+7iv8kBBjpIryb13YP3MPu+e/sI6nGGDUQ5JAwuDcItEsHFAyrxGV9c2xUirOQC9pSchVH3ylSDEhne1yTSwXtH9qVFYIcU1VoZ8yrmNLz9NI3mTKdyX2uNCb1RjSgScTGTGmKF/o3z8/0rVebiaC+tlbIuRRQp24vPKur2Rz0/NzhHvikdLr7ly3yeDHsaZ53idRhDMQeTdXnwpCqnpCpqeUAVv4CYy9IBpJAc5e1ZsaatlVVZKmxWSnE9eIEDOEC4CZZjtiBtVMtfLgoXYbRE9wjryHxZ8TUo1jmk4INbHjkQkHaTPqUftH4jOVQszlmM/PSmzrpKKulO8Rer8WQy78Mr91XovAy2WnqOkiPiWTAnQ5T5nNqGUeBd4OPpOxaVzD11bpHvgqx8l2BIktgYyY3VoEJ1ytxwe2CrhtAvHFouzvMj7xW/HUgMtXax5ZEmm6csTm6tuAETm4FVsSKsRpaVbFk0MvpBFm3oje9tic471q18t/OFtyCBqv3bOjOxzqa2NPG7/PeYWORrBadTGI3bTlodwdYcsPpXLTDGFCBkXaLT8soaOnRRfmkzh8i2X8RgGX/UkA58MHJl9dsTCgRv9PfJ03Q2X4CdaK5ynSohXRZ7FXXWIlkw+7Y2cfZKI45Un2Uw5d3KY9VIt/ODWFR43l3ES9q8NPSWQXTkwDPh3uIAd2qCzxKoyGYTuBC21LoP7Fu7G/bim057Bu6btxUk46A6F1W/k4MpN/RpioZMjakuMlxiRy3XfAU24Lu5DWFCtHBHhrgz+UpEPYi85KOZaDTqbYQU7aXrDLgRziPh9LzsBDZH9tlBBzdoy/wqurUoL2jYMimuL6LByniTDE4iGkw7v6pi0w0EL/+OAof89PTqt/dZGHDqemErsOXxvTcRTWStpL6ZHe6xerO4wZeQU0UTPpD/fe27DfA1CcrE5i1N0YPmA/bzl/Tx9jUKZmyY9i2Gm/4/bdEh2vTodYFYU6asTaSLxTS9isi5KYQ2dZdyycs5mLFtOTEDfFCrotEvwJqFy1ODOLUszCoTpn/KQWf4PO1RjUYj6a6nL0ZAUDoxHGUUYGq5VtkZ8XxiQY8pj31BW5hLlNEMMWErFNpp3Kyq5H90ZCTBVDx2xSbCGedxMyaa8vUALyCZbF6tgYXgH0hdNM/nIkXNOrkHKhVMc8bNvfoDuefvTlSKyLJiKJmLX2DncpZVtRoY8mYdMgJspxF9I1lBGUbI/C1Yjp5NDrRb+rd03rpqtbDDiDVH2onSVEMKpMfS5JtdVibfi38tZbjtrBDYoNERtz4bcNt7BsJSFGuOtn13P7+7EtAPFmls+CvHWkNiCVmVYWUiUNAMVupD7lGjVAy7S0DpL8CgTpbVNRqBC7Nu5xLoZePqpqf0muYcN17c7lbMdHgzt3X+a4g0ceF8DlgTidHNU6bc162b6ePJuIc46QZyApuDOK8UT3j/ezxJHifN8el+y8h7SQRv8u9zzohByZQ+TlkZ8usz0p2yjxWyIyQa3n4rFrGktk2jvCuHsxloLalvhU2c1/wCZikL1FawHf3CSH6YK6L+zJMujkIAVVqEWkcSKpRuot2JpRKVyluzSFMMxHpWmocPpqJNtHoGn6UCm58woKzvXeLB0kzSAI5QOiUfj3v2u7sV7RMRYBdA3IOrzgxf0MF8ERblUuls9T9inoCoXRBFyrhZXPrAZ86G/uaxxTOWhOvoAqUDmyIa6PfD35ATwJM5f0ROqYxHD3NYlxrDefwrGReiuEZ/JT3f0FbeewXp1ME9u5p8liQiglfLWk8UktR9SYxGkTNdRKK1v8zAZAUq+NmoNh8UVvdby/PTHqAtoX+6HTbyeasbHiWztYrcqzT1NMULcjwmbhG52TcoaE6Hwqdykkq1wr5VqjVVl76fYQDCH9YNvUHy4T7h8yluaA9qoOf8Pwge0uhG0P8IV5ieyl4Qa7SrWLeSWKgKRDWPo659o8MY3WB9uIfmkRiaWAn+kqLHhuDN7VplsXvDTP4RgTDk3TkDv4JYgEqGG5yD/l+zd2Ci2PY7YJEFCeBuaOGURFZS0OBTvrDBKZE4M+tMWL1QWWJ/pqJGjvkZ26JDSIIh57hWF52NmoVN8GfglYGZ4GOMBDySDgx6biiREHkWeDAYJ5T2bpx1dwgHC5xqxXtukU5FNYg1NZDPgVShzGGywkthI0FXBXdfNql/7y0NOZFJDmT2WM7ihcIugcLGPxdlQjvfaS0+8cz8aPfipk9Blh4coARpMneFdp5xVgRoxx4mts3uk4joAJ7Zrv8Lqp98D2gwZi1QoWUJAhxuqbKVstGzAi65ntDusFcjpAm/b02VKkY6mw00eMNCR4dyrNCN2QQx3sQaVZgWdsX1gx0msw1Otma2P4gDcoxfEK3fm2U3nkTHttBqHf1WhKWPcY4BKHwrliaT6eXgj78rnVjT9DKeQgLFPiO/PftXeVhqgOzgMND8aH1WI3PZvthADGysgS/T0+xCVz9rT9QvtqcqsbQPKP/HDIiV09/s+D2V9QwYqboCEpn5R1/HJ66ik/b842nqVKxMIDOPbDy6K9tptp9jr1frW2Wc82oG7BuV3PTBH+ODcW1qE5RJ0vfkUDgIiEnMlBgP39toCHY3V5DTYKJZe2Y+SYKC1echgmpiJcDvTkkzCmZ5n+T2pnhpxLuIGMPPNbbjob9sV3l4kljo19uzPJo/06Cn97GlgxshqCoZmlZJa1+oB+W+DUeFTjabru/gsYldpzn52PEyzqkGLnafBW4eo27zVOftqtMt6QpQlNCEFXP8ShJ6Li6l7BUH3A/ScZeqO7DuiMI8BB2d2hKs2DJv1jBaenBQcs23hlMH4wIZBUxtQ9HXIWXqwOtMleqK7r88l46fbYJNQrodHd01nUERvaDbtZP9QWPCexAVxkgibf6CQaTU8fB3/Q9gBdg8sIqPKl34OLb6Lv2yGB8Dt73EDe5WsmYj9CXCY/5v4be9PKO+h25cHO+X4x9MeR+nUk6jNN99jkvg/pwWTaUk61AwchJJmrYRC728LLksWBzZdjxaoSXDg/WBGVN2zR2baqCRIjGO5e/Qk7fqjOAD1fBbcxg1nfqRxFTy1qi3ioOcIOBrf+nXLgL1SOf7gl5hn0X4AZRP96gQ8gnzHHQlLjYIsjF8l4iOd3xmePZHMXyqWA/B5yjLtdQznl2fpBENU80gBiRdkURBpgKnD4t6ZFO5yUtVVh54MIv0DVDRt9bSKQ8nF6UtUXvu12kaTawSPiLXRgAHsEt4k0UeRmdADApFyy0zvjfAP+krBRgOB60MfGzM+tRICtZ3UYPgJQWU0r3GZPh+H1608/kgOoWYAXCEewqP8fi2TbH9Ug/XH7lQhJUjT02TVSTdUzP/+ocp3lJ3OJxiIGNiHBG+nukdr+inrM7oaXFrFJtQVvrXR+RJzqeVFSEE0XGihIyG+zD/uTKy/XNV0sDzfxVDJcdrklgVqkp/YDYJqVBKeDlh/6f8hg6ygGpWg2LPUWtMKRCQc7li5d/ZeLzeWfd/9laDE+BHL+8UnxCHv6AXItMiwARW/juCroA2qS3Cqs1uBzAcpVjw0+90u7nU8hNvKLP+vGWADYFhEtXmLs3Z6sEkARXjmmLRpAgdfDYQKj+Yz0bjJcsF+yPzU9IdStgkGFK011Zr3+5e3hcSfb1bi3RvHqpafmQ32WfOnJpFcwBP0hEb5TsL0muo33cwWaKAA03naQZALS8ax5iPxTwJxTfltuKRXM66VgEAWeE0m+06d7oKNHcwOJaCP8yKKlYfkxwi12SKp1TpLNtVwf+WC1DSx44oVIaUyYOyHPRa2U8c/x7algd7gXsQNGDoaewwwUmG8sL81mH/zlfjFpIHYm8NA09Ztoxo/BiJqvPANyIiqQ6MnAX5Skjae780UVQ1zujg6LJd7viJBcJv6nczCiXztcHhXsZBNJLlw+0LDlIlVxg3VdcHdR7ZRfRccfcxW/GMzxA2TozfV3T/J6J06pwlxP38zAp4SGUfYc7k0++pRyZGIVBOZQ1ODWMWYcCKaX9Ts9Ksk6G/Mj0a5CEHOZlNguHcnijDZ+Mv8EVKKk9FSGKs8OL3lClctfYJnxwICZUDxKdkTlvS3eHetHdRCumUOz0j7xGcaf0CalxfoOChfFhT4GxgCw8ftvJNbiahXelzGhTHr3saXYwtgWGXH4cN1F8rNq65QN2our+aRQHO7SkC7q666s1XHdQ54xbk7W8YrbDMv6KtrFWUiV/eUdOm9Ux3plLR7r0RU5phhk1dh64Y/Wnh6wfZQDgRHqtBdpHpf7TF0ZCnrShL36CMRJop0Rl0raBXIyUfXLZAAR6zwYot80n7HPPCW1ZNr9f89/mvTmIxV2XA+myQI9isGOyMESH4NMkAVKs9XCFcDqZOqjpIPPIX0CdPfNneXvz3j3JA0/6vef//CDGf/MfnKlYa0YSq8P2EfpXxWTWi1qmxqJRAfsLrVQaeHG4BrGTx7VLl4bI8Bu2Mk41Tl8PWM2csz0iA9G3Nyg8dbfTLW8/8I+DE+c7rVCTlr1Iopfim59qxbgmmx2Y6/k6+JeVULs/3afIQz4aLCcYNFtTKGLrutYqLvE/FLMKIc7Ncih+0YgM5wBhHCsiXZn6COmxfnYz+cyUuTDGUxJkMLVioJb8la2S9rXCLdbqWRemcyWv3NpKZ2m2Nc+p37UFiJ5T2G16jdQ5f04VnRfmOjPzkaxBOULMSAaDJNQlhQTqQj1WE7xZleX1hXht/mFyWNtO71aaWyoaLFkuV6xGH42PS01HylXfMjnno6hYbEzUguIVW4iFJfmfdiBlqrp3IwUE+c19M+rHQz0a9WwuNpXslXOGNxTLFA62N7/tF6MDQaYMw9DBBl4aodLbfLFwiYBhWPUB2yMNxpOsaXNSF1vxLTqtC3RfpxEgLN6LEpYszmBeoLY8xukbzpJmSFTZfud8UhXIMQzKvh9mtetzukO6HfsIH+jlpnIPMyFLfyrSRZsVJ+YC6Ultd3058JzyrrKWLS+NUBrfT5qWVZo6lHPcNd1pyXe+LfUEh1nBYuX/cbO+J+Yic+sFZG+YXWlzY9NTvYLWmPGFTsDLr/Ac0CZdxN/FW2tPyALkbPzYICfGpONxHy7vVRwOrmOPXVnXWkOyS6wXVUdkR6b7MsfAShiYljcZNloG6T5WLZIk3ULAYSWdl+F0ui/fWgbD/CwJEdjVYFxu1Frlk9xEnDEfCFK8kVnODyhyXeXV/czV4ZCHr9TDQPwBiP55gjOiBmWQwYPsezlpFbmjXtrgmDNrUwKm5hAIiVWGp3A4INZeTRfronhmPVkH9ekP0dGmUPTfpyrALQd4yHtrsT+NAQu3ommjP7bWBpcdOsUvAuY+LAzYN9CY0895a72eI88c7ekW11CArrwWpCsyzYo/QD23HY2rl0ODMgph509ou8gpEACHVVS4Akm0do+UsidIZzcyQJk7l8qfo+yM4UAc8GPspmEUB5++CZ/QkE93VZBbix9KaBgofqtw0UGa2mRG7guQzkmeeNIDqf6xzIA3gGQYL0ZE7E+ulxb/y2sgKgVnj4ZU9Gp2yJnssjgo61ofMbWd9he2MdxaugBbkzr98bkVyDgwJwvQD7nCRZj23oz5pfKRGvU+DjQdJXlYY8TO54BqIouK8toVWg3c8zVgiSue7/jPtBup4rEGa57j0w4meOGKThDWl94ssB6OUXHbGhJ16jnkTMlvbasV69/HrOzyI7/iR8VRJKT8A0pe0FvmGiHrE81n5prmPLrUsTfiDVBCDvrtlHOQDqDUc5Ws1pC0KXHMD8mzIQrpWGDTdiZS3zS1oPdy1lOGybilJ7rJxUoQBh/hTwo9vvE8j7nU1j/GoINntBJajrqihrCoSGtz9bErqZf8pGubELLduAAjVaDZhM1xAEQtiQ3pssP4Vt6jzzUr9SKvtJrRvpYANqoE+Xuxvm1AxYzuMsR5yrfXifM7DZ7L8zGVvJ1vL70ngOe+68qF7us9Np5S7/OBImPegsk5u/QdgDWI5YiHbqkf7jJ6KfD2+NBsY6GV+Vbv2LIHlxMs8QGlHeG1VUWV2276LaeRfybrUI5WYeSCtzhrltiIJBh8j7BsnCOiBcSV3RbbYVhXu60+JrzEVytz9tEnIK+ZGQY6GxRs64ka5bEQb97TFW1x4BOjjRtJNXCwo7gq1KuR+7TH/dRxNdzwij/9xmVLk8dHUFZDMlF13aOG2BjlD0yg866EKW/xLbAKAEep7MyqfZNTYH2GaHoRnKBLA8WLE1nC5AbI1jbiLwnOB4+Cu15gyxuWiFwhHX5euMnqKlDJthCfIiDiLcNLuXrGe8Zzzf4Sex3fVCNoGEwsbSw3GrXTTi1DCs93IRn655nKkv8HqmPaJQH9APyG88yzwijVdvRv+nMAeETgXICBZfNeLnqevDu1waHQ5RurQOabA9vRD96fKMpkULl0lfILpevbzUs3pQZGG8UFUseYX/cI9RGCbIUJneaDExQn8Rmw3Kgv4PNtdAt+XtD3Xvcmf51XTD9qEkXHEwySWyvPm3a7BBA6DrUfs9wcOGq/boBDe+St07/+98qCx9BM2/1Fy4yilrUTVR9Tt57E1eRM9B/USAySZ7NlY+rXb+YlSTyqowtEqavMjY84n0uqz6tC0Wlr9UuYhe5M+DW0m5A+4QCjr4pPAO3FWlCksH/cvynS4p1AQPqgB40Wbw9qZUvMh6iQyhOAkiV1sjZMM4BEEPzHLg595v8u/8nAKgkrFZiVJPQJHgr/S1tktqfvb7Gi+RBRUhlTEyl4yeAGz7rNKYn6ZeYV6eHbRsId87xybpW+POi+Q/Fx46ClKb3FcBIamMQnZW/MKOoWLDugFwakBuL+ReR2qMROL3NhQ1U1B84vPFzvUZDf5gqJrKFFM3cwKAiDEQvrSO8bRfSwHcUG9oOfoCMt6otL2QfEugePVz8hn3vOiDPvdk4xjEdcyohjWAyDAklME27y0Q7VzxR3EnuIWnPuATnU9YtlqovY6TsEO+n7uYrkSHTn50sjpazHH85LHEHy0hNU36ZAWaj9Yce9ZBpydZ/PFZUoNY2qTFQAOX7Wgo4xNxffbYnC0HVM51zJWgbbi4RinK/h1UGlwVPhZgSvpMJw3mBOykdzTi+h4zz596Py9pAsQnV6K8PiC3FTx+Pf33H8/ci2MDD9tZnU331boyzU3mJyZhCakLn70keyenHICLEHfjFeu9Un7N6tnOmflXY3QYrjV/LPxOkvAIT36PlL7vhrZfEZ431U/mt2swYmuTtPgI9ZjK7m9BDcjA88aq8fUBlCRyVoII4eB/zAIndoT2jnCMTx5YwMywh4Pa6fcjIZdKabj/m8GMyoSBTO1E0y5FcuLAHHqN2svYCvhKtiASF3yFPHKspmQrJXp/PJSSTXrcJZPQLKbsH4++JaT2uoVnDVRjclgfJ27GquVtsKoKnoYINv6AW4wAA45oKEnZ3sKZWXBWVNhQXh8TDBC6/zj9jN5Wo1x7NOr2uw8dI1izBWdVLEFMw7XVePj2K5tuUxRXA34obEX76SPvoAKsUMWv/8889ptU9VIIamn3/2Lp5t6Rhi/UQUJly5mxUm94omEug9aw7oRiIgBDpleKKSmSrqI010mOkoCL9MSVZuepCwu9q2QPrD7y8eI1vjSjkNjDK2lrau5ucucotXQl40BvZgAlXRcxMUHR7wmdy2vCL0eqwlNnlmexxo8B3g+cawuorlsqXxtfkNDM6tamCWbFpS7IZV1odWUBzyTdZrqfHMC0KkX21JaoUK70a9fwaHzYsseVcIfS9Aycc65PCHh8fzNhlMpvuB8YYkYPT2lgijYCFCu0ivHbB1EPbQUtv5y9/TN1WeHptxXuWQS1Tg1XvQ2+/zqfXX5ZGsJJpoiVOiKfcSMRbhdZu3HNfFshWnm1k/GLv0sNKkIc6qQWp981PNf9hkQ5nkvHBFa9tTt3LIGR8mmbrtI2BmKsfluFlJZohO1qhkv1nwgyKs40Lnm8mDceuBWDv4fhsJLpwA0bTsZc7xLNEw/Tuw31CQNsaBGYOZplvQRrrDByIPE1kyNa6leNEyOXQFL5LlBlFY/LPzNtb6InHNaiZyK1XUrnbEGTnF8cGgcuCKWAYLvlh8dN6uu1T6A8h8qdjEXJ+7HmPs2xnWwgAAUuletYE3haPwJnnivW2DCqxduY1tJsM/kdAWlOVUZ54RYC3jk5nhF1T2KWLnobumw9N0DJmGMIcGrRyp8c5QAIjJq6rz+R61Vit2/zZ/dJlGBZeg4Ja4sS0EuPzd7/dEIALPF67ZrKPV5EIPnWSAYpnOh7Pfc4auXBHGqbE5uGTxSixZ98Ns5s0rLdiHVVzd5l4Pen33FbUHAhkR6a6KvN2CzDpFQXxoXy5gbO+HQ4cAHxoL27lNn0GVCAcg6PYnYpGxQq13ZkEDxPD2XccG2zMM1RkT5vVsTsMtoPJ8NDu8ogFIbDvgDMgPi783sEW88IYyvB16aFFc5uyxmTdp3uCOSsQ81MaHo/6C5rvkEmALQnqo9pupmA2EtnnKaE/QT6u2SkTpYFohEHt89o8kvJ0ghlF4SooV973pauXxbZbmsVmXAHiFzDMkUpvAKFp4vpWIVqAEN3n4Tl4XfX1m7fxDJAewHxeYQ72z3WWt/IN2uksF0AZ13jyuym/aIBm3vjNZWQ17yQnoyGjJ1O5FID0f+fDQeGIWHMgecZjOmsn05drulDyHIAGNZJugT5UeAAAAEqZqVIQhAj80IGa/5pmWVsNMh5uk+OIfB2RhNwXPQl8AKWfPZ6GNSzSVmGM4YInJr8emp6xeo4mNCqdAWuTayV9xst6THL0Rx1PxiMG8jC5x9Y84v720fZJ3gxEjoi/1LEXC9HooKIVd9TwkoAAPmXvN3fAMt6FHVDgNyehBI9TP/vibRhWRPml4u+d15rCNdIdor6YtyVD7B7V9+OJzoGINlBTWnVICJfWkHgC3BYUMORlpC+gXKX4J78INH6zInWIb9v5uCQWfy/a45jGTsj0Rkdg8DpJTMiUfkAVfQ9fjSKiFhOADl8vIaUCQOBGvpUdzOmfo4SvSrXS9wSFa1W5Ecg0V4MJGGllho+SIECJjS/L4nlPmQlpCFUOqxMDujMjrMW0VPmc2rR/HTCsctjloFGhqplQusJNoFM4CgOCQuZHixPJ5ZdA/bQVYgN4fcYiSO0X3jQJwWl4nwpTKrhX9KUxsYZSW6BsnIaalmgUDvWw+DjqEc2BGIIhlTw5voBSd7WKPE8y5UcFPeMu86uVuj5qig36X5h1Vlu4Hgi4IACwD6FadDWDY/Ogb4ePQMUBc+QoZ7QHnolaoZ3tYJXFIoPPsdCHktYnbjmhZmKWlnt7nqP0mUhcHZeH7kKGvdC9Kh5c2xvDAt1Efm0RFym2/ioNtT3tW3DXpry4v7BdUWAWzKdpMFW4+XAW5unyDQYnlPnPXdDONOLcEcDjhHjWs/9DMHSrXR5Rrlr5Oela4vQ992OhZgpSHH/klroPn2rzBAgZ+Pb6jTNkuRrAa1RhsHgyxZBF8nWGrC5RefHUOKV+d2x6MVd2gCEEOK62Hxaxg4m+thbRBnPf+NBiO6051AVXliH+5uYKPBGYlEqW5FbweUxCN6V4lQaEnlRiXFfrkoW+4lDZv2G2N+QDkpDpqQ7N8g5a1cB0lJcLcqZfMLX6VRI7il1h63HZsq/jDO9ZOyp7qlycd94uy+IDNIb37wL0yvzRqjy63m6rUMJoThQQQgAjDSC8HDqN2noD19zFgMm6LGOeOlHqtohgtHZbEAQfpo7YmZ8DVaC/0b29oOdgUBWYF8NW1eIWZWetJKLv8fn8I4RwcGiwHbQOwWRA96wkTM2txMulT4pnB33GNMu9dq5kYss5rgnse24qXf83UjYoI9M3hA590G6sMIG4ZyDT4w0Jj27w/lwX/ffKqUj0zDsXvMu8w2zhE/nXw+NmmKUXpm/WS/5b0Z8wKWO7rsT8WZ1qcEf9cQcHcdBC52RX8XtKvKYe0wZhDKDY5wJiV+IkJpxdIqHiQpQZ5bZMaX6t9W4iwSmyXQ9fREQyKdllgZJC2Yus9Tx/XVC4hJNcTqnYHOzpWNtVnprm1bLC2h5MeIu2MkNSjjraTEWb1NtLkFlxsEeUzrw8wi+Fic7jWUgtngGyHSvTSW9M8HxQwhgBUj4eovuuwxFh5dVMNmKMC0yQ4+JJEpn9MVXx6os5D3IZ4W0tfzKWD+uxs+f5AjROL3KVY9vG2tjs62nXiYtqNb3dN4jCAJh5BdafDlVL1c6R9hhA2N9N5lR2NkxHyW3x7V2P37kxOkgw7Dr9P8zHup6yWEZ/r+h4Znis1JErMpJ/zZ9KYQHIZBmGTlVLUwRjrFSEo+KX+ucVRNO4fptG/vB4qVld07qaXhMq5cTLslHqKwC9IjTgKtlbEe1MFyJSTKdRJLr/OFymU5RxER7ZmZPbtfc6gK/uN/2KWQUFtAn83aj1mGOp2c2Jya4DSb4q/vZ3+okjcb5vq98Q6oKq8UCIVyLgGyRXfL4dDMPIeJaF0CkkNSL4iRlSpzm5TC9jxX55C0r1zcxncsHPQKNhD3vWq//7xVtJoB0/8jvkPC8jwY308bLzL7UB5aWHhdKFwxEnclH36z0AZARxU8pZp7p7biDMtplIovY33KkmuRFig9RIR/IyWcWmWzSsdymwjd40s65pNHq6LuN3sbQkNOVIMontaCayGsE1uZTNXMCoNG98M6RXYudDCzbHUA2ax2l7asp3zfAqOJvZYoa7WYiTkJ105FRc14bHmmPOnMCaJVnBQs6i0BFpkcbX/Ya2O5FK81TdOQyme8L+K1r2KKfU4mTbFtov4WOq7F61x6DfAOomjlOpKiqwKsghVZPPZXNyVDhfK1kGdAAaCVhvZdGwsIV9H1I1FP0WILSmlKHqF4c+76TWgKOTt5dYaX5p/rv+UFCayOq4psLQUlRw9E0U1VJKuTlPI8OdYJLK+zNpW90WtSWdQ1OH7OV9F2gJTu6n1/pt1JsoyEtrMCkbUXoW2d9fEN+QLckJxOU3uC5IblpZ1CC5ZiVGWrm0jwH1GL87dV0P2LTsq6mTrCL9VlIMr5Hjid42X+NCbTCZSqgj9scQA3SOcFHLuMWQw6kN0Kf0wyYKby2Yf881TDK1O3Y2C2v+vMEl2ct6zpT/xYj3I8TPw2YVsL51DFgTY4pG+2jc9zZ+J5uGu8n3tEZ2yRlrwDq2NN6Ajqen7R7MIkeqH4DEfb8EyK/dY1J6fNhjSFza70LAg/uH8mSUL1pw5RnF33JsmhSXFKCbriPcy7pxIR66q6xErGLUcRIrn7hj45EDiBRwASCPLMJA0YuH031Gpa/tO97h7tvbcZqyqP5LbS91Z4Bnkt2Hqz7v1UfzaKEg6CKEy/rGskmEsf4v7e0HCw2tt45i38KOLzqlczj8cNDGNcu64lthevkAS6J5LUXJ+QucjSYkqvDQ2AXhuG2amvntqAyVYGpKB4wTSJ+cRw+zOmzLhCS6BveohKuoy+vYqtYY3ok7iElHDLNZpU/I1HJc4UZsawrro3A5+G85gYcn1ZWocep2ShwQf7UUS7W6FsVtHstyJQ/zLOcCtxw+uv0vLkJ/gI6eY/JPSJ4zwRoWzExQJRoY3TiaeC9XUPjqbzktsRgcLmkY1C1GVP83Cb6y3E5N4VC0GGD5KWfzM32dDBeYU/E5GPJdf1zM9mXZefzzJ6ebocH+RPuvS57xDWO8sisFFeZhOXfX1xhh6qkgunbEJBoYNsGGuzTs8hO5GKDTmIC9MPuwfC/itJv8n2D05R2/Gq6d6+aESOL9Po2S3DoPmN2N9xO4Oh5hXOJNiRmfVn/zDvIuNTScHfJTn8ltZzeJr0mLwqVbNEb6G2gcyRVc2kN9YSVUgVsM93HzSNLBT4aZVwhwzpowofA4SxTt86G9ySjSyrWUyneTdJHa3QZZykXdX2dDxrQN/0HzvcIFD4dq97XxdV+PEOkZSXoyc0hO+MZ1nOokLD99QyPrt3fGM7Y3ktRVSVxYRy69gqFR6WvLLr1RiB+wfSUu3naCeYOp7ed7ZkBZ1O3rjunX3EslFt1XIGjLf0cX9SFXWC9NcbTzpbkPHFOSut07i5GdB3sxGAMoLMNXH8PhnstOrESfeaVbvNmB0ahweEUdHW9NZ+yixpVjU+pE4aRXqXd2SrG/bn8gO/bsF+2ykYZ9HcjaAUs07+wLJcFk8DsP9z9LcfnFdeFnRX5zkPrTscsHrKmtWR8018U7p+UPFtlSpa+A74x7dWC4iHYMcLQImtv51eZDfhAYGd0lTVFOlqWR17Q7b+CrjiS0z0K0rVvTSYxayRVWQ32LiHdeSgKDb0udPWDryyEAlKKGvKfKf6ILZP08QTCJwQ2dCUgXsiGHixd0tEEsKtYeaj/O02yWAUD4fD6fnnIFSY8ycmA9TO5N26WpsTysbEUmsfN1tBRPlUcRG7hGT1ci/tRxfTGECCOg2iJQt+jXeE7h1yvKvZtiDvciVcTXHi0jI+yV6rO/U+tiOxuPpYAsGaNyThapoMC5lnwK22Lq5mNNMoicM25GP7ln1U5uxrUb3XonUlvuoOHxQCMWEBR8GpEOvwDPmbL0OM4L558noIgt+7XRkMlf4ehzer0Lm6ey4RNWP16CV7N5Y/YKvEd+c4crnFhEZLm5rPDG4KpLe8i9JXy7cR+2PgIcJ+R+APptg0vPi2skLaN1zDtYhYpJUoqxfGuta+vBCAqctceDWpp7CTJF4qQIlJem6U/MgQnyImnXAGmmJpBW5F4FSKZn9X+bcw4VGI+9qIcCF9S9cO2nXW0YLz24pcxZ53+QAdJv6ocMw8KDJM0sJ1Trjln6riPBPnRWdqwvGvVhw3W7rokYgZ2IaYpxHmYHg3kQk8uNxjMQmKqMsD+H8kKBIaB/zjAHvpb8Nc4c+VcYRtQ+kyTngvfq5Nl9EzRjtmgaraKIKg1pbRbk/XpUQBkmUzbbWFMXUJLjmJbxeKwXL/eGJTPOge/eXEQHsniA8ICAdJs/qorBziV0HycJ8cFCVLo8GNH68JA6MBcIvzgI0CKqPFfaZjPz/CCMEYTodSJPyH2FykDJyXQWohNLfR8SLCgWfPPjd6v+pnTmWkY/8iaGsIFlLxXjZRnpwuoxiqjsRO8+i3Q8t+8WVp+3ORMNu/f5xF3zjwnAc3l2Yr4xdOo9B8Tu3AUCb1GgwQWlEa+vVxKRrkBix8VHBQlMKPMxNtTtq8UAZyFoaqnm+lyyyYFtIqu3WNhL1mtX78bJD+SnKlLXJ7galVPSZbvTxOgAAANX5geEhGYMxTMkOB5nWGaaH1rqqX6W+ZDNTMdfoAuN5UyTFVHXbrjG3PLSi7BLsqN2zAvFGeogEzXVTkXWYidR7tW/etNg/GjfC9c+gqxm4goPtCGbvB3r/yk7A6JigIn4CmBpcggvcFPb5WeSUQn0prP/2UBIgmoZ64e00KfpPerhUXTThgDh3G7ULe2o7F4M8Sq27UN4JSfybC6MvaOKs0c/3kuef15hlwmWkVB8RYQ/pVpTw8H+jSua47UOKKN9WsOj45gn5f8xzyKjmYQ0tV+QAwlRkxNo9S7iUnnLCmuqZ+yT/b/oAWwFxttQuxje7ccjgFnvkzgpDWNFfxFV4eosCS05Vr5HDoYizYwIXlplhCyhf9fxV4Uka83sRQJ5GbLchNL00vrHitQnO4VXpL95ptjBZPdFKWfQaeNykQySOl2vT5HS7WBotlW9kiNxSrOVNP7EoE+W0ya6vHYJwuriPU2FI7O0Abntaj0xtoUOw8TRI9H9kAvYnCNQ1FfsICEXHSLlyRnzEyafkO7ZkeB/6oxQbyWUpCQjWkPY4nh4EqtgQDDebw0uVM0kv3oV5jo4STnbbLpozCSM1LrEm03Art11f/rOqmUBX0rpcAxj457lTRCWSyTJebkYV//DXqBF7rlSi2SS+cMzQadtY819G66vJWtbUFN+/JLEUO/1OZEFMGFRWFemvKsE8bQihHdR1yvm5YcMSaVYCjVFLKS1IqMpVaHKzQLrZc7TcFV/YTo8EsHMhSWnY4d1+3Qq4hPHA/OZftm7SYE/8//k39d9sDDtR468HgOAFY0xHwkgryVNFEDUU9nMTK6hNGpUq7Fjmsz5jqM+i8V4nRbGQ3gW1r/lPoKFJrAlHDbccm5XYp0xx24huIJ+MVwTK9H2FXXn2g4DezLqbz6/rpozQr38zNiMtahCz7RQzNdiGXqDML4qMyCPt8EP84F0sDQ7nk3VGjX9yvE+MSK/Dw530MX+mORiLJODmZUzpg09V2iaLX+81z5/VFsgzKMDyC3Migy6yRW7fZIc1d3xhkM8yyuK4aukZIqwxyFCO+8PZXibqJ840kPRtlmLH4hHsQGlRMtPXnIzy0sWby4VuQK/QGhqdE/+NunFvRUu814kWfgi6Tp7qTwcCS3Bao08gcaKlIsveL4tS6YcFO9BtMq3++oBkPZBfn2L8C3lEPU/xnkxHUu+wRaAxJLWpMUNZRaLqIwKvbx1dasrBPaS3+94BykM3jLIeH6+ya5aXhXqhY+oXeDkkW7gJv5aMCJPfbHZoI3uPq109PiNVA5N/5Cd7edMRjbv+Tzv700LTEeFiqwvHSBSWl0t5U6wVI+hEIrqbQhkQAjFqWypznmx3UMKW32nTbQdxqAMH6B0OpQctIw6f/l/c/zsLQXrWo03LC1dRz37VVQQ/83CsrVqoAjednJOKuKFdjBmCzGSZ4eFXQXbGQXlpropDoCv9XOw13+avUtAEC6i+DP5WWWTuZ53BEgUuUIZGO/oYOzZJsRHyXiuB/TSOSvAyiZ2FJMPFqsDWQpN6TVsLfG4PkHaOG4OTA0tW0IuSqpKfyYdTZwfq8XeY22WGDatS0MravQTb+JIK1p2jM2yRJIHdFbAXfOgpW+oXeSw5ytd+JUEEZ0ttez5w5oDwt9/rEes+ay/5n9SvXyv0l4V+U+47dnWyZHOQmlCEud7nmtkqjJgm09WTY3KPbZLR1FU8tGFfFOdhB8uDSdsFnotK+j0ijj6qXj+UsNA3T7AysB6k7GaD5R7KnKH6Doag/g8P4sz7ENGXDn6etm1yfrRvnT/fQxZU8PMWqohKF+ZU4Yl2q+mbNFamxDLrnomPdHQhBvFAi1luMGBs+djolA61fRTsC/LLsgciJCdIv9vNOkgkCLNR91fjhhbC1Y+t7ZqbN24PUmcWYJqw9HKckqGgc6E5xhvSRYglqd1AAwjBCHtzBryO6eoGaStrIfxYgAQFCNMKC8/spAXCEwYNyfFtD+e/T0pIWgZ8eeOaLZFMErbARoGA925J9i9l5ruDXklXdrQ1mhiIrDARluHiu0CAuUc4MN6QOOjcExWZzNYTqi5CzNTttVCLhtuSlVgi180o3LqOqJlMI5/8sMSgf392pdFO+mPiLIXLpPLH0gxNhk7f9+QC6Ermd7W7pU0CELXeyMTmLdnpgtCa/RADHbr8Kqc2Xe3596woK4Xx6PZMamVylAqoSq7pG97eUglzB4P26+3BULX5NhcL/D9rldrxph5I9ToOsDx5ROFda3HGwPOgsTmQSxlstN7cGcNobwyWGXEnwNxFwW1oOEvOYiz1zWJr88HMglIkix5LB0Zm7QOuUDb23UPC02liOg+Ti1l2Xix/vS42DIoZTEMSqoh2Qp2ZHlrFe4lxLk1oquRSVp7k9ZwhoQ/897TCAMhSXFovJfpmNnuxOgv/Bumgo/CFJHttdRYcx85UuylgZ79tgF8/bm78PFkQl+c/G2WA4EMMdK/94wGbmwLMyxlayyHMbQ6isF9YBg42cRf/7ST9PzqjnaNdxStjmpyrtbd9ohszigDec8vlelrFPVFBYApSijdwya4E2kZ/J8i5abmWo84f8+vqnZ/r3i6Xbq1CJvkxj6Owzm7Zhlv+rFnIV7sqBbNt6bG/WEFJ/mppIbD2lT88ZhDlMNi8TAJPocg8Dseb1UGLSuB0WUsOHofFCUtRpVtV2qlPNRjeFoFeDjLx/VEuKftRi9WP3aWxpfCXh1JPXIzTblPFi/s2Tu3DlKsFK9CXx/1fHBUkRh+vDTd9ZnYSi8g4PmGhFx7p1PafiugQ28jIgHXW16iD85mnbIDRuyKQSKiZ4PTGhXi22F47neAVRCEL+t+W9nMj4yHI0+qTJTWIrJhk4Ag5Tg+7q0eE1eCwuVXK2X2b+WEIZ1VEduYNdD41SGjv2y/XeXtNW+gYRbSriGQLXG5sccT7vW/IAwMAiSLYlCuKjYPa8VA2ou5vlerEq7/GxwfjOJ5j/FqcojEjnAJSpSu2Y0kPZbbrj4YOan4dEu0dwsWArQDQqvKWcE6n+nf2Ea1AhQRhdsQNbR8ot8b2OH9hnZpnk8yvDiNjNGZuIo80/gUx9BIfu/eWEVs+Pj49RYGyxaeDCzmaz5kAwymIjDtBd2hKkk3b11iySkvth4DuP9S5Yg6nH24T6DJZPFRLuyBUbGiPR5QwyNsIxgHUF56gOl3wg59Z2XPv7rWPpkXKVk4lu5xT/8o2dubgoDadY3p0ayKVhsACV7zsg2ZM8F0pkbUy2j9D/UZBtp/XJKDKE0DNamQAAA=)

#### 编译在目标设备上运行的模型

在编译用于在设备上执行的模型（aarch64 架构）时，务必要使用适合的交叉编译工具链，以确保编译获得的共享对象 (.so) 与设备操作系统兼容。

以下步骤用于安装将模型 cpp 文件编译为 .so 库所需的交叉编译工具链。关于安装相应交叉编译工具链的说明，请参见[下载并安装 eSDK 平台](https://docs.qualcomm.com/bundle/publicresource/topics/80-70022-51/install-sdk.html#section-b5c-z3k-5bc)。

安装平台 eSDK 后，在新的命令行终端中设置交叉编译器环境。

1. 在 `$ESDK_ROOT` 下获取环境设置脚本。

source $ESDK_ROOT/environment-setup-armv8-2a-qcom-linux
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2. 检查环境是否设置正确。

echo $SDKTARGETSYSROOT
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echo $TARGET_PREFIX
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    如果未填充上述环境变量，请在新的命令行终端中重复步骤 1。
3. 设置 QAIRT 环境。

conda activate qairt
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source ~/qairt/2.38.0.250901/bin/envsetup.sh
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#### 编译在基于 Arm 的 CPU 上运行的模型

安装交叉编译器后，使用以下命令在 `~/model/libs/aarch64-oe-linux-gcc11.2` 中生成 `libinception_v3.so`。通过命令行参数将此位置提供给 `qnn-model-lib-generator` 工具。

Note

这里使用的编译器工具链是 `aarch64-oe-linux-gcc11.2`。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-model-lib-generator -c ~/models/inception_v3.cpp -b ~/models/inception_v3.bin -o ~/models/libs -t aarch64-oe-linux-gcc11.2
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#### 编译在 HTP 上运行的模型

要在 HTP 上运行该模型，以下命令在 `~/models/libs/aarch64-oe-linux-gcc11.2` 中生成 `libinception_v3_quantized.so`。

Note

这里使用的编译器工具链是 `aarch64-oe-linux-gcc11.2`。

${QAIRT_ROOT}/bin/x86_64-linux-clang/qnn-model-lib-generator -c ~/models/inception_v3_quantized.cpp -b ~/models/inception_v3_quantized.bin -o ~/models/libs/ -t aarch64-oe-linux-gcc11.2
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Last Published: Nov 05, 2025

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