diff --git a/.gitattributes b/.gitattributes new file mode 100755 index 0000000..c191ceb --- /dev/null +++ b/.gitattributes @@ -0,0 +1,37 @@ +# Per default everything gets normalized and gets LF line endings on checkout. +* text eol=lf + +# These will always have CRLF line endings on checkout. +*.vcxproj text eol=crlf +*.props text eol=crlf +*.project text eol=crlf +*.cproject text eol=crlf +*.inf text eol=crlf + +# These are binary so should never be modified by git. +*.png binary +*.jpg binary +*.jpe binary +*.jpeg binary +*.JPG binary +*.JPEG binary +*.PNG binary +*.ttf binary +*.eot binary +*.woff binary +*.inv binary +*.dxf binary +*.mp4 binary +*.wav binary +*.mp3 binary +*.hdf binary +*.bat binary +*.pdm binary +*.doctree binary +*.elf binary +*.bin binary +*.bit binary +*.xclbin binary +*.a binary +*.bsp binary +*.so binary diff --git a/.gitignore b/.gitignore new file mode 100755 index 0000000..a384de8 --- /dev/null +++ b/.gitignore @@ -0,0 +1,45 @@ +# Compiled Sources +################### +*.o +*.map +*.hex +*.dis +*.exe +*.bit +*.hwh +*.xclbin + +# Packages +############ + +# Windows Thumbnail +###################### +Thumbs.db +thumbs.db + +# Logs and Databases +###################### +*.log + +# VIM Swap Files +###################### +*.swp + +# Build directory +###################### +build/ +sdcard/ + +# Test failure outputs +###################### +tests/*.exp +tests/*.out + +# Python cache files +###################### +__pycache__/ + +# Customized Makefile/project overrides +###################### +GNUmakefile +user.props diff --git a/.gitmodules b/.gitmodules new file mode 100644 index 0000000..2657544 --- /dev/null +++ b/.gitmodules @@ -0,0 +1,3 @@ +[submodule "vitis-ai-git"] + path = vitis-ai-git + url = https://github.com/Xilinx/Vitis-AI.git diff --git a/LICENSE b/LICENSE new file mode 100755 index 0000000..79b36a7 --- /dev/null +++ b/LICENSE @@ -0,0 +1,206 @@ +Copyright (c) 2020, Xilinx +All rights reserved. + + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright [yyyy] [name of copyright owner] + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. + diff --git a/MANIFEST.in b/MANIFEST.in new file mode 100755 index 0000000..a495642 --- /dev/null +++ b/MANIFEST.in @@ -0,0 +1,4 @@ +include pyproject.toml +include *.md +include LICENSE +recursive-include pynq_dpu * diff --git a/README.md b/README.md new file mode 100755 index 0000000..c50c4e0 --- /dev/null +++ b/README.md @@ -0,0 +1,83 @@ +# DPU on PYNQ + +This repository holds the PYNQ DPU overlay. Specifically, the Vitis AI DPU +is included in the accompanying bitstreams with example training and inference +notebooks ready to run on PYNQ enabled platforms. +Steps are also included to rebuild the designs in Vitis and can +be ported onto PYNQ-enabled Zynq Ultrascale+ boards. + +In this repository, we currently support the following boards: + +* Ultra96 +* ZCU104 +* ZCU111 + +Other Zynq Ultrascale+ boards may be supported with few adjustments. +This repository supports Vitis AI 1.1. + +## Quick Start + +### 1. Upgrading the PYNQ v2.5 image + +This upgrade step is to make sure users have a DPU-ready image. +This step is only required for one time. + +On your board, run `su` to use super user. Then run the following commands: + +```shell +git clone --recursive --shallow-submodules https://github.com/Xilinx/DPU-PYNQ.git +cd DPU-PYNQ/upgrade +make +``` + +The upgrade process may take up to 1 hour, since a few packages will +need to be installed. Please be patient. For more information, users can check +the [PYNQ v2.5 upgrade instructions](./upgrade/README.md) + +### 2. Install + +Run the following on board: + +```shell +pip3 install pynq-dpu +``` + +Then go to your jupyter notebook home folder and fetch the notebooks: + +```shell +cd $PYNQ_JUPYTER_NOTEBOOKS +pynq get-notebooks pynq-dpu -p . +``` + +This will make sure the desired notebooks shows up in your jupyter notebook +folder. + +### 3. Run + +You are ready to go! Now in jupyter, you can explore the notebooks +in `pynq-dpu` folder. + +## Rebuild DPU Block Design + +The DPU IP comes from the [Vitis Ai Github](https://github.com/Xilinx/Vitis-AI/tree/v1.1). +If you want to rebuild the hardware project, you can refer to the +[instructions for DPU Hardware Design](./boards/README.md). + +In short, the following files will be generated in `boards/` folder: + +1. `dpu.bit` +2. `dpu.hwh` +3. `dpu.xclbin` + +These are the overlay files that can be used by the `pynq_dpu` package. + +## Rebuild DPU Models + +[DPU models for ZCU104](https://github.com/Xilinx/Vitis-AI/tree/v1.1) +are available on the Vitis AI GitHub repository. + +If you want to rebuild the DPU models, you can refer to the +[instructions for DPU models](./host/README.md). + + +Copyright (C) 2020 Xilinx, Inc diff --git a/boards/Makefile b/boards/Makefile new file mode 100755 index 0000000..8aead6d --- /dev/null +++ b/boards/Makefile @@ -0,0 +1,143 @@ +# BOARD: Ultra96, ZCU104, ZCU111 +BOARD := Ultra96 +SUPPORTED = Ultra96 ZCU104 ZCU111 + +# VITIS_PLATFORM can be: +# 1. downloaded from Xilinx opendownload for specific boards +# 2. built from scratch for specific boards +# 3. provided by users directly, which overrules the previous two +DOWNLOAD := 0 +ifeq ($(BOARD),Ultra96) +VITIS_PLATFORM := $(shell pwd)/$(BOARD)/dpu/dpu.xpfm +DOWNLOAD := 0 +endif +ifeq ($(BOARD),ZCU104) +VITIS_PLATFORM := $(shell pwd)/$(BOARD)/zcu104_dpu/zcu104_dpu.xpfm +DOWNLOAD := 1 +endif +ifeq ($(BOARD),ZCU111) +VITIS_PLATFORM := $(shell pwd)/$(BOARD)/dpu/dpu.xpfm +DOWNLOAD := 0 +endif + +GARBAGE_PATTERNS := *.log *.jou sample_link.ini +GARBAGE_PATTERNS += binary_container_1 packaged_* tmp_* +GARBAGE_PATTERNS += scripts kernel_xml .Xil +GARBAGE := $(foreach DIR,$(SUPPORTED),$(addprefix $(DIR)/,$(GARBAGE_PATTERNS))) + +DIR_PRJ = $(shell pwd)/$(BOARD) +DIR_TRD = $(shell pwd)/../vitis-ai-git/DPU-TRD +VIVADO_ROOT := $(XILINX_VIVADO) +RM = rm -f +RMDIR = rm -rf +VIVADO := ${VIVADO_ROOT}/bin/vivado +TARGET := hw + +ifeq ($(BOARD),ZCU111) +KERNEL := DPU_SM +else +KERNEL := DPU +endif + +.PHONY: all clean check_env +all : check_env dpu.xclbin + +check_env : + @echo "BOARD: ${BOARD}" + @echo "VITIS_PLATFORM: ${VITIS_PLATFORM}" + @echo "DOWNLOAD: ${DOWNLOAD}" + bash check_env.sh + +${VITIS_PLATFORM} : + @echo "Preparing Vitis platform for ${BOARD}..." + bash get_platform.sh ${BOARD} ${VITIS_PLATFORM} ${DOWNLOAD} + +XOCC_OPTS = -t ${TARGET} --platform ${VITIS_PLATFORM} \ + --save-temps --config ${DIR_PRJ}/prj_config \ + --xp param:compiler.userPostSysLinkTcl=${DIR_TRD}/prj/Vitis/strip_interconnects.tcl + +DPU_HDLSRCS=\ + ${DIR_PRJ}/kernel_xml/dpu/kernel.xml\ + ${DIR_PRJ}/scripts/package_dpu_kernel.tcl\ + ${DIR_PRJ}/scripts/gen_dpu_xo.tcl\ + ${DIR_PRJ}/dpu_conf.vh\ + ${DIR_TRD}/dpu_ip/Vitis/dpu/hdl/dpu_xrt_top.v\ + ${DIR_TRD}/dpu_ip/Vitis/dpu/inc/arch_def.vh\ + ${DIR_TRD}/dpu_ip/Vitis/dpu/xdc/*.xdc\ + ${DIR_TRD}/dpu_ip/dpu_eu_*/hdl/dpu_eu_*_dpu.sv\ + ${DIR_TRD}/dpu_ip/dpu_eu_*/inc/function.vh\ + ${DIR_TRD}/dpu_ip/dpu_eu_*/inc/arch_para.vh + +SOFTMAX_HDLSRCS=\ + ${DIR_PRJ}/kernel_xml/sfm/kernel.xml\ + ${DIR_PRJ}/scripts/package_sfm_kernel.tcl\ + ${DIR_PRJ}/scripts/gen_sfm_xo.tcl\ + ${DIR_TRD}/dpu_ip/Vitis/sfm/hdl/*.v\ + ${DIR_TRD}/dpu_ip/dpu_eu_*/hdl/dpu_eu_*_sfm.sv\ + ${DIR_TRD}/dpu_ip/dpu_eu_*/xci/sfm/fp_*/*.xci + +${DIR_PRJ}/kernel_xml/dpu/kernel.xml: + @mkdir -p $(@D) + cp -rf ${DIR_TRD}/prj/Vitis/kernel_xml/dpu/kernel.xml $@ +${DIR_PRJ}/kernel_xml/sfm/kernel.xml: + @mkdir -p $(@D) + cp -rf ${DIR_TRD}/prj/Vitis/kernel_xml/sfm/kernel.xml $@ + +${DIR_PRJ}/scripts: + @mkdir -p $@ +${DIR_PRJ}/scripts/gen_dpu_xo.tcl: $(DIR_PRJ)/scripts + cp -f ${DIR_TRD}/prj/Vitis/scripts/gen_dpu_xo.tcl $@ +${DIR_PRJ}/scripts/gen_sfm_xo.tcl: $(DIR_PRJ)/scripts + cp -f ${DIR_TRD}/prj/Vitis/scripts/gen_sfm_xo.tcl $@ +${DIR_PRJ}/scripts/package_dpu_kernel.tcl: $(DIR_PRJ)/scripts + cp -f ${DIR_TRD}/prj/Vitis/scripts/package_dpu_kernel.tcl $@ + sed -i 's/set path_to_hdl "..\/..\/dpu_ip"/set path_to_hdl "..\/..\/vitis-ai-git\/DPU-TRD\/dpu_ip"/' $@ +${DIR_PRJ}/scripts/package_sfm_kernel.tcl: $(DIR_PRJ)/scripts + cp -f ${DIR_TRD}/prj/Vitis/scripts/package_sfm_kernel.tcl $@ + sed -i 's/set path_to_hdl "..\/..\/dpu_ip"/set path_to_hdl "..\/..\/vitis-ai-git\/DPU-TRD\/dpu_ip"/' $@ + +# Kernel name must match kernel name in kernel.xml +DPU_KERN_NAME = dpu_xrt_top +SFM_KERN_NAME = sfm_xrt_top + +ifeq ($(KERNEL),DPU_SM) +kernel_xo += binary_container_1/dpu.xo +kernel_xo += binary_container_1/softmax.xo +else +kernel_xo += binary_container_1/dpu.xo +endif + +binary_container_1/dpu.xo: $(DPU_HDLSRCS) + @mkdir -p ${DIR_PRJ}/binary_container_1 + -@$(RM) ${DIR_PRJ}/$@ + cd ${DIR_PRJ} ;\ + $(VIVADO) -mode batch -source scripts/gen_dpu_xo.tcl \ + -tclargs $@ $(DPU_KERN_NAME) ${TARGET} ${BOARD} + +binary_container_1/softmax.xo: $(SOFTMAX_HDLSRCS) + @mkdir -p ${DIR_PRJ}/binary_container_1 + -@$(RM) ${DIR_PRJ}/$@ + cd ${DIR_PRJ} ;\ + $(VIVADO) -mode batch -source scripts/gen_sfm_xo.tcl \ + -tclargs $@ $(SFM_KERN_NAME) ${TARGET} ${BOARD} + +dpu.xclbin: $(kernel_xo) $(VITIS_PLATFORM) + cd ${DIR_PRJ} ;\ + v++ $(XOCC_OPTS) -l --temp_dir binary_container_1 \ + --log_dir binary_container_1/logs \ + --remote_ip_cache binary_container_1/ip_cache -o ${DIR_PRJ}/binary_container_1/$@ $< + cp -f ${DIR_PRJ}/binary_container_1/link/vivado/vpl/prj/prj.srcs/sources_1/bd/*/hw_handoff/*.hwh \ + ${DIR_PRJ}/dpu.hwh + cp -f ${DIR_PRJ}/binary_container_1/link/vivado/vpl/prj/prj.runs/impl_1/*.bit \ + ${DIR_PRJ}/dpu.bit + cp -f ${DIR_PRJ}/binary_container_1/$@ \ + ${DIR_PRJ}/dpu.xclbin + +clean: + $(RMDIR) $(GARBAGE) + +cleanall: clean + $(RMDIR) Ultra96/dpu + $(RMDIR) ZCU104/zcu104_dpu + $(RMDIR) ZCU111/dpu + $(RMDIR) PYNQ-derivative-overlays diff --git a/boards/README.md b/boards/README.md new file mode 100755 index 0000000..24d2ba3 --- /dev/null +++ b/boards/README.md @@ -0,0 +1,76 @@ +# DPU Hardware Design + +Make sure you have cloned this repository onto your host machine: + +``` +git clone --recursive --shallow-submodules https://github.com/Xilinx/DPU-PYNQ.git +cd DPU-PYNQ/boards +``` + +## Officially Supported Boards + +Currently we support the following boards: + +* Ultra96 +* ZCU104 +* ZCU111 + +To build the DPU hardware design, we first need to make sure Vitis and XRT +have been installed and their settings are sourced properly. + +```shell +source /Vitis/2019.2/settings64.sh +source /xilinx/xrt/setup.sh +``` + +Then build the hardware design. + +```shell +make BOARD= +``` + +During this process, the corresponding Vitis platform will be generated +for the specified board. The make process generates in ``: + +1. `dpu.bit` +2. `dpu.hwh` +3. `dpu.xclbin` + +## Other Zynq Ultrascale Boards + +You can create your own folder for your board; make sure you have +`dpu_conf.vh` and `prj_config` in that folder. +After sourcing Vitis and XRT settings, you can run: + +```shell +make BOARD= VITIS_PLATFORM= +``` + +In general, to prepare the Vitis platform, users have the following options: + +* Rebuild Vitis platform from source +(e.g. [source for Xilinx official platforms](https://github.com/Xilinx/Vitis_Embedded_Platform_Source/tree/master/Xilinx_Official_Platforms)) +* Download an official Vitis platform +(e.g. [ZCU104 platform](https://www.xilinx.com/bin/public/openDownload?filename=zcu104_dpu_2019.2.zip)) +* Provide users' own customized platforms + +No matter how you have prepared your Vitis platform, you can always provide +`VITIS_PLATFORM` to the make process as shown above. + +## DPU IP + +You can modify the `dpu_conf.vh` file to change the DPU IP settings in the +board folder. The adjustable settings of the DPU IP include: + +* DPU model number +* `RAM_USAGE_LOW` +* `CHANNEL_AUGMENTATION_ENABLE` +* `DWCV_ENABLE` +* `POOL_AVG_ENABLE` +* `RELU_LEAKYRELU_RELU6` +* `Softmax` + +For more information regarding the DPU IP, you can refer to the [official Vitis +AI DPU guide](https://github.com/Xilinx/Vitis-AI/blob/master/DPU-TRD/prj/Vitis/README.md). + +Copyright (C) 2020 Xilinx, Inc diff --git a/boards/Ultra96/dpu_conf.vh b/boards/Ultra96/dpu_conf.vh new file mode 100755 index 0000000..6c8555a --- /dev/null +++ b/boards/Ultra96/dpu_conf.vh @@ -0,0 +1,111 @@ +//Setting the arch of DPU, For more details, Please read the PG338 + + +/*====== Architecture Options ======*/ +// |------------------------------------------------------| +// | Support 8 DPU size +// +------------------------------------------------------+ +// | `define B512 +// +------------------------------------------------------+ +// | `deifne B800 +// +------------------------------------------------------+ +// | `deifne B1024 +// +------------------------------------------------------+ +// | `deifne B1152 +// +------------------------------------------------------+ +// | `deifne B1600 +// +------------------------------------------------------+ +// | `deifne B2304 +// +------------------------------------------------------+ +// | `deifne B3136 +// +------------------------------------------------------+ +// | `deifne B4096 +// |------------------------------------------------------| + +`define B1600 + +// |------------------------------------------------------| +// |If the FPGA has Uram. You can define URAM_EN parameter +// +------------------------------------------------------+ +// | for zcu104 : `define URAM_ENABLE +// +------------------------------------------------------+ +// | for zcu102 : `define URAM_DISABLE +// |------------------------------------------------------| + +`define URAM_DISABLE + +//config URAM +`ifdef URAM_ENABLE + `define def_UBANK_IMG_N 5 + `define def_UBANK_WGT_N 17 + `define def_UBANK_BIAS 1 +`elsif URAM_DISABLE + `define def_UBANK_IMG_N 0 + `define def_UBANK_WGT_N 0 + `define def_UBANK_BIAS 0 +`endif + +// |------------------------------------------------------| +// | RAM Usage Configuration +// +------------------------------------------------------+ +// | RAM Usage High : `define RAM_USAGE_HIGH +// +------------------------------------------------------+ +// | RAM Usage Low : `define RAM_USAGE_LOW +// |------------------------------------------------------| + +`define RAM_USAGE_LOW + +// |------------------------------------------------------| +// | Channel Augmentation Configuration +// +------------------------------------------------------+ +// | Enable : `define CHANNEL_AUGMENTATION_ENABLE +// +------------------------------------------------------+ +// | Disable : `define CHANNEL_AUGMENTATION_DISABLE +// |------------------------------------------------------| + +`define CHANNEL_AUGMENTATION_DISABLE + +// |------------------------------------------------------| +// | DepthWiseConv Configuration +// +------------------------------------------------------+ +// | Enable : `define DWCV_ENABLE +// +------------------------------------------------------+ +// | Disable : `define DWCV_DISABLE +// |------------------------------------------------------| + +`define DWCV_ENABLE + +// |------------------------------------------------------| +// | Pool Average Configuration +// +------------------------------------------------------+ +// | Enable : `define POOL_AVG_ENABLE +// +------------------------------------------------------+ +// | Disable : `define POOL_AVG_DISABLE +// |------------------------------------------------------| + +`define POOL_AVG_ENABLE + +// |------------------------------------------------------| +// | RELU Type Configuration +// +------------------------------------------------------+ +// | `define RELU_RELU6 +// +------------------------------------------------------+ +// | `define RELU_LEAKYRELU_RELU6 +// |------------------------------------------------------| + +`define RELU_LEAKYRELU_RELU6 + +// |------------------------------------------------------| +// | DSP48 Usage Configuration +// +------------------------------------------------------+ +// | `define DSP48_USAGE_HIGH +// +------------------------------------------------------+ +// | `define DSP48_USAGE_LOW +// |------------------------------------------------------| + +`define DSP48_USAGE_HIGH + + + + + diff --git a/boards/Ultra96/prj_config b/boards/Ultra96/prj_config new file mode 100755 index 0000000..e53bcc9 --- /dev/null +++ b/boards/Ultra96/prj_config @@ -0,0 +1,17 @@ +[clock] +id=0:dpu_xrt_top_1.aclk +id=1:dpu_xrt_top_1.ap_clk_2 + +[connectivity] +sp=dpu_xrt_top_1.M_AXI_GP0:HPC0 +sp=dpu_xrt_top_1.M_AXI_HP0:HP0 +sp=dpu_xrt_top_1.M_AXI_HP2:HP1 +nk=dpu_xrt_top:1 + +[advanced] +misc=:solution_name=link +param=compiler.addOutputTypes=sd_card + +[vivado] +prop=run.impl_1.strategy=Performance_Explore +param=place.runPartPlacer=0 diff --git a/boards/ZCU104/dpu_conf.vh b/boards/ZCU104/dpu_conf.vh new file mode 100755 index 0000000..318be9b --- /dev/null +++ b/boards/ZCU104/dpu_conf.vh @@ -0,0 +1,111 @@ +//Setting the arch of DPU, For more details, Please read the PG338 + + +/*====== Architecture Options ======*/ +// |------------------------------------------------------| +// | Support 8 DPU size +// +------------------------------------------------------+ +// | `define B512 +// +------------------------------------------------------+ +// | `deifne B800 +// +------------------------------------------------------+ +// | `deifne B1024 +// +------------------------------------------------------+ +// | `deifne B1152 +// +------------------------------------------------------+ +// | `deifne B1600 +// +------------------------------------------------------+ +// | `deifne B2304 +// +------------------------------------------------------+ +// | `deifne B3136 +// +------------------------------------------------------+ +// | `deifne B4096 +// |------------------------------------------------------| + +`define B4096 + +// |------------------------------------------------------| +// |If the FPGA has Uram. You can define URAM_EN parameter +// +------------------------------------------------------+ +// | for zcu104 : `define URAM_ENABLE +// +------------------------------------------------------+ +// | for zcu102 : `define URAM_DISABLE +// |------------------------------------------------------| + +`define URAM_ENABLE + +//config URAM +`ifdef URAM_ENABLE + `define def_UBANK_IMG_N 5 + `define def_UBANK_WGT_N 17 + `define def_UBANK_BIAS 1 +`elsif URAM_DISABLE + `define def_UBANK_IMG_N 0 + `define def_UBANK_WGT_N 0 + `define def_UBANK_BIAS 0 +`endif + +// |------------------------------------------------------| +// | RAM Usage Configuration +// +------------------------------------------------------+ +// | RAM Usage High : `define RAM_USAGE_HIGH +// +------------------------------------------------------+ +// | RAM Usage Low : `define RAM_USAGE_LOW +// |------------------------------------------------------| + +`define RAM_USAGE_HIGH + +// |------------------------------------------------------| +// | Channel Augmentation Configuration +// +------------------------------------------------------+ +// | Enable : `define CHANNEL_AUGMENTATION_ENABLE +// +------------------------------------------------------+ +// | Disable : `define CHANNEL_AUGMENTATION_DISABLE +// |------------------------------------------------------| + +`define CHANNEL_AUGMENTATION_ENABLE + +// |------------------------------------------------------| +// | DepthWiseConv Configuration +// +------------------------------------------------------+ +// | Enable : `define DWCV_ENABLE +// +------------------------------------------------------+ +// | Disable : `define DWCV_DISABLE +// |------------------------------------------------------| + +`define DWCV_ENABLE + +// |------------------------------------------------------| +// | Pool Average Configuration +// +------------------------------------------------------+ +// | Enable : `define POOL_AVG_ENABLE +// +------------------------------------------------------+ +// | Disable : `define POOL_AVG_DISABLE +// |------------------------------------------------------| + +`define POOL_AVG_ENABLE + +// |------------------------------------------------------| +// | RELU Type Configuration +// +------------------------------------------------------+ +// | `define RELU_RELU6 +// +------------------------------------------------------+ +// | `define RELU_LEAKYRELU_RELU6 +// |------------------------------------------------------| + +`define RELU_LEAKYRELU_RELU6 + +// |------------------------------------------------------| +// | DSP48 Usage Configuration +// +------------------------------------------------------+ +// | `define DSP48_USAGE_HIGH +// +------------------------------------------------------+ +// | `define DSP48_USAGE_LOW +// |------------------------------------------------------| + +`define DSP48_USAGE_LOW + + + + + diff --git a/boards/ZCU104/prj_config b/boards/ZCU104/prj_config new file mode 100755 index 0000000..8745c82 --- /dev/null +++ b/boards/ZCU104/prj_config @@ -0,0 +1,31 @@ +[clock] + +id=1:dpu_xrt_top_1.aclk +id=6:dpu_xrt_top_1.ap_clk_2 +id=1:dpu_xrt_top_2.aclk +id=6:dpu_xrt_top_2.ap_clk_2 +#id=1:dpu_xrt_top_3.aclk +#id=6:dpu_xrt_top_3.ap_clk_2 +#id=1:sfm_xrt_top_1.aclk +[connectivity] + +sp=dpu_xrt_top_1.M_AXI_GP0:HPC0 +sp=dpu_xrt_top_1.M_AXI_HP0:HP0 +sp=dpu_xrt_top_1.M_AXI_HP2:HP1 +sp=dpu_xrt_top_2.M_AXI_GP0:HPC0 +sp=dpu_xrt_top_2.M_AXI_HP0:HP2 +sp=dpu_xrt_top_2.M_AXI_HP2:HP3 +#sp=dpu_xrt_top_3.M_AXI_GP0:HP0 +#sp=dpu_xrt_top_3.M_AXI_HP0:HP3 +#sp=dpu_xrt_top_3.M_AXI_HP2:HP3 + +nk=dpu_xrt_top:2 + +[advanced] +misc=:solution_name=link +param=compiler.addOutputTypes=sd_card +#param=compiler.skipTimingCheckAndFrequencyScaling=1 + +[vivado] +prop=run.impl_1.strategy=Performance_Explore +param=place.runPartPlacer=0 diff --git a/boards/ZCU111/dpu_conf.vh b/boards/ZCU111/dpu_conf.vh new file mode 100755 index 0000000..c4206d3 --- /dev/null +++ b/boards/ZCU111/dpu_conf.vh @@ -0,0 +1,111 @@ +//Setting the arch of DPU, For more details, Please read the PG338 + + +/*====== Architecture Options ======*/ +// |------------------------------------------------------| +// | Support 8 DPU size +// +------------------------------------------------------+ +// | `define B512 +// +------------------------------------------------------+ +// | `deifne B800 +// +------------------------------------------------------+ +// | `deifne B1024 +// +------------------------------------------------------+ +// | `deifne B1152 +// +------------------------------------------------------+ +// | `deifne B1600 +// +------------------------------------------------------+ +// | `deifne B2304 +// +------------------------------------------------------+ +// | `deifne B3136 +// +------------------------------------------------------+ +// | `deifne B4096 +// |------------------------------------------------------| + +`define B4096 + +// |------------------------------------------------------| +// |If the FPGA has Uram. You can define URAM_EN parameter +// +------------------------------------------------------+ +// | for zcu104 : `define URAM_ENABLE +// +------------------------------------------------------+ +// | for zcu102 : `define URAM_DISABLE +// |------------------------------------------------------| + +`define URAM_DISABLE + +//config URAM +`ifdef URAM_ENABLE + `define def_UBANK_IMG_N 5 + `define def_UBANK_WGT_N 17 + `define def_UBANK_BIAS 1 +`elsif URAM_DISABLE + `define def_UBANK_IMG_N 0 + `define def_UBANK_WGT_N 0 + `define def_UBANK_BIAS 0 +`endif + +// |------------------------------------------------------| +// | RAM Usage Configuration +// +------------------------------------------------------+ +// | RAM Usage High : `define RAM_USAGE_HIGH +// +------------------------------------------------------+ +// | RAM Usage Low : `define RAM_USAGE_LOW +// |------------------------------------------------------| + +`define RAM_USAGE_LOW + +// |------------------------------------------------------| +// | Channel Augmentation Configuration +// +------------------------------------------------------+ +// | Enable : `define CHANNEL_AUGMENTATION_ENABLE +// +------------------------------------------------------+ +// | Disable : `define CHANNEL_AUGMENTATION_DISABLE +// |------------------------------------------------------| + +`define CHANNEL_AUGMENTATION_ENABLE + +// |------------------------------------------------------| +// | DepthWiseConv Configuration +// +------------------------------------------------------+ +// | Enable : `define DWCV_ENABLE +// +------------------------------------------------------+ +// | Disable : `define DWCV_DISABLE +// |------------------------------------------------------| + +`define DWCV_ENABLE + +// |------------------------------------------------------| +// | Pool Average Configuration +// +------------------------------------------------------+ +// | Enable : `define POOL_AVG_ENABLE +// +------------------------------------------------------+ +// | Disable : `define POOL_AVG_DISABLE +// |------------------------------------------------------| + +`define POOL_AVG_ENABLE + +// |------------------------------------------------------| +// | RELU Type Configuration +// +------------------------------------------------------+ +// | `define RELU_RELU6 +// +------------------------------------------------------+ +// | `define RELU_LEAKYRELU_RELU6 +// |------------------------------------------------------| + +`define RELU_LEAKYRELU_RELU6 + +// |------------------------------------------------------| +// | DSP48 Usage Configuration +// +------------------------------------------------------+ +// | `define DSP48_USAGE_HIGH +// +------------------------------------------------------+ +// | `define DSP48_USAGE_LOW +// |------------------------------------------------------| + +`define DSP48_USAGE_LOW + + + + + diff --git a/boards/ZCU111/prj_config b/boards/ZCU111/prj_config new file mode 100755 index 0000000..8745c82 --- /dev/null +++ b/boards/ZCU111/prj_config @@ -0,0 +1,31 @@ +[clock] + +id=1:dpu_xrt_top_1.aclk +id=6:dpu_xrt_top_1.ap_clk_2 +id=1:dpu_xrt_top_2.aclk +id=6:dpu_xrt_top_2.ap_clk_2 +#id=1:dpu_xrt_top_3.aclk +#id=6:dpu_xrt_top_3.ap_clk_2 +#id=1:sfm_xrt_top_1.aclk +[connectivity] + +sp=dpu_xrt_top_1.M_AXI_GP0:HPC0 +sp=dpu_xrt_top_1.M_AXI_HP0:HP0 +sp=dpu_xrt_top_1.M_AXI_HP2:HP1 +sp=dpu_xrt_top_2.M_AXI_GP0:HPC0 +sp=dpu_xrt_top_2.M_AXI_HP0:HP2 +sp=dpu_xrt_top_2.M_AXI_HP2:HP3 +#sp=dpu_xrt_top_3.M_AXI_GP0:HP0 +#sp=dpu_xrt_top_3.M_AXI_HP0:HP3 +#sp=dpu_xrt_top_3.M_AXI_HP2:HP3 + +nk=dpu_xrt_top:2 + +[advanced] +misc=:solution_name=link +param=compiler.addOutputTypes=sd_card +#param=compiler.skipTimingCheckAndFrequencyScaling=1 + +[vivado] +prop=run.impl_1.strategy=Performance_Explore +param=place.runPartPlacer=0 diff --git a/boards/check_env.sh b/boards/check_env.sh new file mode 100755 index 0000000..558bd9f --- /dev/null +++ b/boards/check_env.sh @@ -0,0 +1,13 @@ +#!/bin/bash + +set -e + +if [[ -z $(vitis -version | fgrep 2019.2) ]]; then + echo "Error: Please source Vitis 2019.2 settings." + exit 1 +fi + +if [[ -z ${XILINX_XRT} ]]; then + echo "Error: Please source XRT 2019.2 settings." + exit 1 +fi diff --git a/boards/get_platform.sh b/boards/get_platform.sh new file mode 100755 index 0000000..af3490a --- /dev/null +++ b/boards/get_platform.sh @@ -0,0 +1,29 @@ +#!/bin/bash + +BOARD=$1 +VITIS_PLATFORM=$2 +DOWNLOAD=$3 +PFM_NAME=$(echo $2 | rev | cut -d'/' -f1 | rev | cut -d'.' -f1) +CURDIR=$(pwd) +URL="https://www.xilinx.com/bin/public/openDownload?filename=${PFM_NAME}_2019.2.zip" + +# platform can be either downloaded or built from scratch +if [[ $DOWNLOAD -eq 1 ]]; then + cd ${BOARD} + wget $URL -O ${PFM_NAME}.zip + unzip ${PFM_NAME}.zip + rm ${PFM_NAME}.zip +else + if [ ! -d PYNQ-derivative-overlays ]; then + git clone https://github.com/yunqu/PYNQ-derivative-overlays.git + cd PYNQ-derivative-overlays + git checkout -b temp tags/v2019.2 + fi + cd ${CURDIR}/PYNQ-derivative-overlays/dpu + make clean && make BOARD=${BOARD} + cd ${CURDIR}/PYNQ-derivative-overlays/vitis_platform + make XSA_PATH=../dpu/dpu.xsa BOARD=${BOARD} + cp -rf ${CURDIR}/PYNQ-derivative-overlays/vitis_platform/${BOARD}/platforms/${PFM_NAME} \ + ${CURDIR}/${BOARD} +fi +cd ${CURDIR} diff --git a/host/README.md b/host/README.md new file mode 100755 index 0000000..68e64fa --- /dev/null +++ b/host/README.md @@ -0,0 +1,182 @@ +# Build Machine Learning Models for DPU + +This folder helps users recompile their own DPU models so they can be deployed +on the board. The recompilation is needed if users want to retarget +a different DPU configuration. + +We provide a `compile.sh` script that helps users compile their own deployable +models from Vitis AI model zoo. For advanced users, a jupyter notebook + `train_mnist_model.ipynb` is provided to show how to train a ML +model, quantize it, and compile it using Vitis AI tools. + +## Prerequisites + + +### 1. Repository + +Make sure you have cloned this repository onto your host machine: + +```shell +git clone --recursive --shallow-submodules https://github.com/Xilinx/DPU-PYNQ.git +``` + +### 2. Docker + +If you have not installed docker on your host machine, please refer to the +[Vitis AI getting started page](https://github.com/Xilinx/Vitis-AI/tree/v1.1#Getting-Started) +to install docker. + +### 3. (optional) `dpu.hwh` + +There are 3 cases for different boards: + +1. For ZCU104, our DPU configuration is consistent with the ZCU104 design of +the Vitis AI release. +2. For ZCU111, our DPU configuration is consistent with the ZCU102 design of +the Vitis AI release. +3. For Ultra96 or other boards, the Vitis AI release does not contain +necessary files to recompile the DPU models directly. + +For case 1 and 2, users can leverage existing files on the released docker +image. No action is required. + +For case 3 (Ultra96 or any other board), the DPU configuration file +(`Ultra96.dcf` or `.dcf`) does not exist on the released docker image. +We need to prepare the `dpu.hwh` so we can compile it into a DPU configuration +file. + +One way to get the `dpu.hwh` is to +[download it for Ultra96](https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.ultra96.hwh); +remember to rename it to `dpu.hwh` if necessary. + +Alternatively, if you have rebuilt the DPU hardware design by yourself, +you should see 3 overlay files (`dpu.hwh`, `dpu.bit`, and `dpu.xclbin`) +inside folder `DPU-PYNQ/Boards/`. You can take the `dpu.hwh` +there as well. + +**Note**: if you have changed the DPU configurations in your hardware design, +you must prepare your new `dpu.hwh`. + +### 4. (optional) Machine + +If you want to run the jupyter notebook `train_mnist_model.ipynb` on the host +machine, you will need to make sure you have an AVX2 and FMA compatible +machine. To check that: + +```shell +grep avx2 /proc/cpuinfo +grep fma /proc/cpuinfo +``` + +Both commands should return a list of available supported instruction sets. +If one of the 2 commands returns nothing, your machine will have difficulties +importing `tensorflow` package. + +## Build DPU Models from Vitis AI Model Zoo + +On your host machine, as mentioned in the previous section, if you are +building models for Ultra96, you need to put the corresponding `dpu.hwh` file +in folder `DPU-PYNQ/host`. + +We can run the following commands now. + +```shell +cd DPU-PYNQ/host +mkdir -p docker +cp -rf ../vitis-ai-git/docker_run.sh . +cp -rf ../vitis-ai-git/docker/PROMPT.txt docker +chmod u+x docker_run.sh +./docker_run.sh xilinx/vitis-ai-cpu:latest +``` + +The `docker_run.sh` will download a Vitis AI docker image after users accept +the license agreements. It may take a long time to download since the image +is about 8GB. After the download is complete, the `docker_run.sh` script +will help you log onto that docker image. + +The Vitis AI docker image gives users access to the Vitis AI utilities +and compilation tools. If you have run `docker_run.sh` before, it will simply +launch the docker image without downloading again. + +Once you are in the docker environment, you can run the `compile.sh` script. + +```shell +./compile.sh +``` + +Here `Board` can be `Ultra96`, `ZCU104`, and `ZCU111`. For `model_name`, +users can check the [model information](https://github.com/Xilinx/AI-Model-Zoo/tree/1387830ef9b846255245c1dc063e7c86ac71498e#model-information) page as shown below. + +![](images/model_info.png) + +The `compile.sh` eases the compilation of existing DPU models. Users can also +adjust the script to compile their own models. The `compile.sh` does the +following things. + +### (1) Adding Ultra96 support + +We prepare the `Ultra96.dcf` using the `dpu.hwh` file. + +### (2) Downloading a model from model zoo + +We download a deployable model as a zip file from +[Vitis AI Model Zoo](https://github.com/Xilinx/AI-Model-Zoo/tree/1387830ef9b846255245c1dc063e7c86ac71498e). +The contents of the extracted zip file (e.g., `cf_resnet50_imagenet_224_224_7.7G`) +will contain multiple versions of the model: + +* floating point frozen graph (under `float`) +* quantized evaluation model (under `quantized`) +* quantized deployment model (under `quantized`) + +In our case we only need the following files inside the `quantized` directory: +(1) `deploy.caffemodel` and (2) `deploy.prototxt`. + +### (3) Compiling the model + +We will compile the model into a `*.elf` file. +If everything is successful, you should see a screen as shown below. + +![](images/vai_c_output_caffe.png) + +A new model file (e.g. `dpu_resnet50_0.elf`) should appear in your working +directory; this is the model file that can be deployed on the board. + +After you are done with the docker environment, type in: + +```shell +exit +``` + +to exit. + +## Train Your Own DPU Models from Scratch + +Instead of using the deployable models from the Vitis AI model zoo, advanced +users may even train their own machine learning models. We will show +one example in `train_mnist_model.ipynb`. + +Once you are in the docker environment, you can do the following. + +```shell +conda activate vitis-ai-tensorflow +yes | pip install matplotlib keras==2.2.5 +``` + +Then launch jupyter notebook and run the `train_mnist_model.ipynb` +step-by-step. + +```shell +jupyter notebook --ip=0.0.0.0 --port=8080 +``` + +For more information such as training your own model, please refer to the +[Vitis AI user guide](https://www.xilinx.com/support/documentation/sw_manuals/vitis_ai/1_1/ug1414-vitis-ai.pdf) +and [Vitis AI Tutorials](https://github.com/xilinx/vitis-ai-tutorials). + +## References + +* [Vitis AI Github](https://github.com/Xilinx/Vitis-AI) +* [Vitis AI User Guide](https://www.xilinx.com/support/documentation/sw_manuals/vitis_ai/1_1/ug1414-vitis-ai.pdf) +* [Vitis AI Model Zoo](https://github.com/Xilinx/AI-Model-Zoo/tree/1387830ef9b846255245c1dc063e7c86ac71498e) + +Copyright (C) 2020 Xilinx, Inc diff --git a/host/Ultra96.json b/host/Ultra96.json new file mode 100755 index 0000000..81d9168 --- /dev/null +++ b/host/Ultra96.json @@ -0,0 +1,5 @@ +{ + "target" : "dpuv2", + "dcf" : "/opt/vitis_ai/compiler/arch/dpuv2/Ultra96/Ultra96.dcf", + "cpu_arch" : "arm64" +} diff --git a/host/compile.sh b/host/compile.sh new file mode 100755 index 0000000..0ce278a --- /dev/null +++ b/host/compile.sh @@ -0,0 +1,74 @@ +#!/bin/bash + +set -e + +if [ "$#" -eq 2 ]; then + BOARD=$1 + MODEL_NAME=$2 +else + echo "Error: please provide BOARD and MODEL_NAME as arguments." + echo "Example: ./compile.sh Ultra96 cf_resnet50_imagenet_224_224_7.7G_1.1" + exit 1 +fi + +if [ $BOARD = "Ultra96" ] && [ ! -e dpu.hwh ]; then + echo "Error: please make sure dpu.hwh is in the working directory." + exit 1 +fi + +VAI_VERSION=1.1 +MODEL_ZIP=$(echo ${MODEL_NAME} | sed 's/_[1-9\.]\+G_/_/g').zip +MODEL_UNZIP=$(echo ${MODEL_NAME} | sed "s/_${VAI_VERSION}//g") +MODEL=$(echo $MODEL_NAME | cut -d'_' -f2) +FRAMEWORK=$(echo $MODEL_NAME | cut -d'_' -f1) + +# Activate Vtisi AI conda environment +source /etc/profile.d/conda.sh +if [ $FRAMEWORK = 'cf' ]; then + conda activate vitis-ai-caffe +elif [ $FRAMEWORK = 'tf' ]; then + conda activate vitis-ai-tensorflow +else + echo "Error: currently only caffe and tensorflow are supported." + exit 1 +fi + +# If custom Ultra96 hwh file is provided, add DPU support +if [ $BOARD = "Ultra96" ]; then + sudo mkdir -p /opt/vitis_ai/compiler/arch/dpuv2/Ultra96 + sudo cp -f Ultra96.json \ + /opt/vitis_ai/compiler/arch/dpuv2/Ultra96/Ultra96.json + dlet -f dpu.hwh + sudo cp *.dcf /opt/vitis_ai/compiler/arch/dpuv2/${BOARD}/${BOARD}.dcf +fi + +# ZCU111 and ZCU102 use equivalent DPU configurations +if [ $BOARD = "ZCU111" ]; then + BOARD=ZCU102 +fi + +# Download model if it doesn't already exist in workspace +if [ ! -f $MODEL_ZIP ]; then + wget -O ${MODEL_ZIP} \ + "https://www.xilinx.com/bin/public/openDownload?filename=${MODEL_ZIP}" +fi +unzip -o ${MODEL_ZIP} + +# Compile the model +if [ $FRAMEWORK = 'cf' ]; then + vai_c_caffe \ + --prototxt ${MODEL_UNZIP}/quantized/deploy.prototxt \ + --caffemodel ${MODEL_UNZIP}/quantized/deploy.caffemodel \ + --arch /opt/vitis_ai/compiler/arch/dpuv2/${BOARD}/${BOARD}.json \ + --output_dir . \ + --net_name ${MODEL} +elif [ $FRAMEWORK = 'tf' ]; then + vai_c_tensorflow \ + --frozen_pb ${MODEL_UNZIP}/quantized/deploy_model.pb \ + --arch /opt/vitis_ai/compiler/arch/dpuv2/${BOARD}/${BOARD}.json \ + --output_dir . \ + --net_name tf_${MODEL} +else + echo "Error: currently only caffe and tensorflow are supported." + exit 1 +fi diff --git a/host/images/model_info.png b/host/images/model_info.png new file mode 100755 index 0000000..581c8fd Binary files /dev/null and b/host/images/model_info.png differ diff --git a/host/images/vai_c_output_caffe.png b/host/images/vai_c_output_caffe.png new file mode 100755 index 0000000..2b1e027 Binary files /dev/null and b/host/images/vai_c_output_caffe.png differ diff --git a/host/train_mnist_model.ipynb b/host/train_mnist_model.ipynb new file mode 100755 index 0000000..f0787dc --- /dev/null +++ b/host/train_mnist_model.ipynb @@ -0,0 +1,763 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Training a CNN for DPU compilation\n", + "\n", + "In this notebook we show how to train a simple Convolutional Neural Network (CNN)\n", + "on the MNIST handwritten digit dataset for deployment on the DPU. We will cover:\n", + "\n", + "* Loading and pre-processing the imagenet dataset\n", + "* Training a CNN with Keras and Tensorflow\n", + "* Freezing the trained model\n", + "* Quantizing and evaluating the quantized model\n", + "* Compiling for DPU using the Vitis AI compiler\n", + "\n", + "This notebook should be run on a proper X86 machine; it has to support\n", + "AVX2 and FMA instructions sets." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Using TensorFlow backend.\n" + ] + } + ], + "source": [ + "import os\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import tensorflow as tf\n", + "tf.compat.v1.logging.set_verbosity(tf.compat.v1.logging.ERROR)\n", + "import keras\n", + "from keras.layers import Dense, Conv2D, InputLayer, Flatten, MaxPool2D" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load dataset\n", + "\n", + "The MNIST dataset comes with 60k training and 10k test examples that are\n", + "28x28 grayscale images, along with their labels which are just the \n", + "corresponding digits saved as integers. We can use the `keras.datasets`\n", + "utility to load the MNIST dataset straight into our Jupyter environment." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training data: (60000, 28, 28), (60000,)\n", + "Test data: (10000, 28, 28), (10000,)\n" + ] + } + ], + "source": [ + "(x_train, y_train), (x_test, y_test) = keras.datasets.mnist.load_data()\n", + "\n", + "print('Training data: {}, {}'.format(x_train.shape, y_train.shape))\n", + "print('Test data: {}, {}'.format(x_test.shape, y_test.shape))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 5, figsize=(10, 10))\n", + "plt.tight_layout()\n", + "\n", + "for i in range(5):\n", + " axs[i].imshow(x_train[i], 'gray')\n", + " axs[i].set_title('Label: {}'.format(y_train[i]))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Next we will normalize the training and test images. We also need to add\n", + "color channel. All these pre-processing steps are required by Conv2D layers." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "x_train, x_test = x_train / 255.0, x_test / 255.0\n", + "x_train = np.expand_dims(x_train, axis=3)\n", + "x_test = np.expand_dims(x_test, axis=3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Train the model\n", + "\n", + "Create a sequential model by passing a list of layers. Because the MNIST\n", + "dataset is not difficult, we can use a very simple network with a single \n", + "convolutional layer." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "model = keras.models.Sequential([\n", + " InputLayer(input_shape=(28, 28, 1), name='input_data'),\n", + " Conv2D(32, 3, activation='relu'),\n", + " MaxPool2D(pool_size=(2,2)),\n", + " Flatten(),\n", + " Dense(128, activation='relu'),\n", + " Dense(10, activation='softmax', name='output_logits')\n", + "])" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential_1\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "conv2d_1 (Conv2D) (None, 26, 26, 32) 320 \n", + "_________________________________________________________________\n", + "max_pooling2d_1 (MaxPooling2 (None, 13, 13, 32) 0 \n", + "_________________________________________________________________\n", + "flatten_1 (Flatten) (None, 5408) 0 \n", + "_________________________________________________________________\n", + "dense_1 (Dense) (None, 128) 692352 \n", + "_________________________________________________________________\n", + "output_logits (Dense) (None, 10) 1290 \n", + "=================================================================\n", + "Total params: 693,962\n", + "Trainable params: 693,962\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Configure the model for training: choose desired optimizer, loss function\n", + "and metrics to observe over the training period." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "model.compile(optimizer='adam',\n", + " loss=\"sparse_categorical_crossentropy\", \n", + " metrics=['accuracy'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we can train the model." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/5\n", + "60000/60000 [==============================] - 9s 153us/step - loss: 0.1553 - acc: 0.9536\n", + "Epoch 2/5\n", + "60000/60000 [==============================] - 9s 151us/step - loss: 0.0520 - acc: 0.9837\n", + "Epoch 3/5\n", + "60000/60000 [==============================] - 9s 148us/step - loss: 0.0318 - acc: 0.9903\n", + "Epoch 4/5\n", + "60000/60000 [==============================] - 9s 147us/step - loss: 0.0213 - acc: 0.9933\n", + "Epoch 5/5\n", + "60000/60000 [==============================] - 9s 146us/step - loss: 0.0138 - acc: 0.9956\n" + ] + } + ], + "source": [ + "history = model.fit(x_train, y_train, epochs=5)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can inspect the training results by plotting the collected data in the\n", + "`history` object." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, axs = plt.subplots(1, 2, figsize=(12, 4))\n", + "\n", + "axs[0].plot(history.history['loss'])\n", + "axs[0].set_title('Training loss')\n", + "axs[0].set(xlabel='Epochs', ylabel='Loss')\n", + "\n", + "axs[1].plot(history.history['acc'])\n", + "axs[1].set_title('Training accuracy')\n", + "axs[1].set(xlabel='Epochs', ylabel='Accuracy')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Evaluate the trained model on the test dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "10000/10000 [==============================] - 0s 42us/step\n", + "Test loss: 0.05459650097906269\n", + "Test accuracy: 0.9844\n" + ] + } + ], + "source": [ + "loss, accuracy = model.evaluate(x_test,y_test)\n", + "print(\"Test loss: {}\".format(loss))\n", + "print(\"Test accuracy: {}\".format(accuracy))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save checkpoint\n", + "We use the [checkpoint saving method for the Vitis AI flow](https://github.com/Xilinx/Vitis-AI-Tutorials/tree/Keras-Freeze-with-Vitis-AI). We can get the session and graph from the `keras.backend` module\n", + "and use those to save a Tensorflow checkpoint compatible with the Vitis AI\n", + "workflow. The following cell does the following:\n", + "\n", + "1. Set up Tensorflow saver object\n", + "2. Fetch the Tensorflow session using the Keras backend\n", + "3. Get the Tensorflow session graph\n", + "4. Write out Tensorflow checkpoint and inference graph for use with the freeze_graph script" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'./mnist_classifier.pb'" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "saver = tf.train.Saver()\n", + "tf_session = keras.backend.get_session()\n", + "input_graph_def = tf_session.graph.as_graph_def()\n", + "save_path = saver.save(tf_session, './checkpoint.ckpt')\n", + "tf.train.write_graph(input_graph_def,\n", + " './', 'mnist_classifier.pb', as_text=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As well as saving the checkpoint we also need to make a note of the input \n", + "and output nodes of the graph for freezing and quantization. We made our\n", + "lives a bit easier by naming the input and output layers, which results\n", + "in our input and output nodes being named `input_data` and \n", + "`output_logits/Softmax` respectively. You can check the node names in the \n", + "list defined below." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "nodes_names = [node.name for node in \n", + " tf.get_default_graph().as_graph_def().node]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Freeze Tensorflow graph\n", + "The Vitis AI flow requires a frozen model for quantization. We can obtain a binary\n", + "protobuf file of our frozen model by using the Tensorflow `freeze_graph` utility." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /opt/vitis_ai/conda/envs/vitis-ai-tensorflow/lib/python3.6/site-packages/tensorflow_core/python/tools/freeze_graph.py:127: checkpoint_exists (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use standard file APIs to check for files with this prefix.\n", + "W0430 16:11:35.735119 140327132825408 deprecation.py:323] From /opt/vitis_ai/conda/envs/vitis-ai-tensorflow/lib/python3.6/site-packages/tensorflow_core/python/tools/freeze_graph.py:127: checkpoint_exists (from tensorflow.python.training.checkpoint_management) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use standard file APIs to check for files with this prefix.\n", + "2020-04-30 16:11:35.799984: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX512F\n", + "2020-04-30 16:11:35.827766: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2600000000 Hz\n", + "2020-04-30 16:11:35.830744: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x55be91a92a50 initialized for platform Host (this does not guarantee that XLA will be used). Devices:\n", + "2020-04-30 16:11:35.830758: I tensorflow/compiler/xla/service/service.cc:176] StreamExecutor device (0): Host, Default Version\n", + "INFO:tensorflow:Restoring parameters from checkpoint.ckpt\n", + "I0430 16:11:35.868305 140327132825408 saver.py:1284] Restoring parameters from checkpoint.ckpt\n", + "WARNING:tensorflow:From /opt/vitis_ai/conda/envs/vitis-ai-tensorflow/lib/python3.6/site-packages/tensorflow_core/python/tools/freeze_graph.py:233: convert_variables_to_constants (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.compat.v1.graph_util.convert_variables_to_constants`\n", + "W0430 16:11:35.922450 140327132825408 deprecation.py:323] From /opt/vitis_ai/conda/envs/vitis-ai-tensorflow/lib/python3.6/site-packages/tensorflow_core/python/tools/freeze_graph.py:233: convert_variables_to_constants (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.compat.v1.graph_util.convert_variables_to_constants`\n", + "WARNING:tensorflow:From /opt/vitis_ai/conda/envs/vitis-ai-tensorflow/lib/python3.6/site-packages/tensorflow_core/python/framework/graph_util_impl.py:277: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.compat.v1.graph_util.extract_sub_graph`\n", + "W0430 16:11:35.922661 140327132825408 deprecation.py:323] From /opt/vitis_ai/conda/envs/vitis-ai-tensorflow/lib/python3.6/site-packages/tensorflow_core/python/framework/graph_util_impl.py:277: extract_sub_graph (from tensorflow.python.framework.graph_util_impl) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use `tf.compat.v1.graph_util.extract_sub_graph`\n", + "INFO:tensorflow:Froze 6 variables.\n", + "I0430 16:11:35.940265 140327132825408 graph_util_impl.py:334] Froze 6 variables.\n", + "INFO:tensorflow:Converted 6 variables to const ops.\n", + "I0430 16:11:35.990261 140327132825408 graph_util_impl.py:394] Converted 6 variables to const ops.\n" + ] + } + ], + "source": [ + "!freeze_graph \\\n", + " --input_graph mnist_classifier.pb \\\n", + " --input_checkpoint checkpoint.ckpt \\\n", + " --input_binary true \\\n", + " --output_graph frozen.pb \\\n", + " --output_node_names output_logits/Softmax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Quantization\n", + "We will save some of our training data as calibration data for\n", + "`vai_q_tensorflow`, then use that along with the frozen graph to quantize our model.\n", + "\n", + "`vai_q_tensorflow inspect` can be used to confirm available input and output\n", + "node names." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Op types used: 11 Const, 6 Identity, 3 BiasAdd, 2 MatMul, 2 Relu, 1 Conv2D, 1 MaxPool, 1 Pack, 1 Placeholder, 1 Prod, 1 Reshape, 1 Shape, 1 Softmax, 1 StridedSlice\r\n", + "\r\n", + "Found 1 possible inputs: (name=input_data, type=float(1), shape=[?,28,28,1]) \r\n", + "Found 1 possible outputs: (name=output_logits/Softmax, op=Softmax) \r\n" + ] + } + ], + "source": [ + "!vai_q_tensorflow inspect --input_frozen_graph=frozen.pb" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will save a portion of our training data for quantization.\n", + "Recommended number is around 100-1000 for images." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "np.savez('./calib_data.npz', data = x_train[:1024])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The quantizer requires an input function to feed batches of calibration data.\n", + "In order to replicate the input in the way that the network sees during training, \n", + "you could add normalization and other pre-processing steps here as well. \n", + "Since we saved our calibration data already normalized, we can keep our \n", + "function simple and just use it to pass batches of data to our model.\n", + "\n", + "In the next cell, we will use IPython magic to write a Python file\n", + "`input_func.py` in the current working directory. This is required by the\n", + "`vai_q_tensorflow` compiler as you can see later." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Overwriting input_func.py\n" + ] + } + ], + "source": [ + "%%writefile input_func.py\n", + "import numpy as np\n", + "\n", + "data = np.load('calib_data.npz')['data']\n", + "\n", + "batch_size=32\n", + "\n", + "def calib_input(iter):\n", + "\n", + " calib_data = data[iter*batch_size:(iter+1)*batch_size]\n", + "\n", + " return {'input_data': calib_data}" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "INFO: Checking Float Graph...\n", + "INFO: Float Graph Check Done.\n", + "INFO: Calibrating for 32 iterations...\n", + "100% (32 of 32) |########################| Elapsed Time: 0:00:02 Time: 0:00:02\n", + "INFO: Calibration Done.\n", + "INFO: Generating Deploy Model...\n", + "INFO: Deploy Model Generated.\n", + "********************* Quantization Summary ********************* \n", + "INFO: Output: \n", + " quantize_eval_model: quantized/quantize_eval_model.pb \n", + " deploy_model: quantized/deploy_model.pb\n" + ] + } + ], + "source": [ + "!vai_q_tensorflow quantize \\\n", + " --input_frozen_graph frozen.pb \\\n", + " --input_fn input_func.calib_input \\\n", + " --output_dir quantized \\\n", + " --input_nodes input_data \\\n", + " --output_nodes output_logits/Softmax \\\n", + " --input_shapes ?,28,28,1 \\\n", + " --calib_iter 32" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Evaluate quantized model\n", + "The quantizer produces a special model called `quantize_eval_model.pb`, \n", + "which we can use to load up like a regular Tensorfow binary graph and \n", + "evaluate its performance.\n", + "\n", + "Because we already have a graph definition in our session, we need to\n", + "reset the default graph so as to not interfere with the graph we are \n", + "about to load from the frozen model." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "tf.reset_default_graph()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In order to evaluate a quantized model we have to import `tensorflow.contrib.decent_q`, \n", + "otherwise the model evaluation will error out. We will use standard \n", + "Tensorflow 1, to set up the graph for evaluation.\n", + "\n", + "In the next cell, we will read in a frozen binary graph and add the \n", + "accuracy metric." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "import tensorflow.contrib.decent_q\n", + "\n", + "with tf.gfile.GFile('quantized/quantize_eval_model.pb', \"rb\") as f:\n", + " graph = tf.GraphDef()\n", + " graph.ParseFromString(f.read())\n", + "\n", + "tf.import_graph_def(graph,name = '')\n", + "\n", + "input_data = tf.get_default_graph().get_tensor_by_name('input_data'+':0')\n", + "labels = tf.placeholder(tf.int64, shape=[None,])\n", + "logits = tf.get_default_graph().get_tensor_by_name(\n", + " 'output_logits/Softmax'+':0')\n", + "\n", + "nn_output = tf.argmax(logits, 1)\n", + "correct_prediction = tf.equal(nn_output, labels)\n", + "accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Run a Tensorflow session to evaluate the test accuracy of the quantized model.\n", + "If the accuracy at this stage is acceptable, we can proceed to compilation \n", + "and deployment on DPU." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Average accuracy on test set: 0.9843000173568726\n" + ] + } + ], + "source": [ + "with tf.Session() as sess:\n", + " sess.run(tf.global_variables_initializer())\n", + " sess.run(tf.initializers.local_variables())\n", + " \n", + " acc = accuracy.eval(feed_dict={input_data: x_test, labels: y_test})\n", + " print(\"Average accuracy on test set: {}\".format(acc))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Compilation\n", + "Now that we are satisfied with our quantized model accuracy, we can compile it and move onto the target.\n", + "\n", + "This example targets the ZCU111 (or ZCU102 which uses the same DPU \n", + "configuration as ZCU102). You can target a different architecture by\n", + "specifying its configuration json file with the `--arch` flag." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "**************************************************\n", + "* VITIS_AI Compilation - Xilinx Inc.\n", + "**************************************************\n", + "\u001b[0;33m[VAI_C][Warning] layer [output_logits_Softmax] (type: Softmax) is not supported in DPU, deploy it in CPU instead.\n", + "\u001b[m\n", + "Kernel topology \"mnist_classifier_kernel_graph.jpg\" for network \"mnist_classifier\"\n", + "kernel list info for network \"mnist_classifier\"\n", + " Kernel ID : Name\n", + " 0 : mnist_classifier_0\n", + " 1 : mnist_classifier_1\n", + "\n", + " Kernel Name : mnist_classifier_0\n", + "--------------------------------------------------------------------------------\n", + " Kernel Type : DPUKernel\n", + " Code Size : 4.12KB\n", + " Param Size : 0.66MB\n", + " Workload MACs : 1.78MOPS\n", + " IO Memory Space : 6.17KB\n", + " Mean Value : 0, 0, 0, \n", + " Total Tensor Count : 4\n", + " Boundary Input Tensor(s) (H*W*C)\n", + " input_data:0(0) : 28*28*1\n", + "\n", + " Boundary Output Tensor(s) (H*W*C)\n", + " output_logits_MatMul:0(0) : 1*1*10\n", + "\n", + " Total Node Count : 3\n", + " Input Node(s) (H*W*C)\n", + " conv2d_1_convolution(0) : 28*28*1\n", + "\n", + " Output Node(s) (H*W*C)\n", + " output_logits_MatMul(0) : 1*1*10\n", + "\n", + "\n", + "\n", + "\n", + " Kernel Name : mnist_classifier_1\n", + "--------------------------------------------------------------------------------\n", + " Kernel Type : CPUKernel\n", + " Boundary Input Tensor(s) (H*W*C)\n", + " output_logits_Softmax:0(0) : 1*1*10\n", + "\n", + " Boundary Output Tensor(s) (H*W*C)\n", + " output_logits_Softmax:0(0) : 1*1*10\n", + "\n", + " Input Node(s) (H*W*C)\n", + " output_logits_Softmax : 1*1*10\n", + "\n", + " Output Node(s) (H*W*C)\n", + " output_logits_Softmax : 1*1*10\n", + "\n", + "\n", + "\n", + "\n" + ] + } + ], + "source": [ + "!vai_c_tensorflow \\\n", + " --frozen_pb quantized/deploy_model.pb \\\n", + " --arch /opt/vitis_ai/compiler/arch/dpuv2/ZCU102/ZCU102.json \\\n", + " --output_dir . \\\n", + " --net_name mnist_classifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that some node names are different now, take a note of these, as they are required by the DNNDK API on the target. \n", + "\n", + "* Input node: `conv2d_1_convolution`\n", + "* Output node: `output_logits_MatMul`\n", + "* Kernel name: `mnist_classifier_0`\n", + "\n", + "Copyright (C) 2020 Xilinx, Inc" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/pynq_dpu/__init__.py b/pynq_dpu/__init__.py new file mode 100755 index 0000000..72ab1ca --- /dev/null +++ b/pynq_dpu/__init__.py @@ -0,0 +1,23 @@ +# Copyright (C) 2020 Xilinx, Inc +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +from . import pybind11 +from .dpu import DpuOverlay + + +__author__ = "Yun Rock Qu" +__copyright__ = "Copyright 2020, Xilinx" +__email__ = "pynq_support@xilinx.com" +__version__ = '1.1.1' diff --git a/pynq_dpu/dpu.py b/pynq_dpu/dpu.py new file mode 100755 index 0000000..28fdc50 --- /dev/null +++ b/pynq_dpu/dpu.py @@ -0,0 +1,190 @@ +# Copyright (C) 2020 Xilinx, Inc +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + + +import os +import subprocess +import pynq +from pynq import Register + + +__author__ = "Yun Rock Qu" +__copyright__ = "Copyright 2020, Xilinx" +__email__ = "pynq_support@xilinx.com" + + +DATA_WIDTH_REGISTER = 0xFF419000 +MODULE_PATH = os.path.dirname(os.path.realpath(__file__)) +OVERLAY_PATH = os.path.join(MODULE_PATH, 'overlays') +XCL_DST_PATH = "/usr/lib" + + +def set_data_width(width_option): + """Set AXI port data width. + + We need to select the 32/64/128-bit data width for the slave registers. + Each of the following values corresponds to a specific data width. + The reason why we need this step, is that for some petalinux BSP's + (e.g. `xilinx-zcu104-v2019.1-final.bsp`), the AXI lite interface width + is not set properly. This step may not be needed for future PYNQ + releases. + + 00: 32-bit AXI data width (default) + 01: 64-bit AXI data width + 10: 128-bit AXI data width (reset value) + 11: reserved + + Parameters + ---------- + width_option : int + The width options ranging from 0 to 3. + + """ + if width_option not in range(4): + raise ValueError("Data width option can only be set to 0, 1, 2, 3.") + Register(0xFF419000)[9:8] = width_option + + +def get_kernel_name_from_elf(model): + """Parse the kernel name out of the given elf file. + + This method will take elf file as input, read its information, and + return the model name. + + Parameters + ---------- + model : str + The name of the ML model binary. Can be absolute or relative path. + + """ + cmd = 'readelf {} -s | grep ' \ + '"1: 0000000000000000 0 FILE LOCAL DEFAULT ABS"'.format(model) + line = subprocess.check_output(cmd, shell=True).decode() + kernel_0 = line.split()[-1].lstrip("dpu_").rstrip(".s") + return kernel_0[:-len('_0')] if kernel_0.endswith('_0') else kernel_0 + + +class DpuOverlay(pynq.Overlay): + """DPU overlay class. + + This class inherits from the PYNQ overlay class. The initialization method + is similar except that we have additional bit file search path. + + """ + def __init__(self, bitfile_name, dtbo=None, + download=True, ignore_version=False, device=None): + """Initialization method. + + Check PYNQ overlay class for more information on parameters. + + By default, the bit file will be searched in the following paths: + (1) the `overlays` folder inside this module; (2) an absolute path; + (3) the relative path of the current working directory. + + """ + if os.path.isfile(bitfile_name): + abs_bitfile_name = bitfile_name + elif os.path.isfile(os.path.join(OVERLAY_PATH, bitfile_name)): + abs_bitfile_name = os.path.join(OVERLAY_PATH, bitfile_name) + else: + raise FileNotFoundError('Cannot find {}.'.format(bitfile_name)) + super().__init__(abs_bitfile_name, + dtbo=dtbo, + download=download, + ignore_version=ignore_version, + device=device) + self.overlay_dirname = os.path.dirname(self.bitfile_name) + self.overlay_basename = os.path.basename(self.bitfile_name) + + def download(self): + """Download the overlay. + + This method overwrites the existing `download()` method defined in + the overlay class. It will download the bitstream, set AXI data width, + copy xclbin and ML model files. + + """ + super().download() + self.overlay_dirname = os.path.dirname(self.bitfile_name) + self.overlay_basename = os.path.basename(self.bitfile_name) + + set_data_width(0) + self.copy_xclbin() + + def copy_xclbin(self): + """Copy the xclbin file to a specific location. + + This method will copy the xclbin file into the destination directory to + make sure DNNDK libraries can work without problems. + + The xclbin file, if not set explicitly, is required to be located + in the same folder as the bitstream and hwh files. + + The destination folder by default is `/usr/lib`. + + """ + abs_xclbin = self.overlay_dirname + "/" + \ + self.overlay_basename.rstrip(".bit") + ".xclbin" + if not os.path.isfile(abs_xclbin): + raise ValueError( + "File {} does not exist.".format(abs_xclbin)) + + if not os.path.isdir(XCL_DST_PATH): + raise ValueError( + "Folder {} does not exist.".format(XCL_DST_PATH)) + _ = subprocess.check_output(["cp", "-f", + abs_xclbin, XCL_DST_PATH]) + + def load_model(self, model): + """Load DPU models under a specific location. + + This method will compile the ML model `*.elf` binary file, + compile it into `*.so` file located in the destination directory + on the target. This will make sure DNNDK libraries can work + without problems. + + The ML model file, if not set explicitly, is required to be located + in the same folder as the bitstream and hwh files. + + The destination folder by default is `/usr/lib`. + + Currently only `*.elf` files are supported as models. The reason is + that `*.so` usually have to be recompiled targeting a specific + rootfs. + + Parameters + ---------- + model : str + The name of the ML model binary. Can be absolute or relative path. + + """ + if os.path.isfile(model): + abs_model = model + elif os.path.isfile(self.overlay_dirname + "/" + model): + abs_model = self.overlay_dirname + "/" + model + else: + raise ValueError( + "File {} does not exist.".format(model)) + if not os.path.isdir(XCL_DST_PATH): + raise ValueError( + "Folder {} does not exist.".format(XCL_DST_PATH)) + + if not model.endswith(".elf"): + raise RuntimeError("Currently only elf files can be loaded.") + else: + kernel_name = get_kernel_name_from_elf(abs_model) + model_so = "libdpumodel{}.so".format(kernel_name) + _ = subprocess.check_output( + ["gcc", "-fPIC", "-shared", abs_model, "-o", + os.path.join(XCL_DST_PATH, model_so)]) diff --git a/pynq_dpu/edge/__init__.py b/pynq_dpu/edge/__init__.py new file mode 100755 index 0000000..dca3687 --- /dev/null +++ b/pynq_dpu/edge/__init__.py @@ -0,0 +1,17 @@ +# Copyright (C) 2020 Xilinx, Inc +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +__author__ = "Yun Rock Qu" +__copyright__ = "Copyright 2020, Xilinx" +__email__ = "pynq_support@xilinx.com" diff --git a/pynq_dpu/edge/notebooks/dpu_inception_v1.ipynb b/pynq_dpu/edge/notebooks/dpu_inception_v1.ipynb new file mode 100755 index 0000000..afac008 --- /dev/null +++ b/pynq_dpu/edge/notebooks/dpu_inception_v1.ipynb @@ -0,0 +1,461 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DPU example: Inception_v1\n", + "\n", + "This notebooks shows an example of DPU applications. The application,\n", + "as well as the DPU IP, is pulled from the official \n", + "[Vitis AI Github Repository](https://github.com/Xilinx/Vitis-AI).\n", + "For more information, please refer to the \n", + "[Xilinx Vitis AI page](https://www.xilinx.com/products/design-tools/vitis/vitis-ai.html).\n", + "\n", + "In this notebook, we will show how to use **Python API** to run DPU tasks.\n", + "\n", + "## 1. Prepare the overlay\n", + "We will download the overlay onto the board." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%swig/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pynq_dpu import DpuOverlay\n", + "overlay = DpuOverlay(\"dpu.bit\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The VAI package has been installed onto your board. There are multiple\n", + "binaries installed; for example, you can check the current DPU status using\n", + "`dexplorer`. You should be able to see reasonable values from the output." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[DPU IP Spec]\r\n", + "IP Timestamp : 2020-03-26 13:30:00\r\n", + "DPU Core Count : 2\r\n", + "\r\n", + "[DPU Core Configuration List]\r\n", + "DPU Core : #0\r\n", + "DPU Enabled : Yes\r\n", + "DPU Arch : B4096\r\n", + "DPU Target Version : v1.4.1\r\n", + "DPU Freqency : 300 MHz\r\n", + "Ram Usage : High\r\n", + "DepthwiseConv : Enabled\r\n", + "DepthwiseConv+Relu6 : Enabled\r\n", + "Conv+Leakyrelu : Enabled\r\n", + "Conv+Relu6 : Enabled\r\n", + "Channel Augmentation : Enabled\r\n", + "Average Pool : Enabled\r\n", + "\r\n", + "DPU Core : #1\r\n", + "DPU Enabled : Yes\r\n", + "DPU Arch : B4096\r\n", + "DPU Target Version : v1.4.1\r\n", + "DPU Freqency : 300 MHz\r\n", + "Ram Usage : High\r\n", + "DepthwiseConv : Enabled\r\n", + "DepthwiseConv+Relu6 : Enabled\r\n", + "Conv+Leakyrelu : Enabled\r\n", + "Conv+Relu6 : Enabled\r\n", + "Channel Augmentation : Enabled\r\n", + "Average Pool : Enabled\r\n", + "\r\n" + ] + } + ], + "source": [ + "!dexplorer -w" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The compiled quantized model may have different kernel names depending on the DPU architectures.\n", + "This piece of information can usually be found when compiling the `*.elf` model file.\n", + "The `load_model()` method can automatically parse the kernel name from the \n", + "provided `*.elf` model file." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "overlay.load_model(\"dpu_inception_v1_0.elf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Run Python program\n", + "\n", + "We will use DNNDK's Python API to run DPU tasks.\n", + "In this example, we will set the number of iterations to 500, meaning \n", + "that a single picture will be taken and classified 500 times.\n", + "Users can adjust this value if they want." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "from ctypes import *\n", + "import cv2\n", + "import numpy as np\n", + "from dnndk import n2cube\n", + "import os\n", + "import threading\n", + "import time\n", + "from pynq_dpu import dputils\n", + "\n", + "KERNEL_CONV = \"inception_v1_0\"\n", + "KERNEL_CONV_INPUT = \"conv1_7x7_s2\"\n", + "KERNEL_FC_OUTPUT = \"loss3_classifier\"\n", + "num_iterations = 500\n", + "\n", + "lock = threading.Lock()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's first take a picture from the image folder and display it." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from IPython.display import display\n", + "from PIL import Image\n", + "\n", + "image_folder = \"./img\"\n", + "listimage = [i for i in os.listdir(image_folder) if i.endswith(\"JPEG\")]\n", + "path = os.path.join(image_folder, listimage[0])\n", + "img = cv2.imread(path)\n", + "\n", + "display(Image.open(path))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will also open and initialize the DPU device. We will create a DPU kernel and reuse it.\n", + "Throughout the entire notebook, we don't have to redo this step.\n", + "\n", + "**Note**: if you open and close DPU multiple times, the Jupyter kernel might die;\n", + "this is because the current DNNDK implementation requires bitstream to be downloaded by XRT,\n", + "which is not supported by `pynq` package. Hence we encourage users to stay with\n", + "one single DPU session, both for program robustness and higher performance." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "n2cube.dpuOpen()\n", + "kernel = n2cube.dpuLoadKernel(KERNEL_CONV)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Single execution\n", + "We define a function that will use the DPU to make a prediction on an input \n", + "image and provide a softmax output." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def predict_label(img):\n", + " task = n2cube.dpuCreateTask(kernel, 0)\n", + "\n", + " dputils.dpuSetInputImage2(task, KERNEL_CONV_INPUT, img)\n", + " n2cube.dpuGetInputTensor(task, KERNEL_CONV_INPUT)\n", + " n2cube.dpuRunTask(task)\n", + " size = n2cube.dpuGetOutputTensorSize(task, KERNEL_FC_OUTPUT)\n", + " channel = n2cube.dpuGetOutputTensorChannel(task, KERNEL_FC_OUTPUT)\n", + " conf = n2cube.dpuGetOutputTensorAddress(task, KERNEL_FC_OUTPUT)\n", + " outputScale = n2cube.dpuGetOutputTensorScale(task, KERNEL_FC_OUTPUT)\n", + " softmax = n2cube.dpuRunSoftmax(conf, channel, size//channel, outputScale)\n", + "\n", + " n2cube.dpuDestroyTask(task)\n", + "\n", + " with open(\"img/words.txt\", \"r\") as f:\n", + " lines = f.readlines()\n", + " return lines[np.argmax(softmax)]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Class label: tricycle, trike, velocipede\n", + "\n" + ] + } + ], + "source": [ + "label = predict_label(img)\n", + "\n", + "print('Class label: {}'.format(label))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multiple executions\n", + "After we have verified the correctness of a single execution, we can\n", + "try multiple executions and measure the throughput in Frames Per Second (FPS).\n", + "\n", + "Let's define a function that processes a single image in multiple iterations. \n", + "The parameters are:\n", + "* `kernel`: DPU kernel.\n", + "* `img`: image to be classified.\n", + "* `count` : test rounds count.\n", + "\n", + "The number of iterations is defined as `num_iterations` in previous cells." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "def run_dpu_task(kernel, img, count):\n", + " task = n2cube.dpuCreateTask(kernel, 0)\n", + "\n", + " count = 0\n", + " while count < num_iterations:\n", + " dputils.dpuSetInputImage2(task, KERNEL_CONV_INPUT, img)\n", + " n2cube.dpuGetInputTensor(task, KERNEL_CONV_INPUT)\n", + " n2cube.dpuRunTask(task)\n", + " size = n2cube.dpuGetOutputTensorSize(task, KERNEL_FC_OUTPUT)\n", + " channel = n2cube.dpuGetOutputTensorChannel(task, KERNEL_FC_OUTPUT)\n", + " conf = n2cube.dpuGetOutputTensorAddress(task, KERNEL_FC_OUTPUT)\n", + " outputScale = n2cube.dpuGetOutputTensorScale(task, KERNEL_FC_OUTPUT)\n", + " softmax = n2cube.dpuRunSoftmax(\n", + " conf, channel, size//channel, outputScale)\n", + "\n", + " lock.acquire()\n", + " count = count + threadnum\n", + " lock.release()\n", + "\n", + " n2cube.dpuDestroyTask(task)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we are able to run the batch processing and print out DPU throughput.\n", + "Users can change the `image_folder` to point to other picture locations.\n", + "We will use the previously defined and classified image `img` and process it for\n", + "`num_interations` times.\n", + "\n", + "In this example, we will just use a single thread.\n", + "\n", + "The following cell may take a while to run. Please be patient." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "89.63 FPS\n" + ] + } + ], + "source": [ + "threadAll = []\n", + "threadnum = 1\n", + "\n", + "start = time.time()\n", + "\n", + "for i in range(threadnum):\n", + " t1 = threading.Thread(target=run_dpu_task, args=(kernel, img, i))\n", + " threadAll.append(t1)\n", + "for x in threadAll:\n", + " x.start()\n", + "for x in threadAll:\n", + " x.join()\n", + "\n", + "end = time.time()\n", + "\n", + "fps = float(num_iterations/(end-start))\n", + "print(\"%.2f FPS\" % fps)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Clean up\n", + "\n", + "Finally, when you are done with the DPU experiments, remember to destroy the kernel and close the DPU." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n2cube.dpuDestroyKernel(kernel)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copyright (C) 2020 Xilinx, Inc" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/pynq_dpu/edge/notebooks/dpu_inception_v1_0.elf.link b/pynq_dpu/edge/notebooks/dpu_inception_v1_0.elf.link new file mode 100755 index 0000000..c01ace9 --- /dev/null +++ b/pynq_dpu/edge/notebooks/dpu_inception_v1_0.elf.link @@ -0,0 +1,14 @@ +{ + "Ultra96": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_inception_v1_0.ultra96.elf", + "md5sum": "bf022785e8dfbd8a9c8c6fdc7e11e58b" + }, + "ZCU104": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_inception_v1_0.zcu104.elf", + "md5sum": "203b0ac8754bde40ada635fb31e0e1cd" + }, + "ZCU111": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_inception_v1_0.zcu111.elf", + "md5sum": "4cf87e1bde5d5bbb396d72bfbecd4d50" + } +} \ No newline at end of file diff --git a/pynq_dpu/edge/notebooks/dpu_mnist_classifier.ipynb b/pynq_dpu/edge/notebooks/dpu_mnist_classifier.ipynb new file mode 100755 index 0000000..8f8eb6e --- /dev/null +++ b/pynq_dpu/edge/notebooks/dpu_mnist_classifier.ipynb @@ -0,0 +1,387 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DPU example: MNIST Classifier\n", + "\n", + "This notebook shows how to deploy Convolutional Neural Network (CNN) model for \n", + "hand-written digit recognition. The network was trained on the MNIST dataset,\n", + "quantized using Vitis AI compiler tools, and deployed on the DPU.\n", + "\n", + "Compared to the other 3 notebooks delivered in this folder, this notebook\n", + "shows how to deploy a **user-trained** DPU model on PYNQ image; i.e., \n", + "the model used in this notebook does not come from the model zoo.\n", + "Refer to [train your own DPU models](https://github.com/Xilinx/DPU-PYNQ/tree/master/host#train-your-own-dpu-models-from-scratch)\n", + "to get more information.\n", + "\n", + "## 1. Prepare the overlay\n", + "\n", + "We will download the overlay onto the board. Then we will load the \n", + "corresponding DPU model." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%swig/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pynq_dpu import DpuOverlay\n", + "overlay = DpuOverlay(\"dpu.bit\")\n", + "overlay.load_model(\"dpu_mnist_classifier_0.elf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's import some libraries as well." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "from time import time\n", + "import numpy as np\n", + "import mnist\n", + "from dnndk import n2cube\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Load test data\n", + "\n", + "The `mnist` package enables the following data for users:\n", + "\n", + "* `test_images()`: returns test images stored as a numpy array. \n", + "Each image is a grayscale 28x28 pixels, representing a digit between 0 and 9.\n", + "* `test_labels()`: returns a list of the true labels stored as numpy array.\n", + "\n", + "\n", + "There are 2 pre-processing steps we need to do to the test images \n", + "before we can use it:\n", + "\n", + "1. The raw numpy array delivered by `mnist` has a data type of \n", + "uint8 (data ranges from 0 to 255); we need to normalize the elements to \n", + "floating-point numbers ranging from 0 to 1.\n", + "2. The DNNDK API will expect each input sample to have 3 dimensions; \n", + "so we need to expand the original numpy array." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Total number of test images: 10000\n", + " Dimension of each picture: 28x28\n" + ] + } + ], + "source": [ + "raw_data = mnist.test_images()\n", + "normalized_data = np.asarray(raw_data/255, dtype=np.float32)\n", + "test_data = np.expand_dims(normalized_data, axis=3)\n", + "test_label = mnist.test_labels()\n", + "\n", + "print(\"Total number of test images: {}\".format(test_data.shape[0]))\n", + "print(\" Dimension of each picture: {}x{}\".format(test_data.shape[1],\n", + " test_data.shape[2]))" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(test_data[1,:,:,0], 'gray')\n", + "plt.title('Label: {}'.format(test_label[1]))\n", + "plt.axis('off')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Set up DPU\n", + "\n", + "We can set the DPU kernel name, and input/output nodes.\n", + "These pieces of information can be found from the Vitis AI compiler output." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "KERNEL_NAME = \"mnist_classifier_0\"\n", + "KERNEL_CONV_INPUT = \"conv2d_1_convolution\"\n", + "KERNEL_FC_OUTPUT = \"output_logits_MatMul\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Use `n2cube` to attach to the kernel driver. Load the kernel and create a task for it." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "n2cube.dpuOpen()\n", + "kernel = n2cube.dpuLoadKernel(KERNEL_NAME)\n", + "task = n2cube.dpuCreateTask(kernel, 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Get input and output dimensions for the task, we will use these for later computations." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "input_len = n2cube.dpuGetInputTensorSize(task, KERNEL_CONV_INPUT)\n", + "size = n2cube.dpuGetOutputTensorSize(task, KERNEL_FC_OUTPUT)\n", + "channel = n2cube.dpuGetOutputTensorChannel(task, KERNEL_FC_OUTPUT)\n", + "conf = n2cube.dpuGetOutputTensorAddress(task, KERNEL_FC_OUTPUT)\n", + "outputScale = n2cube.dpuGetOutputTensorScale(task, KERNEL_FC_OUTPUT)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 4. Run DPU to make predictions\n", + "\n", + "We can now classify a couple of digit pictures. For each picture, \n", + "the classification result (shown as 'Prediction') is displayed on top of \n", + "the picture. " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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FJSs7X3/729/ivhpL4UJ0qouV6V6yZAk//vGPKzzenj17gt3ArSNnwbcPHhJl+yONHDkyKDX/5ZdfAjB8+HAAdu/eXTONywM2ndbK/tu5qakFFbvwwgsBOPHEE4M3qIreqOziaW+C27dvB+Diiy8uN8Xr17/+NQATJ07MTKOznBUcOOyww4IPVtZZTZRdQ+3vow8PiSnbqTB23ha6hx9+GIBf/OIXQHSK8IwZM5I+Zvv27QE4+uijAZg0aRIAL7zwQtLHzGW2Z9Qvf/nL4Lbly5cD0TL+VmYeoqX5hwwZAsCUKVOComeFyj4bvfjii0B0G55Ro0aV6+Sb2K0R1q1bl9kG5oknn3wS8AtplJ1aaH2Ejz/+mBEjRgDlixW1a9cueL+3LTys37B58+ZgH9CZM2cCJD3AU12adigiIiIiIhKCrMx8JeLrr78GYOHChcFtZTNlsWy00TJmH3/8MaAiBxWxjIyN7EA0Tm+//XaNtCmfWKbAhDXSkmssQ/jSSy8BVLig1qZszpw5k/vvvx8on5UtLi6mf//+QHRzZisuUbt27WBj20LYSNS28bDy8mvWrEl6uqtlEy3j9dZbbwHwzTffpNjK/GYl5o1N36qoAEchsoIPdl7ZVjPVneZmm9iOGDGC3/zmN3HHtg3BC5WN/NetWzeYpmXvS7Vr1wagT58+QTbBNgn+wQ9+AMBrr73GZZddBhRmEY46deoEs4BsptDWrVsBGDdunGYGpcDOP1uWceONNwL+9kj2WclmrIwdOxaoetZQw4YNg2UG9913HxCdRWcZ4JqgzJeIiIiIiEgIcjbzVR2NGjUKNme0BftWsrYQR20q8+qrrwJwySWXBLdNnjwZiK4RkdTZgnuTbInvfFdU5F+eKsp4WQbWtkKwUceKFBcXM3r0aADGjx8P+OXQwY/97NmzgcJY/3nllVcC0d/frovVdeyxxwabs5aWlgLw4IMPAoWRQUxWu3btaNeuXdxtNmq7dOnSmmhS1uvatSvgr4mzrGpVazUtg1O2KBfAyy+/nKFW5hbb7sDzvGD7DmNrZp599tngenHcccfFPWb37t0FXXCjZ8+e3HnnnUB07ZatK7S1xpIce93ecccdgJ/xAr+ghs1gs8JZFbEslxXgmzx5Mq+//joQnflmnHPB9h5hz9hQ5ktERERERCQEBZH5GjhwYLDWw9aK2SZrEi2/byOyNiq2devWYDS7upXQpGJt27YNKkzZRop//etfa7JJOcXWJ9majaoyXrEsu2XZmsoqo+Yrq1YWmwWA5Ks99u/fP8hIWgXZ2PW3UrGKzrtCrbhZmUcffRTwNwAHaNy4MeCvlbNR8O7du1f68/aY2M2CP/vsM4BgDVOh69OnT/C9ZRZt5kssW/9d1gcffFDQnwlis9f2Pm4l4yU1lrmyGRWmpKQk2CzZ1i6fdNJJwf22IfXJJ58c93Xr1q1BldOyNm/eXGMzNvK683X++ecDBOlh8NPF4O8mLj4rsWk73JsXXnihIKZihalTp05BiW5b9Fm2NKrEi93byy6+1WUfyOxYsce0RbjXXnttki3Mfjag8sMf/hDw9/dKhS3AB11LqyP2w2wiU+gKkZWWt30+rThE586dg6lItvD+ueeeK/fzNo3I9u8BeO+994DCmFqcCHv9d+/ePRgQsA+yNi2+V69ewTQtO1ft//369Qvi/Mknn4TX8CxhH/4hugfavffeC/jFSDSFOHl///vfgehgnm150KxZM/7whz8A8QMr4HfUKtu7M7bjZUV8Zs2aBcCgQYPYuHFjGlufOE07FBERERERCYEr24PM6JM5F96TEd2Nffjw4UEZeiuxnGyK0fM8l57WpUeqMe3evTvTp08H4MADDwSiJaN79OgRytSCfItpVWbMmBEsGrWvNgqTTtkWU6h+XMeNGwfA4MGDg9vsHK2uW265BYgW3LDM1759+4IR30RGxbMtronG1MpuW1lpi+NFF11UraJDjRo1AogbLRw0aBBAsFlldeVqTKvjggsuAPxCMXbu2TYJtqVCOmVbTCG8938rDrFmzRrAL2Ry6aWXAqlv65FtcU02pjb7Ys2aNcGU5Iqma9pmwQMHDgTgL3/5CwA/+tGPePrppwEYMGBAMk0I5GJMPc+rdFP5ffv28cQTTwD+9Ezwszbgx3vFihVxj2/VqhUA77//ftqmLmZbTCH5c/WII44A/BlsNpvtq6++AqLFTg4++OBgk+tzzjmn0mPZ38WmH1e3yEY646rMl4iIiIiISAjycs2XjfLaXNy9e/cG83FVBtln67tGjBhRLptg85ULeUFtutnmlO3btw+KvWQi45VPunXrltLPW5GdU045pdKF9lu2bCmIa4ItRrbsnmVd586dG2QDK9K6dWsgmk2wLE3s6HhlI8ASZdfb2LWGKrSTGffccw8QPUeHDRumjezLsGz3z372s6D8vmXAzIQJExg2bBgQXZf8yiuvAH4WwrKJtv6zkNbTjRs3jttuu63C+2rVqhVs6m1fE7Fly5Zg1pFtoSLR7FRs7YaK2LZIZTNfO3bsCP5WkyZNAsoX86gJynyJiIiIiIiEIC8zX1YR6YwzzgD8qnJW7Uh8t99+OxBf+thKzVqWUNLn+uuvB/w1M/PmzavZxhSIu+66C4iuV4i1du1aAPr27RvMGy8E9tq29R1du3atsvKhlfK3LEJFG17baKJULrY6mo3kPvnkkzXVnLxkGwJfd911gD/iDdH1IVLeggULgnPz6quvBqLn5z333FOuEu8DDzwA+GW8rdy/ZRr79u0bSpuzwZ133sm0adMAePHFFwEoKvI/Tjdt2jQuw52oo446Kvhb3H333UB043qp2tChQyvNFg4YMCDl6r6ZkFedL9uv4ne/+x0A3377LQAjR46ssTZlq4pS5jfffDOg6YaZ0Lx58+B722tOMsN2sz/xxBMrfYyVR160aFEobcoWq1atAvzpRuCX8W7ZsmWlj7cpScZKe9t+aRCd0ijlNWnSBIh+sIXofkC2Z52kx2WXXRb3fysO8a9//asmmpMzrKiGfa2KvdanTZsWdL5sPzYr4lGdAj65qrS0NHj9nnDCCXH3dezYMVjKYduYJLqvpA2KnXXWWWlqaX678cYbAb+zap1fY4VNbKpsttG0QxERERERkRDkTearYcOGwQZsttmajYBbuU+pmo1cVVWAYPv27cFjbHSn7ELdI444otLFqKWlpcEi3t27d6fc5lxx+eWXB9/PmTOnBluSO8pujAzlR7efeuopABo3bhzcFltGvjKpFvPIF0uXLq3WhqCfffZZudusKIc2Wy6vXbt2QPw5bNO7Jb3s2rBr1y4AHn744ZpsTl6bPn16kPm66qqrgOjMmUKfaWTbGkF0g3DLfJWUlPDss88CBKX6f/vb3wLx2XGpmhXVsNd4nTp1gvts5pZtgfD999+H3LrEKPMlIiIiIiISgpzPfFmW64033qBFixZAtOSprf2SxCxfvny/j5kxYwbgb7J69NFHA9GRr0Rt2rQJiG6Cnc9sc1UrNS+JmzhxIgBjxowJbrN1HGWzWhVluSq6zTZZlORYNtK+gjJeVbES82br1q08+uijNdSa/DVgwIDg/ejLL78EtNYrk/bt2xdcl3v06AFEi/m89NJLrF69usbalk3mz58PRD/rFBUV0a9fP4BgrW2HDh3K/Vy6NlvOVzZzpW7dusFtlvG2jOzixYvDb1g1KPMlIiIiIiISgpzPfNkGf7HVYWy9USFt+lddth7ORq0SZeV8K1JSUgLEZxxmz54NxFf2evfdd6v1nLmsV69eQDRD+9FHH/HOO+/UZJNyhlUpsq0jbNPkRNnGqitXrqR///6An7GV5FnJ+dhNlqVythGtWbduXbBuVtJnwIABwTk5d+7cuPvq1q1L/fr1AQpqW4lMs7WiVmp+7NixAIwaNYprr70WUCXUlStXAv4aOYhWmYVolUhTWloanLv721C4UFmma+jQoeXumzJlCkCwUXW2y9nOl5XutrQuRD+k2dQkqVzv3r0B/yS2whlltWrVqtIphc8880ywV5KZOXMmEC1nXcgOPfRQALp06RJ3+8svv5wVu6vnguLiYoBg/46ePXsyePDghH/epno89thj6W9cgapdu3bwfaF/sKqKXVNtcNDs2bOnyoJGkjq7vtp2CLfeemtQdrqQ9qIKy+TJkwG46aabAP+zhRXdSGQpQz6za6QV1ahTpw5nn3024O/5CdE9J59//vmgNL2UV6dOnWCLmLKfWZcvXx7EOFdo2qGIiIiIiEgIXJjTR5xzaXsyG9UePnx4cJuVn8zk5pWe57n9Pyo86YxpTcnHmNrIzNtvvw1EF4FfffXVoZTYz7aYQnri2rlzZ4BgGqEtvJ09e3ZQdt6KQdgoWTqnGmVbXMN+/VuxnKKiIh544AGAlAtI5GNMbZrxn/70JwCuv/56wM8ShJF9ybaYQmbP1aVLl3Lqqafa8wDRqbF//vOfg3N1/fr1KT1PtsU1m97/mzVrBviZnKlTpwLxm7FXptBialMy27ZtC8D9998PRD8jpEO2xRRSj2v37t157bXXgPLT3jt27MjChQtTOXxC0hlXZb5ERERERERCkHOZLyvdbQUjYjdXU+YrNymm6ZdtMQXFNRPCjqltED5+/Pi0jTTmc0xt8+8HH3wQgCVLloSyBjHbYgqZPVcvuOCCYJ2RFTSyrSq+/vpr9u7dm5bnyba4ZuM1df78+Zx33nkAnHvuuUB0FkJFFNP0y7aYQupxXbZsWZDdNlbkZdiwYakcOmHKfImIiIiIiOSYnKt22L59eyA+4wV+WfmdO3fWRJNERAqCrbGTxGzYsAGAG264oYZbkt8WLVrExRdfXNPNEOCKK65g2bJlQHQj4aoyXyKJaNCgQbCe09bHPfLIIzXZpJTkXOerLHuRd+zYkW3bttVwa0REREQK07fffkuLFi1quhmSZ8aPH8/48eMBggI6ubxvp6YdioiIiIiIhCDnCm7UtGxbyKiYpp9imhmKa/oppumnmGaG4pp+imn6KaaZobjGU+ZLREREREQkBKFmvkRERERERAqVMl8iIiIiIiIhUOdLREREREQkBOp8iYiIiIiIhECdLxERERERkRCo8yUiIiIiIhICdb5ERERERERCoM6XiIiIiIhICNT5EhERERERCYE6XyIiIiIiIiFQ50tERERERCQE6nyJiIiIiIiEQJ0vERERERGREKjzJSIiIiIiEgJ1vkREREREREKgzpeIiIiIiEgI1PkSEREREREJgTpfIiIiIiIiIVDnS0REREREJATqfImIiIiIiIRAnS8REREREZEQqPMlIiIiIiISAnW+REREREREQqDOl4iIiIiISAj+P+3bvtMDVjh/AAAAAElFTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "num_pics = 10\n", + "fix, ax = plt.subplots(1, num_pics, figsize=(12,12))\n", + "plt.tight_layout()\n", + "for i in range(num_pics):\n", + " n2cube.dpuSetInputTensorInHWCFP32(task, KERNEL_CONV_INPUT, \n", + " test_data[i], input_len)\n", + " n2cube.dpuRunTask(task)\n", + " softmax = n2cube.dpuRunSoftmax(conf, channel, size//channel, outputScale)\n", + " prediction = softmax.argmax()\n", + "\n", + " ax[i].set_title('Prediction: {}'.format(prediction))\n", + " ax[i].axis('off')\n", + " ax[i].imshow(test_data[i,:,:,0], 'gray')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also evaluate on the entire test dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classifying 10000 digit pictures ...\n", + "Overall accuracy: 0.9858\n", + " Execution time: 3.3749s\n", + " Throughput: 2963.0354FPS\n" + ] + } + ], + "source": [ + "total = test_data.shape[0]\n", + "predictions = np.empty_like(test_label)\n", + "print(\"Classifying {} digit pictures ...\".format(total))\n", + "\n", + "start = time()\n", + "for i in range(total):\n", + " n2cube.dpuSetInputTensorInHWCFP32(task, KERNEL_CONV_INPUT,\n", + " test_data[i], input_len)\n", + " n2cube.dpuRunTask(task)\n", + " softmax = n2cube.dpuRunSoftmax(conf, channel, size//channel, outputScale)\n", + " predictions[i] = softmax.argmax()\n", + "stop = time()\n", + "correct = np.sum(predictions==test_label)\n", + "execution_time = stop-start\n", + "print(\"Overall accuracy: {}\".format(correct/total))\n", + "print(\" Execution time: {:.4f}s\".format(execution_time))\n", + "print(\" Throughput: {:.4f}FPS\".format(total/execution_time))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Make sure to clean up when you are done." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n2cube.dpuDestroyKernel(kernel)\n", + "n2cube.dpuDestroyTask(task)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copyright (C) 2020 Xilinx, Inc" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/pynq_dpu/edge/notebooks/dpu_mnist_classifier_0.elf.link b/pynq_dpu/edge/notebooks/dpu_mnist_classifier_0.elf.link new file mode 100755 index 0000000..bfb0226 --- /dev/null +++ b/pynq_dpu/edge/notebooks/dpu_mnist_classifier_0.elf.link @@ -0,0 +1,14 @@ +{ + "Ultra96": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_mnist_classifier_0.ultra96.elf", + "md5sum": "27f3b1e3112b80e28f002d0f4af3eb00" + }, + "ZCU104": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_mnist_classifier_0.zcu104.elf", + "md5sum": "f552c90a311898239f24d4a06f12e33b" + }, + "ZCU111": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_mnist_classifier_0.zcu111.elf", + "md5sum": "968749c1d2233518ddbecbe258996648" + } +} diff --git a/pynq_dpu/edge/notebooks/dpu_resnet50.ipynb b/pynq_dpu/edge/notebooks/dpu_resnet50.ipynb new file mode 100755 index 0000000..306c3b4 --- /dev/null +++ b/pynq_dpu/edge/notebooks/dpu_resnet50.ipynb @@ -0,0 +1,627 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DPU example: Resnet50 using Pybind11\n", + "\n", + "This notebooks shows an example of DPU applications. The application,\n", + "as well as the DPU IP, is pulled from the official \n", + "[Vitis AI Github Repository](https://github.com/Xilinx/Vitis-AI).\n", + "For more information, please refer to the \n", + "[Xilinx Vitis AI page](https://www.xilinx.com/products/design-tools/vitis/vitis-ai.html).\n", + "\n", + "In this notebook, we will show how to leverage **Pybind11** to call **C++** DNNDK API.\n", + "\n", + "## 1. Prepare the overlay\n", + "We will download the overlay onto the board." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%swig/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pynq_dpu import DpuOverlay\n", + "overlay = DpuOverlay(\"dpu.bit\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The VAI package has been installed onto your board. There are multiple\n", + "binaries installed; for example, you can check the current DPU status using\n", + "`dexplorer`. You should be able to see reasonable values from the output." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[DPU IP Spec]\r\n", + "IP Timestamp : 2020-03-26 13:30:00\r\n", + "DPU Core Count : 2\r\n", + "\r\n", + "[DPU Core Configuration List]\r\n", + "DPU Core : #0\r\n", + "DPU Enabled : Yes\r\n", + "DPU Arch : B4096\r\n", + "DPU Target Version : v1.4.1\r\n", + "DPU Freqency : 300 MHz\r\n", + "Ram Usage : High\r\n", + "DepthwiseConv : Enabled\r\n", + "DepthwiseConv+Relu6 : Enabled\r\n", + "Conv+Leakyrelu : Enabled\r\n", + "Conv+Relu6 : Enabled\r\n", + "Channel Augmentation : Enabled\r\n", + "Average Pool : Enabled\r\n", + "\r\n", + "DPU Core : #1\r\n", + "DPU Enabled : Yes\r\n", + "DPU Arch : B4096\r\n", + "DPU Target Version : v1.4.1\r\n", + "DPU Freqency : 300 MHz\r\n", + "Ram Usage : High\r\n", + "DepthwiseConv : Enabled\r\n", + "DepthwiseConv+Relu6 : Enabled\r\n", + "Conv+Leakyrelu : Enabled\r\n", + "Conv+Relu6 : Enabled\r\n", + "Channel Augmentation : Enabled\r\n", + "Average Pool : Enabled\r\n", + "\r\n" + ] + } + ], + "source": [ + "!dexplorer -w" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The compiled quantized model may have different kernel names depending on the DPU architectures.\n", + "This piece of information can usually be found when compiling the `*.elf` model file.\n", + "The `load_model()` method can automatically parse the kernel name from the \n", + "provided `*.elf` model file." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "overlay.load_model(\"dpu_resnet50_0.elf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Run C++ Program\n", + "\n", + "Let's first check the original pictures." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import glob\n", + "import cv2\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "\n", + "img_folder = \"img/\"\n", + "types = ('*.jpeg', '*.jpg', '*.png', '*.JPEG', '*.JPG', '*.PNG')\n", + "image_files = []\n", + "for files in types:\n", + " image_files.extend(glob.glob(img_folder + files))\n", + "for i in sorted(image_files):\n", + " image = cv2.imread(i)\n", + " _, ax = plt.subplots(1)\n", + " _ = ax.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "With the `pynq_dpu` package, users should be able to directly write C++\n", + "code in the Jupyter notebook cell, and compile it automatically using\n", + "[pybind11](https://pybind11.readthedocs.io/en/stable/). In this notebook\n", + "we will show how we leverage this to run DPU programs. \n", + "\n", + "The magic `%%pybind11` will be added in the next PYNQ release.\n", + "\n", + "Let's first define a few compilation flags. The flags are taken from\n", + "the [Makefile](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/resnet50/Makefile)\n", + "in the Vitis AI Github." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "cflags = \"-O2 -Wall -Wpointer-arith -std=c++11 -ffast-math\"\n", + "ldflags = \"-ln2cube -lhineon -lopencv_videoio -lopencv_imgcodecs \" +\\\n", + " \"-lopencv_highgui -lopencv_imgproc -lopencv_core -lpthread\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will add the above flags into the following cell along with the magic.\n", + "\n", + "The source code in the cell below is take from the \n", + "[dputils.cpp](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/common/dputils.cpp),\n", + "[dputils.h](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/common/dputils.h),\n", + "and [main.cc](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/resnet50/src/main.cc)\n", + "in the Vitis AI Github. If you compare these programs, you may notice that we \n", + "have made minor changes:\n", + "\n", + "1. We integrated all programs into the same cell. This will ease the linking of the object files.\n", + "2. `DPUTask` is a user-defined structure, which is not natively supported by Pybind11 cast types;\n", + "so we do explicit type conversions between void pointers and `DPUTask` pointers.\n", + "\n", + "The following cell will compile the C++ code into a shared object. **The compilation\n", + "can take up to 30 seconds; please be patient.**" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "%%pybind11 resnet50;{cflags};{ldflags}\n", + "\n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "\n", + "using namespace std;\n", + "using namespace cv;\n", + "\n", + "#define N2CUBE_SUCCESS 0\n", + "#define USE_NEON_OPT\n", + "#define RESNET50_WORKLOAD (7.71f)\n", + "#define KERNEL_RESNET50 \"resnet50_0\"\n", + "#define INPUT_NODE \"conv1\"\n", + "#define OUTPUT_NODE \"fc1000\"\n", + "\n", + "int dpuSetInputImageWithScale(void* task_v, const char* nodeName, \n", + " const cv::Mat &image, float *mean, \n", + " float scale, int idx){\n", + " int value;\n", + " int8_t *inputAddr;\n", + " unsigned char *resized_data;\n", + " cv::Mat newImage;\n", + " float scaleFix;\n", + " int height, width, channel;\n", + " DPUTask* task = (DPUTask*)task_v;\n", + " height = dpuGetInputTensorHeight(task, nodeName, idx);\n", + " width = dpuGetInputTensorWidth(task, nodeName, idx);\n", + " channel = dpuGetInputTensorChannel(task, nodeName, idx);\n", + "\n", + " if (height == image.rows && width == image.cols) {\n", + " newImage = image;\n", + " } else {\n", + " newImage = cv::Mat (height, width, CV_8SC3,\n", + " (void*)dpuGetInputTensorAddress(task, nodeName, idx));\n", + " cv::resize(image, newImage, newImage.size(), 0, 0, cv::INTER_LINEAR);\n", + " }\n", + " resized_data = newImage.data;\n", + "\n", + " inputAddr = dpuGetInputTensorAddress(task, nodeName, idx);\n", + " scaleFix = dpuGetInputTensorScale(task, nodeName, idx);\n", + "\n", + " scaleFix = scaleFix*scale;\n", + "\n", + " if (newImage.channels() == 1) {\n", + " for (int idx_h=0; idx_h(idx_h, idx_w)[idx_c] -\\\n", + " mean[idx_c]) * scaleFix);\n", + " inputAddr[idx_h*newImage.cols*3+idx_w*3+idx_c] = \\\n", + " (char)value;\n", + " }\n", + " }\n", + " }\n", + "#endif\n", + " }\n", + " return N2CUBE_SUCCESS;\n", + "}\n", + "\n", + "\n", + "int dpuSetInputImage2(void* task_v, const char* nodeName, \n", + " const cv::Mat &image, int idx){\n", + " float mean[3];\n", + " DPUTask* task = (DPUTask*)task_v;\n", + " dpuGetKernelMean(task,mean,image.channels());\n", + " return dpuSetInputImageWithScale(task_v, nodeName, \n", + " image, mean, 1.0f, idx);\n", + "}\n", + "\n", + "\n", + "void ListImages(string const &path, vector &images) {\n", + " images.clear();\n", + " struct dirent *entry;\n", + "\n", + " struct stat s;\n", + " lstat(path.c_str(), &s);\n", + " if (!S_ISDIR(s.st_mode)) {\n", + " fprintf(stderr, \"Error: %s is not a valid directory!\\n\", \n", + " path.c_str());\n", + " exit(1);\n", + " }\n", + "\n", + " DIR *dir = opendir(path.c_str());\n", + " if (dir == nullptr) {\n", + " fprintf(stderr, \"Error: Open %s path failed.\\n\", path.c_str());\n", + " exit(1);\n", + " }\n", + "\n", + " while ((entry = readdir(dir)) != nullptr) {\n", + " if (entry->d_type == DT_REG || entry->d_type == DT_UNKNOWN) {\n", + " string name = entry->d_name;\n", + " string ext = name.substr(name.find_last_of(\".\") + 1);\n", + " if ((ext == \"JPEG\") || (ext == \"jpeg\") || (ext == \"JPG\") ||\n", + " (ext == \"jpg\") || (ext == \"PNG\") || (ext == \"png\")) {\n", + " images.push_back(name);\n", + " }\n", + " }\n", + " }\n", + "\n", + " closedir(dir);\n", + " sort(images.begin(), images.end());\n", + "}\n", + "\n", + "\n", + "void LoadWords(string const &path, vector &kinds) {\n", + " kinds.clear();\n", + " fstream fkinds(path);\n", + " if (fkinds.fail()) {\n", + " fprintf(stderr, \"Error : Open %s failed.\\n\", path.c_str());\n", + " exit(1);\n", + " }\n", + " string kind;\n", + " while (getline(fkinds, kind)) {\n", + " kinds.push_back(kind);\n", + " }\n", + "\n", + " fkinds.close();\n", + "}\n", + "\n", + "\n", + "void TopK(const float *d, int size, int k, vector &vkinds) {\n", + " assert(d && size > 0 && k > 0);\n", + " priority_queue> q;\n", + "\n", + " for (auto i = 0; i < size; ++i) {\n", + " q.push(pair(d[i], i));\n", + " }\n", + "\n", + " for (auto i = 0; i < k; ++i) {\n", + " pair ki = q.top();\n", + " printf(\"top[%d] prob = %-8f name = %s\\n\", i, d[ki.second],\n", + " vkinds[ki.second].c_str());\n", + " q.pop();\n", + " }\n", + "}\n", + "\n", + "\n", + "void runResnet50(void* task_v, string baseImagePath) {\n", + " DPUTask* taskResnet50 = (DPUTask*)task_v;\n", + " vector kinds, images;\n", + " ListImages(baseImagePath, images);\n", + " if (images.size() == 0) {\n", + " cerr << \"\\nError: No images existing under \" << baseImagePath << endl;\n", + " return;\n", + " }\n", + "\n", + " LoadWords(baseImagePath + \"words.txt\", kinds);\n", + " if (kinds.size() == 0) {\n", + " cerr << \"\\nError: No words exist in file words.txt.\" << endl;\n", + " return;\n", + " }\n", + "\n", + " int8_t *outAddr = (int8_t *)dpuGetOutputTensorAddress(\n", + " taskResnet50, OUTPUT_NODE);\n", + " int size = dpuGetOutputTensorSize(taskResnet50, OUTPUT_NODE);\n", + " int channel = dpuGetOutputTensorChannel(taskResnet50, OUTPUT_NODE);\n", + " float out_scale = dpuGetOutputTensorScale(taskResnet50, OUTPUT_NODE);\n", + " float *softmax = new float[size];\n", + "\n", + " for (auto &imageName : images) {\n", + " cout << \"\\nLoad image : \" << imageName << endl;\n", + " Mat image = imread(baseImagePath + imageName);\n", + " dpuSetInputImage2(task_v, INPUT_NODE, image, 0);\n", + "\n", + " cout << \"\\nRun DPU Task for ResNet50 ...\" << endl;\n", + " dpuRunTask(taskResnet50);\n", + "\n", + " long long timeProf = dpuGetTaskProfile(taskResnet50);\n", + " cout << \" DPU Task Execution time: \" << (timeProf * 1.0f) << \"us\\n\";\n", + " float prof = (RESNET50_WORKLOAD / timeProf) * 1000000.0f;\n", + " cout << \" DPU Task Performance: \" << prof << \"GOPS\\n\";\n", + "\n", + " dpuRunSoftmax(outAddr, softmax, channel, size/channel, out_scale);\n", + " TopK(softmax, channel, 5, kinds);\n", + " }\n", + "\n", + " delete[] softmax;\n", + "}\n", + "\n", + "\n", + "int run(string baseImagePath) {\n", + " DPUKernel *kernelResnet50;\n", + " DPUTask *taskResnet50;\n", + "\n", + " dpuOpen();\n", + " kernelResnet50 = dpuLoadKernel(KERNEL_RESNET50);\n", + " taskResnet50 = dpuCreateTask(kernelResnet50, 0);\n", + " runResnet50((void*)taskResnet50, baseImagePath);\n", + " dpuDestroyTask(taskResnet50);\n", + " dpuDestroyKernel(kernelResnet50);\n", + "\n", + " return 0;\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now `resnet50` can be imported as a Python module. \n", + "\n", + "We leverage the [existing Python package `wurlitzer`](https://github.com/minrk/wurlitzer) so we can capture the \n", + "C++ outputs into the Jupyter notebook. You should be able to see the printout\n", + "from the C++ program. " + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Load image : bellpeppe-994958.JPEG\n", + "\n", + "Run DPU Task for ResNet50 ...\n", + " DPU Task Execution time: 11971us\n", + " DPU Task Performance: 644.056GOPS\n", + "top[0] prob = 0.992235 name = bell pepper\n", + "top[1] prob = 0.003158 name = acorn squash\n", + "top[2] prob = 0.001915 name = cucumber, cuke\n", + "top[3] prob = 0.000905 name = zucchini, courgette\n", + "top[4] prob = 0.000549 name = strawberry\n", + "\n", + "Load image : greyfox-672194.JPEG\n", + "\n", + "Run DPU Task for ResNet50 ...\n", + " DPU Task Execution time: 11958us\n", + " DPU Task Performance: 644.757GOPS\n", + "top[0] prob = 0.512263 name = grey fox, gray fox, Urocyon cinereoargenteus\n", + "top[1] prob = 0.398951 name = red fox, Vulpes vulpes\n", + "top[2] prob = 0.032748 name = kit fox, Vulpes macrotis\n", + "top[3] prob = 0.015469 name = coyote, prairie wolf, brush wolf, Canis latrans\n", + "top[4] prob = 0.012047 name = red wolf, maned wolf, Canis rufus, Canis niger\n", + "\n", + "Load image : irishterrier-696543.JPEG\n", + "\n", + "Run DPU Task for ResNet50 ...\n", + " DPU Task Execution time: 11979us\n", + " DPU Task Performance: 643.626GOPS\n", + "top[0] prob = 0.455770 name = Border terrier\n", + "top[1] prob = 0.276439 name = Brabancon griffon\n", + "top[2] prob = 0.130580 name = Irish terrier\n", + "top[3] prob = 0.048038 name = cairn, cairn terrier\n", + "top[4] prob = 0.022691 name = affenpinscher, monkey pinscher, monkey dog\n", + "\n", + "Load image : jinrikisha-911722.JPEG\n", + "\n", + "Run DPU Task for ResNet50 ...\n", + " DPU Task Execution time: 11965us\n", + " DPU Task Performance: 644.379GOPS\n", + "top[0] prob = 0.583169 name = tricycle, trike, velocipede\n", + "top[1] prob = 0.275469 name = jinrikisha, ricksha, rickshaw\n", + "top[2] prob = 0.061466 name = bicycle-built-for-two, tandem bicycle, tandem\n", + "top[3] prob = 0.006478 name = Model T\n", + "top[4] prob = 0.006478 name = French horn, horn\n" + ] + } + ], + "source": [ + "from wurlitzer import sys_pipes\n", + "import resnet50\n", + "\n", + "with sys_pipes():\n", + " resnet50.run(img_folder)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can try the same program with other values of `img_folder`.\n", + "Note that you need:\n", + "\n", + "1. Make sure you have the `words.txt` containing the class names\n", + "stored in the same folder.\n", + "2. The path specified by `img_folder` has to end with `/`.\n", + "\n", + "Copyright (C) 2020 Xilinx, Inc" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/pynq_dpu/edge/notebooks/dpu_resnet50_0.elf.link b/pynq_dpu/edge/notebooks/dpu_resnet50_0.elf.link new file mode 100755 index 0000000..0caa4d3 --- /dev/null +++ b/pynq_dpu/edge/notebooks/dpu_resnet50_0.elf.link @@ -0,0 +1,14 @@ +{ + "Ultra96": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_resnet50_0.ultra96.elf", + "md5sum": "542bfd03b9d222b5216283c99a30a20e" + }, + "ZCU104": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_resnet50_0.zcu104.elf", + "md5sum": "c7964f7f7e27055c62183ab66d29f9f0" + }, + "ZCU111": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_resnet50_0.zcu111.elf", + "md5sum": "ed5b892b0d8653592765219c2ef3a92b" + } +} \ No newline at end of file diff --git a/pynq_dpu/edge/notebooks/dpu_tf_yolov3.elf.link b/pynq_dpu/edge/notebooks/dpu_tf_yolov3.elf.link new file mode 100755 index 0000000..333e81c --- /dev/null +++ b/pynq_dpu/edge/notebooks/dpu_tf_yolov3.elf.link @@ -0,0 +1,14 @@ +{ + "Ultra96": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_tf_yolov3.ultra96.elf", + "md5sum": "24c4aaff78635350d41c44469d28f053" + }, + "ZCU104": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_tf_yolov3.zcu104.elf", + "md5sum": "8a6766e991a4e4ae4f6f9659649827f6" + }, + "ZCU111": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu_tf_yolov3.zcu111.elf", + "md5sum": "113bc3b90add410bdc591bb32b42fb05" + } +} \ No newline at end of file diff --git a/pynq_dpu/edge/notebooks/dpu_yolo_v3.ipynb b/pynq_dpu/edge/notebooks/dpu_yolo_v3.ipynb new file mode 100755 index 0000000..82b6e5b --- /dev/null +++ b/pynq_dpu/edge/notebooks/dpu_yolo_v3.ipynb @@ -0,0 +1,505 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DPU example: Yolo_v3\n", + "\n", + "This notebooks shows how to run a YOLO network based application for object detection. The application, as well as the DPU IP, is pulled from the official [Vitis AI Github Repository](https://github.com/Xilinx/Vitis-AI).\n", + "For more information, please refer to the [Xilinx Vitis AI page](https://www.xilinx.com/products/design-tools/vitis/vitis-ai.html).\n", + "\n", + "In this notebook we will be using the DNNDK **Python API** to run the DPU tasks.\n", + "\n", + "## 1. Prepare the overlay\n", + "We will download the overlay onto the board. Then we will load the \n", + "corresponding DPU model." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%microblaze/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/javascript": [ + "\n", + "try {\n", + "require(['notebook/js/codecell'], function(codecell) {\n", + " codecell.CodeCell.options_default.highlight_modes[\n", + " 'magic_text/x-csrc'] = {'reg':[/^%%swig/]};\n", + " Jupyter.notebook.events.one('kernel_ready.Kernel', function(){\n", + " Jupyter.notebook.get_cells().map(function(cell){\n", + " if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ;\n", + " });\n", + "});\n", + "} catch (e) {};\n" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from pynq_dpu import DpuOverlay\n", + "overlay = DpuOverlay(\"dpu.bit\")\n", + "overlay.load_model(\"dpu_tf_yolov3.elf\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Constants and helper functions \n", + "\n", + "You can view all of the helper functions in [DNNDK yolo example](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/tf_yolov3_voc_py/tf_yolov3_voc.py). \n", + "The helper functions released along with Vitis AI cover pre-processing of \n", + "the images, so they can be normalized and resized to be compatible with \n", + "the DPU model. These functions are included in our `pynq_dpu` package." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import random\n", + "import cv2\n", + "import colorsys\n", + "from PIL import Image\n", + "from matplotlib.patches import Rectangle\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "from pynq_dpu.edge.dnndk.tf_yolov3_voc_py.tf_yolov3_voc import *" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Constants\n", + "\n", + "Yolo V2 and V3 predict offsets from a predetermined set of boxes with \n", + "particular height-width ratios; those predetermined set of boxes are the \n", + "anchor boxes. We will use the predefined [anchors](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/tf_yolov3_voc_py/model_data/yolo_anchors.txt)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "anchor_list = [10,13,16,30,33,23,30,61,62,45,59,119,116,90,156,198,373,326]\n", + "anchor_float = [float(x) for x in anchor_list]\n", + "anchors = np.array(anchor_float).reshape(-1, 2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will use the `get_class()` function in `tf_yolov3_voc` module to\n", + "get class names from predefined [class names](https://github.com/Xilinx/Vitis-AI/blob/v1.1/mpsoc/vitis_ai_dnndk_samples/tf_yolov3_voc_py/image/voc_classes.txt)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "classes_path = \"img/voc_classes.txt\"\n", + "class_names = get_class(classes_path)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Depending on the number of classes, we will define a unique color for each\n", + "class." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "num_classes = len(class_names)\n", + "hsv_tuples = [(1.0 * x / num_classes, 1., 1.) for x in range(num_classes)]\n", + "colors = list(map(lambda x: colorsys.hsv_to_rgb(*x), hsv_tuples))\n", + "colors = list(map(lambda x: \n", + " (int(x[0] * 255), int(x[1] * 255), int(x[2] * 255)), \n", + " colors))\n", + "random.seed(0)\n", + "random.shuffle(colors)\n", + "random.seed(None)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can define some DPU-related parameters, such as DPU kernel name and\n", + "input/output node names." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "KERNEL_CONV=\"tf_yolov3\"\n", + "CONV_INPUT_NODE=\"conv2d_1_convolution\"\n", + "CONV_OUTPUT_NODE1=\"conv2d_59_convolution\"\n", + "CONV_OUTPUT_NODE2=\"conv2d_67_convolution\"\n", + "CONV_OUTPUT_NODE3=\"conv2d_75_convolution\"" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Drawing bounding boxes\n", + "We now define a custom function that draws the bounding boxes around \n", + "the identified objects after we have the classification results." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "def draw_boxes(image, boxes, scores, classes):\n", + " _, ax = plt.subplots(1)\n", + " ax.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n", + " image_h, image_w, _ = image.shape\n", + "\n", + " for i, bbox in enumerate(boxes):\n", + " [top, left, bottom, right] = bbox\n", + " width, height = right - left, bottom - top\n", + " center_x, center_y = left + width*0.5, top + height*0.5\n", + " score, class_index = scores[i], classes[i]\n", + " label = '{}: {:.4f}'.format(class_names[class_index], score) \n", + " color = tuple([color/255 for color in colors[class_index]])\n", + " ax.add_patch(Rectangle((left, top), width, height,\n", + " edgecolor=color, facecolor='none'))\n", + " ax.annotate(label, (center_x, center_y), color=color, weight='bold', \n", + " fontsize=12, ha='center', va='center')\n", + " return ax" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Predicting classes\n", + "We need to define a function that evaluates the scores and makes predictions\n", + "based on the provided class names." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "def evaluate(yolo_outputs, image_shape, class_names, anchors):\n", + " score_thresh = 0.2\n", + " anchor_mask = [[6, 7, 8], [3, 4, 5], [0, 1, 2]]\n", + " boxes = []\n", + " box_scores = []\n", + " input_shape = np.shape(yolo_outputs[0])[1 : 3]\n", + " input_shape = np.array(input_shape)*32\n", + "\n", + " for i in range(len(yolo_outputs)):\n", + " _boxes, _box_scores = boxes_and_scores(\n", + " yolo_outputs[i], anchors[anchor_mask[i]], len(class_names), \n", + " input_shape, image_shape)\n", + " boxes.append(_boxes)\n", + " box_scores.append(_box_scores)\n", + " boxes = np.concatenate(boxes, axis = 0)\n", + " box_scores = np.concatenate(box_scores, axis = 0)\n", + "\n", + " mask = box_scores >= score_thresh\n", + " boxes_ = []\n", + " scores_ = []\n", + " classes_ = []\n", + " for c in range(len(class_names)):\n", + " class_boxes_np = boxes[mask[:, c]]\n", + " class_box_scores_np = box_scores[:, c]\n", + " class_box_scores_np = class_box_scores_np[mask[:, c]]\n", + " nms_index_np = nms_boxes(class_boxes_np, class_box_scores_np) \n", + " class_boxes_np = class_boxes_np[nms_index_np]\n", + " class_box_scores_np = class_box_scores_np[nms_index_np]\n", + " classes_np = np.ones_like(class_box_scores_np, dtype = np.int32) * c\n", + " boxes_.append(class_boxes_np)\n", + " scores_.append(class_box_scores_np)\n", + " classes_.append(classes_np)\n", + " boxes_ = np.concatenate(boxes_, axis = 0)\n", + " scores_ = np.concatenate(scores_, axis = 0)\n", + " classes_ = np.concatenate(classes_, axis = 0)\n", + "\n", + " return boxes_, scores_, classes_" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Original picture\n", + "Let's also have a look at the original picture." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "image_path = \"img/irishterrier-696543.JPEG\"\n", + "image = cv2.imread(image_path)\n", + "_, ax = plt.subplots(1)\n", + "_ = ax.imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following cell will normalize the input picture size." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "image_size = image.shape[:2]\n", + "image_data = np.array(pre_process(image, (416, 416)), dtype=np.float32)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Run application\n", + "\n", + "We create DPU kernel and task." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "n2cube.dpuOpen()\n", + "kernel = n2cube.dpuLoadKernel(KERNEL_CONV)\n", + "task = n2cube.dpuCreateTask(kernel, 0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we execute the DPU task to classify an input picture." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "input_len = n2cube.dpuGetInputTensorSize(task, CONV_INPUT_NODE)\n", + "n2cube.dpuSetInputTensorInHWCFP32(\n", + " task, CONV_INPUT_NODE, image_data, input_len)\n", + "\n", + "n2cube.dpuRunTask(task)\n", + "\n", + "conv_sbbox_size = n2cube.dpuGetOutputTensorSize(task, CONV_OUTPUT_NODE1)\n", + "conv_out1 = n2cube.dpuGetOutputTensorInHWCFP32(task, CONV_OUTPUT_NODE1, \n", + " conv_sbbox_size)\n", + "conv_out1 = np.reshape(conv_out1, (1, 13, 13, 75))\n", + "\n", + "conv_mbbox_size = n2cube.dpuGetOutputTensorSize(task, CONV_OUTPUT_NODE2)\n", + "conv_out2 = n2cube.dpuGetOutputTensorInHWCFP32(task, CONV_OUTPUT_NODE2, \n", + " conv_mbbox_size)\n", + "conv_out2 = np.reshape(conv_out2, (1, 26, 26, 75))\n", + "\n", + "conv_lbbox_size = n2cube.dpuGetOutputTensorSize(task, CONV_OUTPUT_NODE3)\n", + "conv_out3 = n2cube.dpuGetOutputTensorInHWCFP32(task, CONV_OUTPUT_NODE3, \n", + " conv_lbbox_size)\n", + "conv_out3 = np.reshape(conv_out3, (1, 52, 52, 75))\n", + "\n", + "yolo_outputs = [conv_out1, conv_out2, conv_out3] " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can call the `evaluate()` function defined previously now. Depending on\n", + "how many objects can be identified in the picture, the function returns\n", + "a list of bounding box coordinates, a list of probability scores, and a list\n", + "of class indexes." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "boxes, scores, classes = evaluate(yolo_outputs, image_size, \n", + " class_names, anchors)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Once we have all the bounding boxes, classes, and scores, we can feed them to\n", + "the `draw_boxes()` function to draw the bounding boxes over each recognized object." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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EGE6OO4E3WWRwst1M6nV0YYLP53Pi00dj6dP/mAYBsFLONdarBcCJOSER1SWlw5hUERtqT9E1AIoxBowHFn/M1y8EWmtstMCPcWWpVBAWkrFFPqZV3Mbwn2UZ89kRmSqQIut2xuM4HdgnC1XKuMTlj6ko0vQp13lXeKdA8z7AIKJ46XBIQWeMs9nnJoYhXaHHxKCUIzuUZ5go4Xn8PeSXinVpXZxzYMc3P4TwnAHCtpyBgsSKwHO/frd++H2cdmP1SCfIXWE+n3eTIQakqcVhCjzHuN403Pk++h9L15UrBMh0I2dYj6AfizeCUs44nbjxJk/K/cdh7OhjAIoAhPF4S7l367QfB9IhFd2pnbApEwchBHmed9/jTcK0/gPdInSLZNqOUFcZ9eneOKI/6hlA21mBFFnHIXacvPMitdaaqqo6MB/2d7B97ReU0EeBk3XOYXS/UKSmVnEf3ie8U6AZQjyR0glxaNAgohXHDfNLWfWxgZ6WnYZ0NZrkDt1w0yQYOTdNMziZEE76jLaFEa7WjZcbwl3cYdrWPdA4kF+8qo8tHulnLA4qpTxgyV5kDe9SsEzzSjmSdGIPJqYcApZNuD4IetZhu6xzEOUXcyTxs3D0MB2LYzSO9WZpO2MwjLmzmAPrxjmq25lPd+7D2ArxA5c4ZR50kI5tGaFdReF3uYss67jNlINO7TaHuvJesuhsIQ3UdY2zkW01PadX13W3kx/AT2QqyXcoTo/Ov2iMhU241BY0tCE1/L9PeKc2ghwG0Z4dFk4O3E9JRMsqKFovXDjh9s8Ut15znKA7JRJPhKnJGecxxrH2aQWpx6Beh+M3CHwbWmW3zDHOD+Yii0CQ4QSe6jTPEbqWW9jnyqy10a5vq+/t9koCf9WvxP656bjSFAD87zBI9zmPeEL3EyjshLYTnmgzy/o6eLwcOekS9x3DBWEftHs6p3UA09UXHB4HxUCVE/JR0SSUIkPgT7WkJ3HCmJFSdgtebWqMacVurREjQBvsMmPR2zmDdRbpJMZashaMgg6v76uUux2eWPE6vP1FTAiBUzlo74UpLNzdXBDWzxnnx6Z1GoHCKzR6LjjUx3tpyqL5IJCodmOyLz8TYJ1EOIVwDqwvP+g+rYuOMGYtyEvXLabgN5MEbfep4Qk0vyGlsa6vY8gvNs8KdXdtvKFhe4NUEtP4MS2lam1DW0LbMTlkOrwznOYhDm86SFKnAGF1jl2JpeLGVBl3TdypNONx/feYowjixV59D3BZU58plxWnHb4bMUyPnsftOMR57q3orYFy+u9IHJGIfjge4manaL6/0cZenKm8xugokzrENn5j+cUcUfw9jt/pBqN0qQOIuH/yPB+oaabaNDZmxxb7bgGIuPtUkvLf+zqFuHnu3cOFZ2HjydtCFgO70hAndbQS8u84Ur+Kt2V7E6q0bwcSQbuIdPnZXjUxkBKi+KEuY/MgfI/tXA+N9Zge9wnvDGiOcVxuf47tpxMMgbNV5B8KU5M3nWxx3LFBGNc77YQQT2W9LjN9N1avOL8pQ/e72pbm738f1vtNtSt8H0y+ViyLN3diUS2dtM6JPbH4Llqk74Zc5USbSejWs2z9KaAJcS78TsU4z6FHfe8cxjTAvnnYGLiG5zFtYg40VRmldRrbiQ70Tjc0oLfPjBfPEOKxVdc1znmR3u9m920I6auq6lUBbl+dIoTwJlRtiNUCYwuAsc3gt5SyPdfuOcdcKjIx1Hs756Wsu+gUyovNmJQactwxVx5LBmP1PRTeDdCMdHUd0cU+YMVh71niV/EQuNz3XRjU8e8xcAyfKeiEjgqcSGyfeJ9OOsTtHmrD1KoaxPJ0Qo2VMzZ5nX8xeB6bd8QDen8BGp6x3q/b3frN8O4QR5aKa/HzsbQx8MVxxjjVIE5Lhja1gT5xXaaMyUN+QepIzZ3SfON+iJ8fWtjT9qdtEqI1ZXISZ72uEZkhswKZFah8BjLDCYVQ3iDdRuqKwJQMFnha3XU0PGJfmR13qPxzJXN0E9lSxwb/7VFVazXW6QHDMbZxE9oUWyoIITrdaXwwIe6rlI73De8GaIpx8JkCqPCuixd1VNqhU+CSDrq7yrwv0Pkw1LVoXRNclYVNobs4xrQNh+p1KIytyoe4u7gNAx1kB/b9znvKCaacMkTedqzD2WmufYzLHXt/F02mWnWITmNibbwIxJMyBc7ArfW7sWqQJq5bDLCpFBHixxuF6WZLyinFnH7IMz3UEYBYqXxQl9S2ND58MElvMWxH2gdT9YrLDGGg741c6iEsptGdrWnMaOzv4otOpRDeZVmGFN58KYjm4Xx/TMNQl9hO9L7h3QBN9rmOeOW/V2jNbmB6AsZBCTnwvhIcg4Tz63E97qr3oWfhzGwIcQeOxQ8DYQqsx7mg3sQoNiu6q3vvC7xjdY0n6Ri4dXSzrr8a4QAHOVVWGvdtBvghjjSEVLyNy4s3gkIYcpemm/zxznO8YMZAEuof4sZnsMFzo8FtWfgdt3lK4gjvq6raGztxu3wdWrWRzLuxGRveh7EVDOxDGZ06IMyJiT6f4gCJNlrG7JSllOR53ovVDFUT8cIW90v63ho6S5XwLjZBisX0MSnnPuGdAc1DHMddaVqfR62ubR94Q9ypvKe4mVSBfN92xJxBMKMIyvaxxSCelGOAkgJlClRpucN2jutvg4elKdAf5MFwAsRtCCCwR8/gcSdpUwp68eQZC2NtGqPJoHz/YDS/FHxTUTgGuPAZHyGM+6qzS5T96RP/3A7E8ZT7C/VIRfrAaca/Y3vQNG7IP6QJO94x7dJFLq5TSBObR40Z2xfzeWfsH4fY/+1Y/6VmVzGHF9M4NpWK06Y64zjPsfkdADfkE4CzruuBg+OxOr/NYvzOmByl3F1wLeUCgWTrGIB+skjnz8V2u4KWdkHz3E3ajQMOrXNi67yeTrT6kEgEGU7MsOqO68RC3cOmgWtLt0iEM96JrVJYoJAFNTVIHaXr6+jr0Z+2EQhwshM9Lfsg0w8u78/Qk9ObAaXj2bdpnysfvqdvcxRPYHGtob0nn+w49G4FlxCunejyM14S8E3z5cc6qLjs/XYFfWxwsDBN/3RC+bEz4n283SCwwiHUPhcCAq1NMgbovJ17MBuK9T1dpzla51xr6hPuqNGEcehcmPztxHaeCTCtB/dUfdDR1mqkcGRSoYREU0dOR1x7jj7raBdons+XrRg8VK9kWYa1llnm26nr2psTQa/+SMBMiCC+t2Z3gMV4UyQhOrM04xxYL3pbYamN9u7hBDhnvaNnlYGu23oP+zdVDXQgaluaZdLftOlaQDbTHtk7TlrdvXk8SHf/qD/eMMZRxNzM2MoSwl3i3lS6Q/H2w7grs6ln4Xfw7BKXP2bcvVeP6Lv/0pq6HLgiIsQ/xLm97fOpeN0n+zumscjbAY4Yd4S7N/Hc+CbVVB3GFo+xRWhQXnL4YOx7PN5i7ib1gRmepeJ5+j/gXoUdxI3r7MdGy52R+tkc0qmL326CplKAc64/DZWUETiw0FcxqIfLx1IdafqfhnTzK+1DIbzltBL+poWOORK9yiJw1vHu9hgdY044DfHma1yPsTjh/Vg+U+Gd4TRhSNyO4OE3+NWN4USkAxE34EBcG7dbnd2wjHRwB7qG1SudeP73YSchMYcRcy4dh9H+2wGXNy2yet0kBLN1hO0M9vsyx+ox/XtKPJlu0zBt/Lxf7RMj+ehq5W7SRekCrcbE9X2JY3xRmapPXK+pPGM6pH5JUy41FvnCCZIxG8vY1CeezKa9KyfVo/VgyaA+qUiagmo4MjiQhADjInBpjdBb9nRAh5iu1trOr2YoL+hVA2iDB7k+XX94YtiXQ25VCNGJBKkkEA4KdKeNnB8f0oFAtCe0fP7B0D6ufwzoAUS7Y6a0i3YrDVlnu/uYYkcoxvSbd4eYkLHwjnCa+8baYw2ZWuEOTf4xzjU1QRBCIIXr/tPJfAic9sF3X5yLOZLwvptkbX7xqtfVU3i9oHO9m7MA3OkuYJr2UL2nuOWU80kBJsRLaWedbk9zJUcWu7jTjpGn+mqs/t65sR3NL+VSB0AJSJQ/ZeakVx0IOuceKU1SmsaTLeZw0u9xHCmH3GDM0VlrBnpg70+yP+XSj4Xg9qy/u93rABucs+i66S5CC++Ns6S3AoSTXwOOr82rLEtfN9NQl9vO81Ghsvbk+jg3PzV+Qju9DSbdJmvXF6I/8x7fTx64zZSrTHWsoa1xfoHusTG7lLLzLhWkg5A26HH7/tg/m38ovCOgORz4aZgSx8Y6L34e5zsGuGNl+jj7Zhtj6cYGTSo+CNGfDx4zCwlpxwAX8M4X2sEjhcBZ73It5JeKRGn7YyCJ2zRFp7FNpqlJk4o1gfuPy+zdw/Ui7tQATeuahuEC6CbT7I0jJ/domwJ73EdxX8R1Tk/9xO2PwaKnyXBh9XECN9qXPWVPGZvbhGCtf1aVW6xpsNoDp9WmNYUSrXOX2Oh+31NRujEUTgBp4zdNguu1eBHZ0wtH9A7gFOfvoLt+BOh2x+O6BBo4TLfLHYzSg51nL7rrzmIhnjvx3EvBNd1sm5rPY/NoKrwzoBlCOmDTdzA+2ePvKWc0NgnvZsnvEsWH9U3fpaATr2ixWQWEqdX7oAz9F3d07KTBWQvO+M0uM13PlB5pm9OBMgYqd3GuKScft3k4ce1ev77N6u7D3Sek9uswrlKIQzxGwsQb8yoUP0vzj81a4vbGEkHKRYX6xGPBWuvv9LEOXTdYbXCmPZFjPHepmwrT1NyurnGm8XY2wvY77cK2Y6RvZ8ytBRoEbquua7bbLdvtdjBWw6Ic1z+lcQyqMbc3xlCk3p7SuWvbc/YxEKbmeaGMlHOOy+m47kjtEKdJP8fmxqHwzoEmTOuk0t8ppxbCFKhOlZX+7v/3RdSplTatTwqkQ/u+/bOzYXXvTSOiTYa6GZi/SOkdSDS6GhUtpkApBfQx8E9F7zHajLU15WbjjbMx2t1noKY0DPlOLaiH8k9tLdOJF9Mx9ioU02bsKty4nNQwPDWPibnvIHZ6MXYoiYR4u92OeANNSoU2NabRYC3b7S1VVXkvSUaPL4zCn7cfs1IIZQXHwEVRDOod20ZObZTENIvbOSZxSSlBSrS1mIRL7763wBmejy1Ecblx/kF3mUoAIX4M8DFwv214Z0BzjCs6xG2GTkjjpIQIu4vBj99UXunAxnldWGcEfwdYDiY0CikMAoW1oHE4kfsaWIsoJBpQTrUit0YJ2K5WZEC53aDrCmdqyu0aJR2uqTF1hRCO6+trL04picoEUnpxVTgJVuGswpGByAGJHye9wbt1Ass+oPbtGRdhYnBM2z4Uf+0eLdN+DmXeTdP4efAPGsB6aPzdPYdB64K+tU+3r0rpgRRAEG5IHFsAvY5x36YwBhln/M2jFom2oK3FhiOsMtxh7mmkTd2Knv7fCYcTjl258bvAtsE6Td3sqKsNTbXBmgp0w259Q1PtfBs8O+q5Mxc8srd+VvFmScFwLc9mCCuYZTnS0S3c4IEryyW5EuRK4ERrwibaWzhdT3PVelcPxukdiLbqpJhu1uBvkgTyhJOXUmK0jyOE8Nwyw2PHsqXbYJy0nt2NMVT1DttociVYHM3Qpu428fr+dgRzu0wqnLFeWrP3l3reqd3zEFIAG5tAsegTh5hL7Sa0Db+ny9zjUkJdMKQegeJ6hs/uO36HnK5+jnmWsam2NPiV39UWoSs2q9f+ugFhuLi6YDabsbkoMUbjioKLi0tknlHOFgglOTk5w2E4PZpjnWPbWJTyDRNYlHIEZ8XBlZ4T+8bzQuzbsO6357CoO2hzIu6M6UWnuNv4+5iaY6x+cfx0jIS2pcBujEGKbC+vYRvjkyeS4D4sHWcxNxiL7DFnaoXz/RhAK9QVh3IZUtA9C5xWWfrjtnleYnTNcpaxuX6NsJamLmmahnyW4Yxlt9m2oCah2aDrEicsKpsjlXefqBuLVAJjLFIprBNIJTr7RSkyjGl1p7LXr8aqhb6/J06xDTjoxFHIyAKpte7v/6Kfo97KoD/qGRiieNMmAF8sdseWDZ4zVUihOquFeMzEEp7WGiH6jdq34TjfSdCEnsjpiY19MZDBu7E8YBpY0yCE8FymGOpqFPvc2V468LeU5RtFAAAgAElEQVTlWbo7n03doCRgDMYZtlrySDY8/8GvUQvNB4+/xGff/iWKxYL5yQmmqZjnGW9eXbIrdxyfPkBKjdACI2qkzKg0ZPNjjBNUzivwi/mMxtRk4epSFFiHUftmLp6dkqT3ghyiy5CePXDGwBTvIqf9NNZvdw3WQ+/7d+MbiGOAP7Vg9ItEn9a3Qw1+x22IxcZ4Ee9AUOCBpt39Fg5Ey+VLFTk5MQZnDEpCU278kVtb45oS11RIpzFNhS53GK3JmKObhmp9jZgp1uU1+eyY2XzJrmk4O3+EEArbGpVbI2kaw2xR+Ju1BCAcWZ7hLN78TVhwqrcNRrTHERUtU+bBysZ3JEXSQERQf1Hb9OZpWDjiRTVcmAa968R4Qy2YHYX4gXYxgGqtyYt2sdAaXXpuOc7Lm34NN5JSu9D7hHcENMcnb/wJ07t3MC3qTXEs6aQK8dO8gtjtrGiR0NKfDtrXvUosUuTBtStWSLBQNw3GlBQzx8XTb/O9v/u/88HXfpKnr19yJNbIesf6ixdcX75hniu0bVgeP2D7+hqzOPE6zGqHzArmi2OOzj5Ei5zl2UNMmbGtFORHyKO5F1kEeElG4/WjYjDhPQAMdyHHOMMQwsAKu6Kp6BWD6Bg3GQ/4eEPs4OI1EQ5xpS5GvyhIKdFNywGrER+sotcZx2JmnG/KlQTnKyk3JIRAOoeUGcaW4MINls4vqgFYtUab2u+A6xJdbVgWDn27paoqbi5eo5uG5XyGdZqyLNmubtisVwin2QiLc4bF8gFSLjh+/IRd60VotlySZQVlrcmK3EseQoATOOux3NNRYJxFMdQFhrYqpTqwDHQMC+8YMEKYp70qI1W52EQUDnmmvi9jPX7czzHgKqVomsbrY4XFmN6kyBpw2A50U51zgJ3UBPGu8I6A5lA0jEM8qWOd0dtMqm6FixTLYxM87ZRBGSLo6bzOr324V0ecwbSirdMNJmuAHIdhe/WS2VzwK//nz/Hbvv41UJJXn3+Lnd2RFQU3V1fkwlKaBpVnmO0127rBNIa6rljOF1RVjUVy9vhLnH3wBLc5ppKOj770E1zfbnFGYxzMj2bMZjmZzDvAS8XqKZqlgz3QPlwLISP1Rdz+MdOZ+D0MXaSlQHvfPj3EDafiefj04lo2uUAGu8rYaUW8cwwMrrsI9AycUbwRYoyhyOZIJA7lz207gTYOVWTouqGpS5zR5Mqhd7eUmxVUFZtmjdWlty3cbRFCsCtrtLaUZYmpK3RVs9tskcpxdHSENI5yu+b6+pqvfv3rqDxHScum0Yi8QKolghnCKWxjUUXRep8XCKG8+gA3cEgMQ9F18Bn1fvCn6Vy/O+45Ot31RZA+wr/Kir2z4LGpVxCt434KecRjIfRdlmWtR/j+8HRnh+nsoH6hLD9X2evj+4R3BDTHDcNh31TkvrqHQXzXP4vfT6WZykeI9OLgVtmf7kw6EFIgqChvV+xWO85O4Ob2Fd/9u38HuX3JD75fcbx8RH35FJspttstTVUhgqJdScpak89mVLsS6eC6afwJDgSZsLjyml2jmT98wObiFcePf5LFk5yzB4+wUmFMgxD5Xrv7NvYOdmN6hxMnMf3tiGg+tTqn5iljYJfSNR64Y5LGVL+kwYt/fZyxMMaxjHHLAQDCs6IoCMbpaR593BYIHAgcFuNFRgMCiy7XKKup11cIZ7m4vqDertHlDmnDKRx/C6REITPv07KuNX5NrpECCpVRzHLKTUmelZw9eMyJtWzXa1brNV/5ia+DUlhnuC13NPkK6wRnDz+E9hphRy+2StfvTGdZ1lkQZFmGNroDIJVsxIQQc4WD/o5UHsHZcdPU3fuYOw3pgY57DGAXzsP3qpP+VFBYqLyD6KHjEoG/XiO0ycVYMCGt3BXeEdD0IZ4I6aSLB/R90h8C3rSMNI/wOTZp0zTB8URniEyGMZbcVbx++UOo4Gx+zLNv/QZvvv93uXz6bU6Oz2nqG169/gHaSupyy2azwVqomgatHbP5nNvbWxaLJUB3tG2xWFIUGTer76Gkv/XxdPUQOV9we31FxobN9Rk7o1DqiMeffK3f2RzR7Q7b4kY/7QjdU9CL6R2DqbUWlYCrTzfk9qbKngLHmDNJ+20sjpQSZ/sNirjcAHb+Tpxh/UKc+Kx5aHdsAhO3RQjRngnsHUFIZ3HlFl3e8Ol3/h7XV68pN7eU1Q5rLXVZoZTi5OSE6+tLNpsNR/MFT558jMWxXt1yfHyMzSXS5UhZsN3sOD09xRjDF8+fcvrwCScnc84fP+L5s8949OEHCKHYbHfo3PLZZ5+RHz3iH/sn/iDz5blvn/Bn3Y1xnclR7B904MmpdepLMi9s2+7Yk1fMqATaxB6VUsnRg6ane2xnGe6JD3WIxXelFCI6Teivuu7166F8XZvOoUcMspLDOvyp8E6BZtwRKUCOTc6x9PFnSOci0Tp+3r0/ICLuAatUnQ/OMICs1f7iMGOQzlEbgXIl2+ef8uL5Ff/U7/2d/Np3f5GLZ98jzxSr3Y0X7ZqKq+sVVpvuJAZCsd3V5MbQNI7a7rgtvZ3mophR3m5pmobl0Zz5fEZZb6lqy2KxoKkqXooaI454/JXfxtH5DL1+A8UCJ87Ii6I7docY3zUMv01Qjrvk8rrkU8T91ndEF0cIf5ZYEEDMdVFSTi/+fZdE0Y8Hr2MecH4w3jYZlg3XmaJJBdY04CSN8VdACCW7iQu938twoqcbK87bHbY5IjDeLZwDoTW25QqbasfqzWu2Vy9pdm+4evWMq6sLNps1682WalezWCw4Plrw6sVzmqriyZNHLOaSz57+JpvbLaenpyhXYpyhbgRn5x/S1I769Zazs4dIY1lfvmamJE7lyGzGttwhHCyPjmlMycMnX0LIBUUx92CeSb+7D2SzgrKuEbIVg9vOVEqhw+kgF4nshLljUCL39x06r9bxl8jFJl3tgYHMg5rWHiCDw+Zex521OmXP0ed5vnfuPMTN87zVr2vCiS9nJVkucPRWAHmeU5YGh8Oadpwai2S4YfkPpU4TDk+U+64IY9zmIcC9SyTf4zCtwQEKL4IbASDJcNzeXKObHbXLWa1fsXnznGq14ld+8Qpla6pyy64VKWazGW/eXGCd9zZTV95tmjGaTaURuy15nlPVFbPZjKrW7Epvd5arjMxYNjdrCpWx3tTMjxpOGsO21hwdHXP+8Iz17pb/69ef8af+jT+HbMWbcIbdORFu1J3klgTsme/IGBxJFqpANyJwjQBVtJzAXf12qF/SMsNimAJwuoOf1tfH9Y4benvGfc47ONsYy4Nwv3g7mY3RrSG5o0GAMdhqy82LH7C5+gK9uWJ1+ZKL6xsuLi/Zbr3O8vZ2x/HRkhcvv6DebXn44IyjRcGv/urfQ2UF5+fnCAyvXnzOrqkRao510t8tD7x+sebB+YeU2w2fbtZ89Sd+ym8CWoE2DboxbHc1TaOZLWC9XvP4o1O0A+Fk11eDo5BSouhF4fA4Pocfq7/8lRm9Tje2Lgj0HvoftYNNt8BRBq5eCDEAzHTzMJYigoqhaRpycn+PusrQtuwOjAwkz3aAppLIfcM7BZqwL1YfaszYxDo8ScbjTMUbBVpnULSnLFy/+bPd3vLy809Zv/6M5dlH2PqGq5efUdc1r28btus3CJmxub0lyzIuLl+zWCx48fwlZ2dnbJuV3/mzUBvvj1Bmc6q6pK68mDKfzwFotGO7tUiZUTcGpaB0Jduq5HizAV7x9LPP2Wwr/uC//LM4/LWxHrxCe+we5z0lbqfc30AUjxeYOO5Ivh6A7Wg+Ke3fJqT1TY8spuJ/Fz/6HsyL4nEQm70EPe9wUe79gwohqJsGa7wuTiIRosHVaz7/jV/g9effpy5vUSLjZltyfbuirmturteApNxuqJuS8wcnKGH4zW//OlprHp1/gG4qruuSy8tL3txsOD17xKZsWMwKPv7gMRJFtbvBWDh58JCXzz/l8cefsLtdk+cztustxhmqzRZnJKvL12RFzvHDD1AoIDbJ6WmnrfdvGYu7Y0dvW3lj77CJtba72iVeeMNC19tWDkE45jJDP8RgGpscSSn9qSfZu8YLAKtk3tZ5eFtCvDEqomf3De8UaI5xePGAnxKhx9KOidzxZ1pGvGrF+U3V03NiApA4XZHhEGbLi+//Cl/9CTg9KpiJms+ef8oiVyzyjFp7LvPmdo2xcLm65eGjRzx/+ZpaN95JgvCi1eZ6yzrTZFnBYjknKwpK7c1OsixjlhXkMiOTGY02KOc3cN5cXVNrmJ1+wD/6e/8QP/U7fzeqyLH4nVJoV++RNg44tQMAlnKS3ecBbrHrx5HFaez31LM035jTTPsnlHsfMB5bMGKOxtpw/cNQdRTea2eRecZ2c0NTrqHccf36Gdevfsjq1Q8QpsY5weX6luvbNbvdFqQgLxTLozNePn/B0dIvildXFzx//pKPvvQJxhiurq69yVFVcbHaUdkbyrLmw0cPuLx4xfHxCXVjqI2hMZbj83PW11dYBFKUHJ+eMisKtsayu12zvrpAZorjs0dYhL9rvAXNsPlSFP0Odw+kw6Onnk7RRo4dP6Me+j4AndcP+0U7NtuKN91i4/SYQ41pHoJ1GhHdPxXAMzVuT3EE6K4bdv8wngiK2eQpe8y0w1JOYgx0Q9xQRvidTqYQ5/d9+C/yTD3/rTXim8A/D/C/+t9/8m0zCCciKvzOtm7/tyNxr+/I6yXwq8B//baVeB/+fsJXfyuJXrSfN8nzH07Ev2w/P/+tFPYjCZ/oj/mF1z9HbH0xxnAEPScQebz3umGlPPzEBuYxJ5mK5Km6LagB/ILdbh7p4bUZwVQwXkjj+ob0mdw/Zj0V3hnQTPWQaRjjTGLgjJ+nO6tT8cfiPFPPefHiFwf5DAvOO68ytOegrz/7Dp9++xd4+q3/l09/49tsteVnfs8/zosvPqMxGu0stzcrf4YYqLVhV2qubtZoJE1tkPM5TaNRWUG+OObR4w85Pz8H4Hi54OXzFyyXSx6cP2K73fLq1QsWi4UXgdSMxx99mT/wh/5ZvvlTv4OsmOMQZLM52nQCSNSm4bnfuA8CfQYToI/QL1LtIxktXMEsSSTpvN4r9K8Z9EXav2OL3tgYGL7fd8w85ET2F9uQTrS+OcMRS+fc4NbFfmEOY6ufkNo6ciW9JyIhEM5RXj/j+Q9+nYtPf4Xjec7lxYpvf+fbrNbX7LYNZWXJZzOOzxYYY9htK66u1iyXS5zR7fnpGrIZjx6ec3ay4GSxYFfXvLi45OWNRWvLw5NjjgpJtbvmt//23wEiw2hBMc+xAp48+Rgpcsq64cHjR5w8fIypNaenJ7x48YKPv/41Fmcf8PjDT3j8wUcImVEbb+oUuM2OjlZTVd4VXaDdJ1/+faNqljE9cqzqiDnO8D3YWcb9FlQFscg9xgyF/26uKokUGVnr3MTrmg20hwliEygpZXctztuohu4ETSHEXwf+OPDKOffT7bNz4H8Cvo5fDv9V59yV8CX/58C/gGeP/pxz7u/ctzKBODGBx1aIKZEr5T7vQ4j9VXGf/R+w9Ua3yn+L0YZCZQhdom8vaLY3FMWc0qy5ublis6lQuaRqGr+Lt9Vo46gb2OxqnJwBEpThZgff+OZP85f+47/M4w8/QdteN+MySV3X5NmsP2frvHI7E1DutpAVSDWjrkuyrEAA3g+Bd6wsvEJxsu1ji0+qvojfpbQZ0D7QbwIAY2BMTwW9zeAdC3elv49aIA79OeXhbZJCCKwzWGP8hmBjqJst1Lc02yuWRwWb9YqLNy9QzoKB7XYHasZ8Psdoxw9/+JTTBw/Ji5nnkKxFG0dRHNE4h8oLLi4uePzbvsHV6oYsK8hUw2y28PeRz3NOZo+5ud2SFXNvWqYy5vM5FxcXzIojVF5wdXWFlTkKwfHREVjH9maNtTm5Knh4eoYojvzGT6tLDB7dvUg81FWmaq6gLxfJiZvUpCgGORInOPGpHT92JFIEH4lgTWsShqMxVTdughf47soRmbV1aqIz6d69nrW2uw8K6/ZOtd033GfL6L8B/ljy7C8Af8s5903gb7W/wQun32z/fxb4r+5TiWAiEq8acNhx7Vgj4xMD6cQeA9GxFTH+DHHi31JKhDVI5w2MXVPx5vPvcfH8U7ara6zVKCVYXd8wn885Pj5Ga822KlHFjNXqlqqq2e4qnJPsKoMrTvmLf/mv8p/81f+Csw++TE1GLQWNkpg863RM1mnCVcV+ZfbHNEVxhFAzVJZ5LgGJcQpaw3bnnDe3aT392ASkUhXHgB4RLcNOeky7WIcUc6ijXL4b+hJINxXeZuBOLZpj7w8BfgDu+F3cth44htxqXdcIo7G6oalKyuoWXW54+cWnmGrD6vKCi9cvWF+/pKlLblcbEDlOSLR1XFxcgczZbWuKYk6tDXXlAbExFmt8GcujBTc3N2x3JY3xpmVKSBbLIxbLU/LFEbbljI+OFyyWc4xt2O02fOc73+Hq8gbhJNV2R13XPP30BziruXj5kvXVJeurS66vLmh0RVXvwHimJdhcOuda13Vqb34E+o3pDmOgjMdAPKfjMRDAL1Wxhfxjf6DBBGw2m3VcarexE3G1MTdrbetntB2HcV3HGLND4U5O0zn3fwghvp48/hPAP9N+/2+Bvw38+fb5f+c8Rf5vIcQDIcTHzrmDSkJ/gN+vPrGyN4Qp7mCKAx07WRK/T5/F6fcr17sLcw6cdIBFOoE1gnpzy+vPfhVXrclUwWzu2F0JRL6gbmoy4fPN8xlvbm7RBkxdcnx8TG0yFkdz/sp/+d9z+uAcqaCxDil1t5q5ti3W0A5e2ntQHEIW2GjQunB0zfljcdZUnZhsXaAZ3TG4mA4ph+71RIFbVANds6dvfx44BsqxvurSOeedmYjhJkrah2kYW8SGHGzsKb3dnIsBNMrH0yY8FziEp03YBJaim1S+3HZnWLjO2YOUkCmBrUsq47i9vQVbI5oNSm958/xzLp8/xVntjz82lsp6ywglDJdvLkBIVD6nmB0hRUaRzSitpZgdtd6MCoxpWD54QK01xfyUy6tbrJTMFzMPrrVBIlku5iwXM4r2iKZuDFkxQ2aSq+sLNmXFV7/6CYvFjPXNFa92O84/eMyZfUC1veH1y2dYKbwXLatwDorcb0qp9hqOLMvZNU1Lh6G3fmd7C4PQN0FFQzuMQn/3m2nD/t3nSutuzGlj0UYzz+feDlabwXiMjd+FAGcdUgb9aYOUCllItPb9aYW/NiWobTwz8CMEzYnwJAChc+65EOLD9vmXgc+ieM/aZ/feWZnSO8aTL30eh3hixx0R0hwqswvdhJSRiU4LLM4AvqPK1Qu+8wt/m6svPiMTsJjP0dqDyenpKW8u32CMI58v/O+bW44fPPQKcSeYPfwy/+F/+p8hRdHek5INzFwGdcR0pzLiMKZeGHs31d5DtAnmRP66hNR0pFXYR+qUkE9w6gHAqJplX8xLF7QBeCdt8tnu204GXW3qtWZgYjJopwfLuH7xGPNlhKvs/GQHMFqDdVRWoYQhEwZTrnn17DtcPv0WOQ3fe/oFxWLOh48eU7FhPtuwawy7sqSpNIujE3KlODo+YbspkSojny3I5zPMSrAsZhwvc8BR1TXkJzg5o1gcUVc1TdNgmpqT5RynDavVimPjgU5KSVM58iyjrkoWiwXPnj1lcTTjdLkkLyQPTpes169Zb2+w1ltuXB8f86WvfANtBOJYINtd7SzaoBHoQf95SXff+qTrk6jf0j6L+yXEj20ug74zcJshTvzfgXQsEQnvjEYqun2HpqnbcvalLKCTwu4TftROiMdQabQ2QoifFUL8ohDiFy8vLuPnY3EnuZj0e6pPGVRkYgKm76dAyDmHdIDI2VYlq8sv+P6v/z/M8wwpvKutopgjhGC1WuEsaOPYbSt224rFLGeWZ3z80ZdpKPj3//xfwmWLUXu2VGTo2iPub08W2niIqx4TV8O7zuON3L8cLcRPRfIYPFPxPqXtGL0PLWxpuXH9Y/Ex7fsxLzZpW6dUOKmTmL6thkxqmnKNarZQr5m5Btleu1s5xS//+vf44s01tTYURUHwxi9VBkKhrcMicdJ7Xto1GmNhsVgAkOcZxvmNmW1Ze10mEpSkmM14/Pgxx8fHLJfL7qjsw7NTiiz3/lUxIBzX15dUux26qnnz5g1gWa2uqcsdl69fsL5+w+3qDfV2xfrmirxQg74MR0jDXUOxV/64r2Mb3LhvnOvPj49ZxwSzptj5SRDHw856fKY9PnceLk1LHYCE5yHfgeSacLmeM77/7vlvFTRfCiE+bgv9GHjVPn8GfCWK9wnwxVgGzrm/5pz7Gefcz5w/Oo+fjw7mQ+Eu8Dskzg8mitj3rJJycrr1mqLLElevEWbLxcUFt7sGbQTOCo6Pj2kafzRutVrzjW98g812DcBHH5zz+YsX/NF/6V8jOz6j3pV7myFj7ZsCjfvQJ217CspTJh2h3J5OXjUxxgnHJ0CG+XqlflzvMfAdq+NUu0ZBGM/xhH+C2AVexWL9xLDGqzqcFYzd2Z5ysmHyNbri9vaW1c0Vq+srNusrtpcv2V0+54sf/gaffefXeP3iM4wTqGKBsRnz4wf85g8+xwmJUJLN5hawqLygNprVaoWUiizLQWZkWcHttkRbf5NiWfoTLaY9I708OgHg7PiEpvac02w2Q2vN8uiE29WayzdvuL58w2yeMZvnfPjhY4rCm7KtViuWyyU3N2t2u52/gXK74fWLLzDVDlPtaOoS7PB63+CHMl3Iu3EiHdbp7pbJQ2MzHSexAXue5x3zEAAwxA/mSmn/LxaLQXqgy7N38hGNHTdcAJ3XufEW0vlvGTR/Dviz7fc/C/wv0fN/S/jwB4Cbu/SZaUgn9NgEGfs+NRHD9ykONgTrUmDa3xwRQiBVTlPVlOtLrl+9bBXMObPFkuXpGdpZr1vSNTLzO6+vXr3i7OwMay2r2xtOH33E7/n9f4jGCIpcHQS9FLT99/1rGFKgT0XfQ0Cbis8xl9FxaK5X7AuxnzbmAvrQntjI1OB5yhGmR+7ieFOc5xSt9tu+L52ESZZykWEHNtQnvlIWYDEvmBc5RQaFgurmBdur55Q3L7l69QXXVxccLY95s9qS5QXHJw+ZL07QLqPWhkwoimLebnr4MdNojVQ51joWiwW1Ngglmc1mzIuCpjHoxvqd81xSZBlKSI6Pj1GZaIFzwXK5JM8Lam1BZiwXR5wsj9BV6Z1gW0O53XF5ecmDBw+4urpiu91SFAWZkJiqpCq9N62mafoFD9k5i4lpFUJs5TI1jse4+fB9bFzE+QRx3Tm/MRaPGfDu+pzzno22W++HNJQR6h3+4/o4154YagHzR3qMUgjxP+A3fR4LIZ4B/xHwV4D/WQjx7wBPgX+ljf7zeHOj7+JNjv7te9ckCilxo7rcVdd7geVU2jgdEx7BtTU0mxW7189RaPJiznZTUeuG221JnufUumK9WZHPFzx48AAhYD4v+OjDJ2xdxk/+rt9PcfwIm/lbB5UyuHuIB8O2GZwbOh1I1RhTHHY8OOM0cf5pvj03PuTERJJvSvNucoj9PKe4vDjtISlhaqL27Wu93kQbX0Ou2p+iSvML8fzplXArI1jdILE09Y4vvnjKxfd/me36huuLl1hdcX5+TpYVPDx/zDe+VlFqx9Nnn/Py9SWPTuccHR1hRIaoBY3RqDxjeXLM5599wazIyLKF57RUhtaWxTxjVghmi1PWpaWpK2Z54T2UW4OuLFpKRCbZbHY02vqrbhw8ffqUD598xMPzM+R6R1nW7EpLVe94/folSonWi9aCqt6x2axxynO3x3hD9LquvWMMXbcmQXR0CzRTSmJMr4uMbwz1/S4Gi6LXV+5vBsbn3lPwdM51ruJSg/f0LHx4F59milUq4T6j4dgJG373C/fZPf/TE6/+8EhcB/y79y59IqQTJSbeFOc5lkcqcqaTMxbthvlJxAgNrbXcbjfMmy1ue8nq4iV13UA2874vC4XTDRfXF5w9PGe1vm6dB4DjBCsVH37lH+GP/sl/k2y+oHY12gqwNd5tQjCwHt6vHQSC0Pm9BxnbAsPQ3GeKPmOL0BTIxvqhQV7ODYyBB8C396x3w2WF60zLskxFpjzjdY2fh3qOqTHGwHeMG4q5ynRxiOsScylN03RG0k4bjGmodxuEqcmV4Ha9Yru65tWrlzx58gHZfMHt7S3X19dsri95+METvvzxR3z6dMfy6ATbaF69ucQ6SdNYzh6esFnfIoTwpkRKsph5TnSz2VCIovUDaSmU5OT0hKxYdI4+lotFd4vpfD6nmC24vHiNtZrF0Zznz59jpOT6atUdhCirW4rZOY32jjuOl0senJ1ze33Dm4sbZiePOT5/wqn1C0rV+njNMr+Lnji9b8dItAGYLrzR8cRwXDL0STgRFI/DMF7Svh+qCobXYMRSUTCVisFYtp5pqmqHVEOdqr/8rt9ouk94Z26jDGJUOimmTI/GuMixZ3seWaLQEQ68AXi3SnoOUGC7m/d89SxFllNXN+x21zz79IcsVMauMmxKjW00TgpmiznXV7coIdHNjpMTP2DfrBr+yB//U9S2dT5gNNaVWJe3bW2wtkE4i3AWrEE42z7XLZi2t/w5h3AS4bxqIZCpBzMfN6WPL8jn608JTe+uB4DZAypoyx4CTbdeO2+G4rlhgxDxLur+Dmuo9xggjoHiWJtE9J+emxfSef2lACfA4k/9uJZOMQ1CeUVR+Pt6nEPrmsZor5vMcm7WW4r5EfOzJzRO8sGTDzEOSuNYbTdsV9cgKj794be4ePlDtjcv+eLzHzBf5Dz+4Nz3jbD+BtLNLZkCrRsyCUo4MmmxwuKEwgq4vb1BSYtrSrANRSY5Oznh5OTUi627LTcXb3jz+rXnvhys1ltmx8csj044e3jO9e2GixvviPjpp89QIqPIFboq/R1ETY2zmtSpOGwAACAASURBVFfPP+cH3/k2u+0Gpw1FMe9P5wh/YV9MXRX5pNTaIGUG8eKlehvY4G1ICIESsgXbdki2gNs0jWc0oqOUqQognFeP71cPz+dzvxGbZVkUJ/jm3L/GBJwHwbc4e/6OgOa+2cBkTCH2JtMU95lym1P5xfn6EHniEW2HGos1hjzzJKsq77JNSMls5juqLGt0pTGNpi4r3ry6wBkoshnWCH76Z/5pjk4fYXFUVeWP3zU16B1WN2AtIhoo3a6hMTijOzvBcG+2ddobvLfgNOSsvfea0TYrr8c5BEZTdIoXHxfZaqZcferxZqw/0nJTbnBUPTDSb2lIudLDY8afeInFvpBHluWobMasWKJEhjCCjIInH32d88ef8OD0CKRA5nM++OgrfPzRV1kujjGi9XQkJeXmluV80V27fHQ09yK4Nei6RAaXnFajde0XzBZgNpuNBxilQDiKXHF2eszZ6QlZJtntvMG6Uorl8TGPHj/m5PQBWTGnmB/hrGJbVmSq6NpfVRVSZrx48QKQGASbXcVqdU21K3n5/HOeP/uc169f+mOT0bHRuG+678lO+lQI71OOLmVmhPAbS6EvpqSh8Cz0V5Zl3gyr1UN3ntsjDjid63F/v014R86ej5t9jIlk9wHFsQmepk3jj4p9DCdnVVaYuukGqlKKxvgjWrvdjpOjOVV5SyYyjClZFDOklLx+fcXNbcOf+Q/+FA0ZxjZkCDDeIYeTwl/ARjRIXKw+aD9tf97deacye8fcrOs3OFI6jKks4s/J3klo3j0Th3WNYkKcjstN+3ZMIrhPvdLngdOlvXteSjm4BdGXobqzxwT6tM6lg+2hNr6Mo7kXD5uqQuKoKs3zp9/FWcn5k6+wnM9QQvK97/+GV0foBqx3lnvbugNUec5mtUEJOFoscMYyWxSApKp2nCyP2O5uOVou2TQldVOyu5WoIkc4i8rAVFuaxlE11ntJyr3/yKvVmuPTE7QQLJdnXqy3lpvVLXW9AWuZtTc+GmPYbEveXFwxm824vFrz4QcfMVsKPvzgE1BeJ1iWO7/AOm/32PV/13/DcRGPuwGwTix8sU11WBziTbh0PMX9G8yMYgfR0B97reu68ycQ4jhn+7k0osK5b3hHQHOf6xlMvhGiwTSXcR8wGAPKQT4MOw0sF69e8+jBCfP5EZ9/8QK921A2DdZ5xw0ohSpyZFmgcv/bNpbb3ZpPfur30qgcq7eeKxQCbQVSgskEhchQMhteydBygzZcpWFbT9UAToLAi+XWIVQGTiCyvL35UO4dS+u9wgQA3Xee0dPWdeJTcAk26BvpheGQh38+PFVkjenASLDfx6Ef4r5I7fim+npsMYzb4fVv7Q2Q3i1He29PO0FCmRGNxiZ6nhuMFdTOoZuS7c1LLj//IS+f/ZDNquKTr32VsqpYbXeUO8PXv/J1nj57wba5ZtHqHIUQFPMlF5drmqbh9PgEoy1l3SARLBZzlPCieaEkwmgW8xmu8ZYK0ll0vaXeCpqqJsuP+PDJx7x89ZpsNuPi4hZdWXYv33B0NKfaVpRl6YmjJHW1o640m7KE1u+lzBQ3z98wm81QKkdzxTdOP+CXv/Ud/sJf/DPkxRyZZTTGkCvVHdrwNOr7yvefnzFjczd+FjvdyFSGtoZwishaS9M0HfjG8WFouxmL6CFOD4xe/2lN0HGCsa3neSERsrcLvY8kOhbeEfF8PxziENMJdd+87gLRPt6QIzHGkCnFrMjZ3q5R+YysmLNe+0kgTI3AUGS597C+rUGKTrw+PjulQSKFRpgaTIXWdSdmO+d1fuFQwhQgDCtswRkvmtOK785vVjjrRXZrNc5qpOiNi0P7UrqE7/FOZy8imz2gGxez94+vKik7HWNM07s43zEONp2AwwE/PC2WiufxZzzBYm4nGFIH+lqnaRqDtQKhwZQ7yptLrl8+Q68ukVlOoTJwmtOTnHK75rPPPsNax3xxQqMNVVVzdvYQhMI4WC5POn1pnuftPeF1J17O53MyJXHOsFwuvZjfcmHGNJwdn/Do0SO/y318St34+28W8yWZyql3JUWRUWT+lsnL12+4uLji+evXbHcV2gAqp6w0u6rmZrXldrOjMfD9p5/zh/+5P0aWz5GqwLiee4zVLWPzb6xfU4kn3sn2YnR/LUWcV9y33ean7e+Ujw3e43qEcpqmwWH83JRuAO7pWEg3PO8T3hHQHOo00jAJHHEOCdAcEsXHwmAAJHlIKXG64fT4iOVR600mnyFFhtGOcrtBlztub28pyxpc7wlbCK+f+h0//btxpgJt/AQ0BkODwCLd0FYtBpOxwTdWd+/1yFtuG6MxxnsRDwNVCofRdaTwHoJObIcXPqf6Ykxc79+bQdoxkXtMqhjrhzT/Q4ufTzclYtlBe7s2tA4cumuFW2coja46m03nHJiGev2GzZsvuL14TnV7zeb2mtPzh3z+7DmmbKi3Jaub1yglmM286c7t7ZajoyMa4/jKV7/BzfqWPPMXooXd4GBGI4RobXwLZrOcxWyOc475bNZJGbOi6Iy5BZKqMcznRxTFHJRkfrTk9MEjz922u8S1tay3FbUVXK42bGvD5fWqW/g3ZcXVas1vfvd7rG+3LJdLyrLG4MgkCDd9dUg6HqYAKcSJ3b/F4zyoulLJSCnVXYcR5lGwhEhtLwNzE5sgCRmD7vD63hSU34bbfEdA04e7gO6QiBZ+p6vhWLy7QpqHlF7pvtvt+KVf+iXquubJkycUswzrNBKL1TWr9Q26bvy9K9Yb2+YCHpyccHx86s0trECIdoA4R+Yc0hqEHXZkvLIPJvoU7QjOXHW3cWSauuVo+yNqniudNo7fy7eLt+/MdYr+IV2az9jvOI+xXfU030MhBs4w0YL1Q8xBd7Ro22Zs050Oig25rdXoZsdm9Zqbl9/n8ovf5PLV99hsr7jdrjk5O0VljlevnlFtNsyKE7RpuL56zna75cH5Y7708Secnz/m9nZLpuaovGC5XKKt6XR4WeY3avJsxmKx8I46jj04lmXZ1X02m/kTaUJw/vgRR0dH5NmMoig8uAhF1Wjmy2Nqo3l1eUWtLSqbc7PaUGrN66tLqlrz5uKKqtZcXF6y2fr7qJbLJV/72tdYLGZI/OZnFgGmlLLbpEn7KCw+Y+M09F+82z2mQ4xPB8WHD0La+G752PQoBtQwf1J7zmBalkosoW5B+rhPeGd0mjAU6+JnsG+aEj7jEMcRQiCsaHkM8Pq3SIQbyavjulpxWbQ6l0xlNHnB6YNzvvkTP8l3vvWrfPygwOU52hpkMUM6SW6hNhatNAuOqanJF0ccLWasr18ixe/CKu+1GuN1LP4aCr+p46TozDXi0zeunfjOeucR1ga/g5La1AgrkMKRSdGeKGnb7yxOOu+RyTpWq2vOzh5S1f8fdW/2K1m253d91rDHmM6Qc1XdW3Vv31t9e1APdrdnY2MJGSHUvNuA/wUkZBoJyQIJJN6QQOIFixcsJD8g+ckvNhbYYIzdeOp236mqsiqHyswzxLBjj2viYe0dJ87JrDu8VS8plWeI2BFnx16//Ru+Q3fYhMZYhNKjn8qN1qCQk1/MsT9LIEkUztnIopiUkwJMqkdxgDJuDj+p3SjcYZhl3xLPuPm8JVJGsQat5a3yK7JCYg/4bs8zhEAYlY3UkSWDn8rLML23CG4OxLI5ZizDCL+62bT4gW21QfpAX+/omy3Vm8+prl9hnWFoWkIQ/OAHP8CbhkxAvas4PT3ls6fP8ChWy2W01/We+eKEp1/8IflszmfPXvKdb3+L11++IM9zFHHDz2YFkmjlK6UmSXM63eG9QEuNTnKclwRRkhQLeivRWcF6d8GubpgV5ZhpRa76pjY4mXOxu2Czr+mHQCAOTqQaKIsClMR4z8msJE01nz99ysXrS0RasjpbEULM2lzwBG8J3oGCRN70GY2UeH+jWuQFRKfT6NsumDzhY6iJwW/KhOP+mm4e0809AuYnoHv8PCeNz2lvSClvzNRGP3W4wd1OWe1x+8V7f1vxSsRkwxNw4TZK4Cetr03QvBsEvyow/rRjTM+NJ+jdgFV5JxAfl+Fw0yyYBIWMtXRNxdBULBclq3nBs2efcP/eQ+rNjrqP5Va3rXAuMBhDkaR418cPu8iZFXksmQ93QI2QEi9Af0UGHQOCwLmRkeEtXgikkrgweafEC59g0EKiROQJTxPhPCTU2328cINH9j2qj1lzMi/p2x6lU0KR3cokq6pCCDnCqvRB7zD4FMZswLiARI0NfYFSIkqrEUZDLgAZy14fMaHHn+bbN8goCiHGHuxNKWaRMgbf+FHFYH6MTRWE4y7P+DlPcnmBEKaprLnJ2qylayvmRY53Di08+/2eRAUwLfvNFaa+omsqNm+e0bc111cbXJBIlbG7/DyWs95ydvqYXVtz/9FDkjQnyIIPP/wWn3/+Oc++/Iz7jz9gvduCytl3htPzh5RZGnVWjaGcLyhyzfb6ivlsRpYV1LKj79s4MEwzkuKE/OQUmWTs64bBmJGzrtnstrx69YrNriIrcn786RekWcEQHCor6esdRZlT5jkIz/V6S1q3nJ3fp+0G0swyXyz45OkPefrsE37nd36HL9+8ZuMFBMd8XlKUKdZYNk0Dj0FKTao0vQ+ocZLfTXa/IiIRpsxxWsfg9ulam4LcBH4/LpmVuoGATdfgcb/6GNB+DD+ahkTATfvlaH+FEOI+egef/aetr03Q/FmD47t6bsfB9VYpF7hFxBfc9Cvf9dzjFX+vosVu36Kloh16fvTpJ7huiybwZr0eKWTRyzmWCT0+eHprDg3/yI+9rRko5dT/uykfjv+uWz3VADhPnmjaocd7OQaCkQVkLdVuTZakUZkaOfbKHFVVMXQtzlu0gMvNl9TVHgmsQ2C1WrE3EbydJMnhwkySBCUTsuWKuo30UKM07c6ikpSsmKG1pu8H0iSn7TuSrDhc0FmWgVB4HCIIxKgef5drPE3fp48phECajEFaxqyaELDGjL7ZbwP545qOOwbocWLuffS4Vkrgj6JqfI8JptW0TcPQ1cyKnKHe4ILBm452c0GzfsH6+mLUwbwgEJV6iqKgNxl4TzlfUbUGnWToVPLwvffJiwUXb66om57ZakWWl5E51vd89ukX/Mav/Sp5ltL7KCwcz7cmSRLSJEOqFJHkmM6S6RITFFfblov9ZwihyMsZbd9hreXl61esLy+43u3RacmnP/qU2hgKBEoldH1POkKmmr7HdB0BF43XVEY5X1AuctCG/+1v/09UV2v+4d/5W1gDLsBf/at/lcEO/L3/4x/w+uqSuhvg73HoxQsZwMdsMPLUpkzOH30ubzOxpuTmOMDFx4SRCeUO2X8I4fC4u6X9xAw63svGRC97H6bh3s3+c9ZG9IcPEawf4B0cj69cX7ug+a47wrvWu+4Md7nN/s7jp60pQ0zJ7x7vbqY7iXjEbMtz1exprl8x1GuazSVDXROcRauUfduQFTO8FOyv1izPFvQmahmmacrJycmtnspUcsYBhIgg4rGkcM4RxY9HoK9UtF1HqiQSGPoG03c3bn19R+YM3X5D3bRj2W3iFNZ0KC3ipN4attstqU6QY1/1+eUXkRPtLS2TDJgjUZHCd/G5Zbk6Z2sdLniytEDlKTsv4k0hLXBJGoViKxltGHSKUYpsVqKzHKESQhBH4skxK7TeIUeR3wAHu4N6F2l/wfsoviwUg+kw1o6DAcFgY1kmDxoB/jB8CyJulkNbQSp6M6B1CkHGloSMqACAYC0Kh2l2pL7H9Ts2b14x1Bu6eoMSjnq/Z7AGpKDtB/ogKGenNF3PydljVmfnpEnO1dWa5eKMNxdXoCQ6SznNC+q65eT0nGEYOD05AanJi5LBGLJiRtPsUUogpcb6gO0NMi3ISsV+3zBs2zgEUpKqqlBJBM/v6wpvBmazGYOXbHZ7srykMjt661A29iYnCbnLqzcIrbAmCnvIJCFNCjYXNTKVNCpwWmTU1Z7HT77Bb/3pP8u3/9ifp+97/vpf+PcwpuJkmXPOn+O/+6//S373b/wN3GAxJpAWCdZOWd+4R0Wk+sLtwdDUs4wVw00Pf1JUumlPHbVb/O1+9XGyMX0/HcvZEG+U7qZk1zphGPrDHr87O/hZ19cmaL5rvaW0M66fNI29XXLfFbV9+zV+tswVnA3M5kva/Y71q2ckWGSwaAm7tiVNsyjmYQyLRZTwihqKscncdQ3eO5TSt+6UhzCt9M37DzcAXz8MWA+pSumaCtPV9PUe29dxkCQFfVvTtw2CgFKazXWDd448STBmD4BzliRL8X2PMVGGTKaSVDuafYX0Ifb2xmBe72t0lmIGR331ksVySd8P1AJm5YJuMFxcXPDRt78T+4MqI0lzysUSn2UIlfH8s2u+9d1fpLOBrFyRZQVKBIIbVWm6OnKup7JqbPbnWYY/moT6EAg2ltUmuNgzJQbSaeqq04y6rpnNZggZs+2mrmJmojVCxB6tC57BdNEQzQ8MfYMWDts2OLNnd/2adneJ6WrW128QKOzgaOqOrhuQqWCxWrLZVnzvl38JZz3f/9GPORt7kR99+A2+fP4Fi9MzjAt4AmbwGOup65pNtcMbS5dH1aJ2iOr6ZTlHYEmLnCyPhni79ZrZ/IRAwqPHi5i9e88b9YZu3PznyxPqpqLabkglzMuIEd7Ve7yzWO9JpEIhqJsKrRU4TzEvscZzulzS7GuC6SgXS7Q03L+3QlmLMRV/8Ae/x6/91p/h8uo1Wj7Eevjii2fwGP6T3/1d/sp/9B/y3/8P/yNJNkON/UnglgnbtJeFuNE2vSmvb4ZEx5qZx/txyjCPB1LTY48N2I73bHJkE9MP7a3nTOvnHRBP62sTNO+WpMc/+yos1fH0a3r8rRXrhKNjjU3h45L9HSfu8OGIUTIOyWa/xwZBXs4o5wuuXz8jlZGWdn5+jiUGyTcXjraLQ4a8LPDOo4RkfXXFB0mCc8feJTc9RCnlQedxukDyVGMJdNs1Tdti+5qhrRnaLbapx6m9oW9rmnrPvCyiVmPXUxQzhrah72qUioo1pusJAQYf6XfLVclgGpSQOBt7oiLEcidTimA63NDT9z3t7gKtY/+ylQolU1Zacfn592N2maQQBG1RgspQaUqaFHz6L/9fkmLGg/c+Qi9OMS6WUY5ArjWYHhuiuHPvb4ssDE2LEDGjbfdbskQjtUJnM/q+QSnFblczL0pEmFPkmq7bH0DS3gayJGG/WXN2dkbf1wzDELGVbqBaX+P6mn2zpd1do4Ohrde0u2u6tiI4y7aqKIqCuu3QacpitWKwjvv3zvg3P/h9Ehml4vbbS95//32uL1/z2ac/4ld+/de5fHPNex98kx/+6FNevX7NYr4iWEMIgieP3+eTH3+f+aLk9PyUoetJs5Q0ybjaXiFkyny+pGlbPvzwozj4EII3r78keIsb+hhoQgDvYjWkDM4ZmqZnWRYMJt54EqURMlAkWSzNvcX0lsViwXZzCT6wLGeYzmAxgGK2WuKd4+kPf8g/+Lt/m9XZOfv9Jd/81ne5f/8+AOvdlr/5N/8m//nv/hf8V//Nf3vLOvc2kiL23icm3fS7eJ3bQykOU/Z3wwiS8rbG7V2G4C2IkbhBSYQQwAuMPZaKGw77O96MbzLfW7a/P2V9rYLm8bpbrr8ruN2dtt8t5ZUQuBAOPGshxI2t7J3XunV8oRBE87SAxw6ek/N7DE3Oo2/9Cl5KqrrFdlsMDt/uaNsegmQYfXoUMaC+//A9lBKcn58SrEfpqf8yXQyR5medOPCV27ZG+MB2u6XarDG7S2xf0VUVMGDaGumGOC0denbVmlQnNKGhN54kj5YGwzCwbXZooWMLYb/HDj3Ot+SpomFO3/d0TcPqZEFQin6w5LMSpKTrhsigwNM2e9aXF9y/f47Tehz0xAwhy3OGDvKsZL17TUBGYZPBMp+d4LKCZ5cvScsZIZ2js5yynDNbLhBCsNlu0TqJ2Ndxipqmmq7rKMuCqrqgrxuuqjVZUVLOTxBS0nVRKu3N1SvK1Tk6TUiyDC0EbdMzywvabYW3Pdev24PIrR8atLBkNOw2Lxj2G1yzo252NM2ezW4bWV5asq/XtF1FlmiarmdzccWDx4+4vLrm7OyMLE959vkXzOdzMhH4/e//gI9/8Xt88sknfPzx9/j0xz/GGsfD+4948eIFJ6sVXW/54vkz7j24z+s3L1muVtG+GYFK4vCtHzyPHj+KE3al6NuORMF8kdN2mjcX0ffeRJ21WL2EQJ5K5nmGc5AozWAcSR7ZZkPf4IYW0w+cny0Z6i1JkpGkKVW3ZTVfsd0P/LM/+ENWiwLft3zv29/h1dN/zeWXMz7of4mTxYpvfPQxAM1+x8lyzl//z/5T/tf/5W/xV/7jv4YIRNm7sTj03iOPAuVUct/s1/AWC8z72x5AxzCjODew74wNU3U2PXfKaqeJ/dTOmggFdwWJf9b1tQmad6flYfzZ8aT7+OTcDZh3S+qYyTkQRDUeKZhiqmRqUgN3AybcQFRE7MGpMdVPihkPP/wOVbVBPn/K9vJLmq5HKsjz2Th0SLC2I0hJmaXUTcWH732XJBU4BIkPKAHeWWSa4YIgTQq0yvDOY/qOtm6QeBIpKJXmen9NvbmkayqC63HOxMFQnpPnOUl6DwhcXFzEoLsf8KbDGMdqsYoXiIjDp121Yb6Ik+PN5iq2DxJFVVVorVksFrx5+YLV8iwOk1wAD2lSsDg5pTMWZRwiSJJEUdc7kj5juThjvV7jgsSZDp8X5HnJ0O2x+x063TJkimz5AFEUXF05LkOIZakQGKCXkrbrOL33kGHSaOxTdptLdttrbFez8fDo0ROUTjDWYVWClJqtaZkvV9Q7KMoFaZJwffGK2bxgaHbsqy2zIuF0dULXdfT1Nb7Z0lcXdM2e3W6LMzaqGTmLdZbdtkESS/t90yBUgs4SfIDtbsM3vvkeT58+pe07Hj95j6ppyfMUYwfKPGO33ZOXC1bnGZ9/9jmPHtzHGMPnz57y3V/4mL7vuX9+nzevXzIvc5yCrLxHdVmTpSV6bHkURTaSFSL4PU8SHt67x9X1BeUiQo3qtqfvBwSaIs9BJug0o6pb2r6jqSsSpcmShPtnK5r9NffvncJY2aR5Cr5FuJ5+MLj5nI8++jbb3RXeRb78xZsXfPJv/gV/7i/8u/A9mC+XPH36lOXJOf/+f/A7BDEN3yxKJTcK+geBb4HWyWGafVeQ42Yvy8Pjb2esATcOhKbnHttcjJv3EByn15iEPCbYYYRSjTFlVJ1XIvuZY9XXJmjCXfbIBEZ+t2L0V028bw1zJtyj8MB4tzt62lsZ5lcdJ0zAXRh84ONf+iVEu+Hf7K7AW3Z1z76pSVTC6uyE7cagtCbPSySevh9wNqDleJf1Cp2mKJUgpMTaHqMFapwmu7anHxpct8d0WzZXL2mrLUqC6VrqpqIsC5xXbDbNgTZWliV9P6AgZpXWE8aBTWcGsizj/v37uKFHyECahlt83zTJaduW1XxBU1XYNMX7wHK5xDCw66MoLRLu3XvAdrsmjBYSn33+lPv3HtINHVIFBmdottcoGbO7XXXNcrlk33SgFB988AFX6y1h2I+4TD0q/XhcWyGVZnCWVAvM0GC6jq6tcc7xrN6SJAnZbIFHIoQmnS1p1hesTu9xeXXB6uQM4QzbV5dAYJlAt7viorqkrWOm2e+v2V69jJYSzjH0FqRgMJa6bQDwNsTzpQX7uma1PCFJ47ap65q+NxR5idAJz58/5/GT9/n888/4hW99h13dkucrjBl49OgRV2+uGIaBP/7H/zhXl2u8g6KcoVTNdl9xIhTD0NEby/1H91mdngCBardDSzVeyp48S5AncxLh2Ww2DM4wdA3NvkVnGXkxY7k65eLqGtO3aClZzEq8tZTpEnzPk4cPUcIwDJ7lYknAILSi7RRNG/U8m6ZFC0XwkM9SZrnCmR3/7J/87/DX4LMf/ZDf/M3f5NMvXvDwySm73XZkLKW3YD43/09fhxHbedOfvP24m/+PdTFjkJOHbHGSmgNugd2P9/XBD52YwU7Z7XFC9vP2Nr82QfNWlnmUwk/f/7T1VQEQOBi73n3cz3OypoGOTzJeP/+CJM24d/8h3nZIndO0BoKgqvYsl0sCEqk0Xb0jhEDfNQgRQMmoUBQkSuiIbXRmLDkCpqmoLl+iguHi1VPCsGe7foPpBxItmRUZSbqibVvquiYIgRlxkldX1/SdQaUJ3oNA0cvYk/QEhs4gRMAOw5iFR81NO8SSZn295fRsFUUcdJx8ZnlCXe/jgCbP2W63LBYLnr94yenpKVlecnl5Ga0a/EBeJLRtS5ZKnBtI05R9vYt2H8LT1msGZ3Emnqdmb1Eyodr3qOBRKuFyc0lW5Cid0ntL30UbAy3iUGBzfU2a5mRtjfMQpGTZnaF0yravyfKS1+tXlHkRoTXe0TU7EnmD/bxaXyPDQNs3dO1A35vDVWJGZSOhJN5ajOlxQpIoiU4UdV1zerri8vISKSVNP7DZVry5WPPg8fs03YCzI2DeGxbLMzbrK1DRp+f+wwesVvEz9B5Wpw/57JM/ZJb3XK/fYD0MNoogixAB+3mq2W3W9PWOs5M5Fxc1fbdH6YDrohyhsT1JntG2NevNjrrryfOC3hraas98VmL7ljxTJCrEAZwX9N2e1ckMHwQnJyf0bsNgfZzk9y3z2YqyiDdLEQasjX5XHz1+gMbz3uOHbHYbNlXP+++/H3UU5O2p+M0+va0R8FV78bhHCbeFpKfvp+A5zT0g9kCnIDlhOqch0035/27G0s+6vjZBc1rvghkdp+dflRn+pONMGasI8jAYOl53y4O3jzNeBNZhjSMvl3xxvePV5TXeQ9f3JEmG0uPApR+QKsWEntVqRd+1tNsdhNi/nPQsBxfLKa1TuqpmW6+pr79kf/EFrm/om4oiS5mVObPzM6pqYGGi5AAAIABJREFUy3a7GS+YuLknj2whRBzIpGO/yAesM6gk9gZNP1CWJdYNtLsd5Syn62tOT08PJYzSgs1mQ5Ik5InGuRHfGDxCQtd0zGYz9vs9QWhkomnbgfnylM32mn5Xs1jNkUJHWI8QNE3MhNfrNRC4d+8el5eXtJVDhgEfBIvFAuF72nachmvN9dUarSM90BuLFIK2bXDO0psBERzeDwd6qh1qlA5Umw2v6prVyQnVOnLINQGNYz+0pBo6E1kzw9DRNHu8k+NkXdL3hqreoZQgiECRRQFphEcnGZLAMHRUVUVZzmP7QigG6+is5fNnzwkh+tncu/eA1oLWGXXdMgw9v/prv4L3km63Jskzrq63dK3l/v33ca7CCMvi5BGnZ/ci71uICAdrWqS3nJyUDEOLwnN6NscYx37fUKQJg81iEHGetu1Znpyw2WxASaQKLOc5LpMUecJqnmP7DpM4mqbh4XnMTC8vLkmyGcjov3MyX/L48WP6vmW1WtD1DcZGBaW//3f/DnK25Dd++89igsKJlO12SznLD33MaX9Ne/GY+njzuxsfoIjHVG/1GA+9xxCQY5Z5DDea/h37Oh2Le0gpsPYmKZN33lv4OSx8vyZB8x1MoMNvbk7MZFR/t6d5PHl/1x3rcHQxKQqpW691/Npv/R9uaIxCRGiIG1q+8Z1fQsjAF5/8Ibm/iiD23nJ6skA4CzIGMtNH1Zm+uibBU9UNxWLFMOIGN5evSCVcv/qC/eVLbL+jXn9JIN5ZL17tOT09ZX11SZ6mzGZz6n2LCY4k0fig6IcBb2O2qKSka4dxsuoZhljCzBcl3lsS5SnuFWgpSNIZdV2PIrYlQgiGYSDTiu12S57nB/Bx27YjYB6yLCNIwYsXz7l3/pA8LzmTknKWc319jZRqzKL8QcmnKAo8gbZtmS/ia63Xa5RS7KstWZYxmy+j8G5wBDx1uyc0Ai0jW2QwwyH7uLy8iM/d70mShMIYvnzxGbPZjL5vyfWAGyJQn+C52q4hOKyNrCzrPENw9L3B2UBVd4BkX7fkRYpOFVKKUQgYuqGnKAL9kFBVFf0w0LcDFkkxO+HN1QapMrrecP/eWbTK1Rn54hzrQScJDx8/oCxLQlBU9Y7/8x/93/yFv/jv0NQD3/roPf757/0jQvB8+I2PUVqwrzYQDKZtOV0VWO/ZXG+oqi0oSaKjl9BqMefK7KKu5noDMmV1ehYptUKRKMXJ2SldveXBvRNM21BmS1rvcCaQ5zkXV5cMg+V7H3+Xpy9es1lfcylAhhO+fP2K2WzGg8ffwjlBoAe+z+lqxq/+9p/m7//D/4vf+O0/w+Mnj0DGiizEDXTYtxG6ZeK1EyJOdzI0O86RhLithhSCR0p1S7x4Arof90YPwjRH5f507U3HmZSk5J09fzcb/mnraxI0I4UObgLgtI6/9oh33r1ujvG23Njbr3PTJ52Oc/c1ZUQrHH4uuRGnDQKKxRIRnvDtVKNTxff/+T+h7TtCiI3woW1RSYQgSS3o2wad5vz49/8ffuEXfx3btvStofc7hv0brq6/5OrFU4Z2z9DuOT+NpVvTtqRZwuXVBd5Y6unvD5K0KGm7yOTpjWFellEJHkGSpYTgSLVGa0FRlGglUCoD77BdRQieREFSpOR5jnMBYwaCNbRmYLlcxqBvoujyxPFNkjSek0RTliX7tmLfVqQqG3utJW29Q45WGrbvI5h6BKY75/DGs1zNuXfvbAxKCjfiPgdnybNoMBaCo+97BiFisJ2XtPuG+WLGgwcPCCFgR6peMAN26LjYbUB4bLNjOV/RDgPWdaiRWtcNHcH58VpTWNtGwLsdyPIZs3lBXdcUsiQpEuxgGIZ+9PBRI2QolrZt06GzOVVVcb2refDoCcYYrHecr5a4wZGlM56/ekO13/KdX/gmWVry7Nkznj17xm/+2m/S7Ct0mvF7v/d71FXPL378MVpr1psrhn5PrqOFQ9u2pImM116S0rU922pP1Tg2+556GFicrEh6i7HQdQPd0NO3DavlfVy3Y7UomJU5F9UmstSkYltHsQ6sjwIgKlDmKednJzRNQ9cbsqKktz2v33zJn/pTf5H1+hqAH332BX/i317yW7/9J8nnC169esWjJ48Pbpa3K8Sb/XaoAMdgp/Vk/QtTi+QYk2mtQSl92I934UF3hV6O1ZJuxQ8f7WsCN+X9sfTdz7q+VipH8Ha295P6Dcdp+fScu887/PsJz3/X19Px7r6GQiCFoliesbz/Ht/79d+iXJ0ShMQ5w2a3pxssdTdwud6CitjC3lhef/YjXn7yh2zefIEatjBs2Hz5KZ9//1+wfvMS2++ZFSnb7Yaq2tF1sQy8fP2KzeYaaw1t28Zye+TbxiWp256278ayJEIyklRFnBqRjlZV1UG+LriILuj6lqvrS7quYRi6w99vA9gAWTlDZylZWUS/mrYhSIFwgu2mIksS5mXJYFqSRFPvdkjhSDQI4ej6Pc70OD8Qgscbi7cDTbWj3m0ps5RMC1arBYmGMkvx1lBtt1FwV0cI1nI5j3+3i9PSqqpiluJcNBhzPacnC+6dLVmUGQJP2+wwQ0eqdczKgkenBWmWY42hrRvwAufisCtJVLScEFGKbXO9RYjIqVY60u52u90h657k3XobS8AoOhz56yLEniAorq8vOT8/JUkydrsd1kXx4dlshiQwzzVt1/DeBx+yWJ5S7Tc425ImsSeXpTllsWRfd9S94XrbYcioB0VSnuFkyum9h5SzOYM1rM5WdEOLMXEohx9ItUQrxbws8GPgr/YNaVawr1t6C70xVPstOEOiYn/z4uqSZ5+9wJgWpS2//wf/nCcfPAHgX/7+H7Ld1Xz58oJ79x/TtD3XV5uRpRWYdGmna+o4WzwOVsfDmbuB7m5Zf/zcKTBON/Yo9qFu/S7e+ONN/3hwBNzCjP4862uUaYpDGQwcV+y3skEhbpfVx0H2ru7fVJrHkvxmKQT2iAv7LnsICXhxg3+bHmttvEMbazDG8+b1FWlRkmQZm+srAoqT+QKPpiwKVFLw+vWXnJ5o8qzg8x9/n7ScMVssafYVm9fPKFPF7OQxbVuBdwymwQGbMSgtFotbE0YpJP0wMFgXwc1SoZBRPGOCYMhA3zu0Hjm+I6i+rVtypRl6hw8DUoJUEusMUXUs0A6Gk2yGc55639J29QHmMTklFtkyCpl0HdvdmtVqQbW9Yj6fY80oyuAcWaoIWEzXgvMHMd2+G4BAZftDC0FIRVqU5KOepNQ6tgmylO3m6qBkVO/iMGq/35ElORevX1MsS/rBRYMwAUKNGF08dTvgfKBzDnygzHK63hAIOBswzpKnJW1djxsvZraTes7E4w/ejpvPjYLBGb612LZDCMV8ueLVy+cUZcJ6u+H0dMaLZ8/J8pRHjx5ihjgY26y3fPjhhyRJxtVVzZevXrBYzHj48DFSJ1y/fkmaSlSWkpU5Td9zfXGJ0iBUyuykwAywWKXs6h2PP/iQEByvXn6BMT3Pnn1OkuR0bUOeJMzyDHxk6YYQkDoO6/I85/XFFVkewftFviRPMyrZk6aKtu2Yz+cURcHJcsGXL55Szmq26+8CcHm95vz+Q5Jyxb/6V/+KX/9jf4Jnzz8f99ttOvTdveq9P7hATiX53f1+/NzDxPso2N4A4G+y2rs2GXAzWZ/e1+2B803/82ddX4ugOZ3gqdEb4Ua3mUFvD3Zufnc7qN7paR49ZlqTTFk8rhr7Lzcp/1uMIRE9ZyBEPx9vESOT4b1vfMTTH/xLmu4ThAwIJF0IEBz7TT0qt9/DBLjcrlnOZth+T795jfeePFMgBOvtJXW9RwpBve8RQpFlBcZ6jImGQF0bS11jB9BRxUnIgPUdsyyF4Bl6j9aSNM1QicYbQd8ZhsFiho6IN4UsyUArrq4vsdbirGe1OsX7QJbPaeoeqRXWeiDFB3D2xiagM+1YHjukSthuKyDQdR0+xMnv2el57JlKDTLFhViuh+CwdiBNNFpLVDL6VAfHfr8jzYvIvTcKh2exWHBszWH7IeJKVRRTUUrghwTrLbjp4g/U+7H0TBJscDhrSVTKbt9Ffrr3uBAhKev1+tA+0DplYqpYa3Au9s2GIWb4WZLFPm9X47xA4CjyPE6wjcH0PX2f8uryOR995zdZsWK3XdM1LcFrsnxJUcz45Ec/pJiVtE3Pk/e/SZFmXF69Icsy8jzF+YGr9TW7bUVdt9y//5D7jz7k+voaazrQgsXyjNU84/Wrl+w3e7IkjWB448mTlHmRk2pBu685WZzjAgzWoUxPmWi0cBRKIcYbkkVgTKSEni7LmC1rjzWCVM358INv8oMf/AiAP/nbv4ULHuM9aZ4jFZEdN/QkKj9KgCTOO3SaRBUsEQeyxzJ+Sk3nPvYqne3jllS3y3wZok7BlCUe2y/fDX43X8ef62myLm5+f0i0+CPICArTwIVbSeat38eT9zZ39GfvZR5nrTeRMYLSJV8ldXL3zjQ1lZ0IDH3Pd7/3a2gFf/D//TP21Zbd1ZrF8pTZ4ozWDnT7FucM7z84w9ge2/TkWUaSKNq6i5ayzjMvl1xfX+NDgrOOEATOC7rOHKaASiUgJYv5Il7cAbIk9jCTRJKoJMrNaU1VdQiVAYrB9HSDIdUKnWd0dqBdV2hVoGQgX5QM1hK8wDhIs4x+sDgvoti7cczmOcKnMcg6F6EbUpEnCVUV6YHWWbwbSGRC2xpAQ9C3Lu4kScZMwSB8HBzkWUZnBpTw4APG9eR5zma/AdtTJMmo5elwqUaKmPn2fY8Ugq635HnGrt6NVq4FSRFfN1hJkAoXLH3fogg0XYdSCU3bRYxoEOzrZizvPEWRURTpCJ0K7Os2DsxmM5wL7LZ7RAgkWYGSFpRgu46e47O8xFpP0+wj4N/DowcLHrx/zqs3VzxZvs+zp59TzOYopVgsVjy4d4+m3mGGGoHjzesrZvMlXWdAZHzzw/cxg2O92XG93h2GH4vFnKpaY52L2WKR0VVb7p2e0Co4PZkTXE+axvP1xRdfEELkZNf1nrOzM4p8xsXVG3BxcBfxvrFEl1JQZjl9O3D+5IzV2TnsY2vo3/pLfxnrA2038I1vfEjT9kgpSbL8FvuGcJv6eDexuRHnmOiTgeBv21NM++8uzzyEcLgepxbA1Iu/maDHSsYHi1TvVsn6eXzPvzZBc1pCiFuc8buBUEz6jF/x3LtZ57uCaPzZnSDqw8HH+6e9v3hcN158OacPnvArZU612/Pm+VP2+4ZgRQSXh3jnnhVZxBoqgRyf75w/mG8ZDNfX1yAUs1mO83Fy64yJ01eVkGWaNC+jKGwIOBdo24blLMdiMQJ8UOR5SVXVEDRa3wgh3Dt/QN81WGvpu4GymB9gGb0xKJlgRKCuWpR2B5HX2bzADj39EP3S8zwnDTdq8L1xZMUciIDvPCsYhoH1bktZluR5QiIirdNbSwgCrWUMCOM5HQaLzjR930clpjRl23axBzdqcfZtQ/CA0jji3z/1FYMQtL1FqBSdplR1P25WSTcYZrPIyw94JhFn7z193+NGEeIJz6e1AsbNaC273Y7F8oy6btBJhlIZeSqQQtOZCPiXiebZ88/I0wKpBHZwLOYr2nofJ9dNw6c//iEuKB689xFBChbLE7qm5cGDU6w11M2WfbVhMA2L+Smz2YJ9fYlWGfumo+s6FsuUzWbD6ekpTdNQljFA/dN/+ntkWc7p6TllmrC7fhNRCq6LfeHOsdlscM7x5MkT9vsKvEV4Rz+0h4C0W28o0gzT9fRdw8OHD+nahsX8Ps453lxc8Sf+9F8C/mcevfcNVsvTsZKS+CCwQwBchAa9YzZwq/QOHMDqU4Cb4lgcBIbDtX639Xa3J3q3D3qTUN0gb8KtYB1l66bp+x/pQRCMgSnwzrtThAHJt+5exyfzXQHzblYqIpckqpQHIs3yp/SDpzuhGo8lpYzVoNCUi3v8+b/0l8nni7F5r2KTfz6PIPBEk2hJWeZkWUKepygRYTe73S5ajo69mcG4+DPrQY6A9kSRakWw8Y66r7o4nc0KQohl8TD2zPb7PVql6CTDe0fbNlH/sWsAP9IqBXXb4IJn3zQ0Xcem2tH1PUJJZKJJ8px8VlLtajyCNCtI0pLBOvZNiwuSuu3YVTXGeoTU5MUs2t4KRZJGxR5jDFIpVicnnD84J5/l6Cw96Heud1sGF03MhFCcn58zmxVkWXKrb5UkSTQeS8dpq1ZInTBYF+mG5RylU+pmwLpAls+wQVCUM5q2p216BmMYjBvfr0KnkYZ5cnKGTqMfTZIkpJkG4XHesFqtDn1tb0do28gwS9OUPI++Ps5E7/LdZnsQ1T05XVLkCffOziMcSyvapmMxX1JVFbN5QdfWeNeTaIkkyu/1fU9djwIjmWK9uWSzveLi4hV5ntA0Fdb0vHj+Bf/4H/9jQggsZvNoteI8jx6cMcs1RaFo6z3zecxqHz16xGxkB0kpCVjKPEGKwNC3EBx91zArc06XC3CW95+8F7VaRcTtmnFbnd6/j/FROzZJ4mdyLLk4BeLj79+SYvMRp3nXquIYdjTtaa1vBIinm/00Tb8LG5qC4VszjhC4Qc/cvOZXVajvWl+PTPOQht/5o0P8EO6ejJ+0vqoMuFtixwf4dz5meu67ALaH/3049EuTvABvUGHGN7/9Hezg6KuKYeiwu5481WSpQMpRcMAZdptqvIg0zsWLKQY5WFd7rIvWDHmes99Ff2rrHc56lMjp+4FFWcZyWxm8z5BKUDc93guapsOHATP0LFcrrBuwzpJlCVJILl6/Yblc0g0OdIKSEqUlemQTDdYBw9hfy3HOsd3U+GApioLVyT12uz0BjU5l7JOpmPkFP5AnCdvdBtlHdaXBO0RTIwNRG7OPQyhjolizCx4ZPF0XM6q6jqyTSSNzygbW6wucl8gkRasEIROETBkGy34fqY9ZFrN66yOLabpJuABmGFBKHpTblVKkacJ2t8MHS55H47xJp9N5gdDiMHnNixQfJELFElDqlG6weEMUpDaW6+tr0lSTZDltvSPVgf3W8r2PfxGnFMYlLJdLXjx7ypPH96mqiu12jTXRlXJd7Snykmq/pygyXr16iQ2eYehIk4x6X/Hq1StECNR1zQfvvce3v/VNlJC8evEykhqUwhlDqgqsG0hD1CnIdEK13SJHtWAtBXmekudRuV8JUFojAmglSbTg5HTOdlOjteTBw3uHACnTDJ0kWGMP7SMp4iRccCNAfJxpThm+UgprYjUghGAiAE7D4AOriOOynVEB6TZe+zhgToHxho8uRsC/wIX+UCFO72liDP086+sRNN+xfp7ID++mYf2kHufNA33MXH/C+7h9HEmYPhAfZd+Mi/dXnZV89N1fZrvesMXFjMY4nBlYlCukcDTtHm8NWZ6RKk3bW7SOmpHeO/rBRpaQSsZpd02S59F6FYnxjmEYmM3n9ENPXqTs64rFLBpyDb3FuRAtJ7SmXC7pRshFDE6C9XqLSgvyWeyhFkVJ3/fM5zP6zoyZQ8wEd7stduKcK0WaFgw2cLGOkB/rIq410xqkIEkyAo62bSlnc5yxLE9OadsWpMRZixkC1glEcAilaTtLv61jiSQ8idKcnp7EvpSKgOTNLgZRqTRn5/ewziNE5L1rndI0e7TW40aAPM8JAaxzODw6kfRD3DBt202f7iHACinIZLQkmdo3U6bS9z1KZSOKwWOsjdqgSkSQe2+QWkbpN9cjJXRtzerknK7dosXARdXxjW99m846hErpmpjNWdMxKzM2m+tRsUjhvGBb7bl3Xh6yqeuLS5I8Yy+3DF1LmSfMZzPapuKzp58cBjC5ViQy2nk0vifNEhSBLElBJ7x69YokjRjbZl9Fxa3gMX2U4dNZTpEVhNFUbp4rZrOCMiu53F6w3W5Ikyhu0fY98/kc6W6SiwkFM+2dY8je8cQ7KvNLgh/36RHlMn4/Bstw4+p6kxHetmieXguIauxHFhnTz+7Cjd4KA19hjfOu9bUtz+GrA+dXBcPjD+knHTd+fUxDuEnXj49/t6Sfvr4JpDelI0HiAhTLB3znl34DneW0fQMysDxdIhNNwDGbFZycnOC9p2ni4KHrOpqmIyDJywWDdfgQs0Wd5tS1o+0CTeNxZDHImIHT8xN29Y6ynOGCoG4NdWswDgbn0Cql7QaatkMqDUKy3lTYoCkXZzx99gqhC9a7msEG9k2PA5TSFEUEmJdZPjr1CbRK6QdP0wfWu57drgeRcH52n9Uqctarek/TGqwTOKsIpDStIaBJdIHUOUk2J81nBFKcjZkDMrohnp3eI80z6rajGwzWe9K85OzeA+bLk3g+miaes7ZnsPFGkyQJXdfRtm10lHSGEBxts8eZlrquEEKQpbM4TOM2ENrHuxJapwx95Ot3XRd1KoUgyxKEAKViZhaCO8CwymKO1ilZVpDk0c9cKCgLzfXllywWBZ9//jnXF5c8f/6SPMkZug4pPF88+xRjawbTcfnmDfWu4vr6mrZt6fue/X7P5eU1T558wHK2Yuj27OvIFHr+/AtmRR4N9JzFDTV5oeL1NeJAPcQA2bUAB0vc6d+szDHDwMnJkiJLOVktKIuMk8WcWZEyKzNePn9GXW+Zz2eE4FjvrgCoqy273e5QHh+Xzscl8XHf8Jguaa3F+RFv7G+cWI/xk8cl9lTeH0zS7lSDd4P09LNj3vnxcY6f54N9Z8x41/p6ZJoBFApLhNGEEA5Oce9aEQbk3wqOXzX4ObzMcWnO7ZMm5Y2j3rRupK1ubGzxBiE9wQWQI7vIuzjcEQKdZ9x7/E3uPXmfXb3DdZa+aVHBsJrHvlDbRShM7z273R6CpCgzhEzZ7PaEEGjaPUJFjyLrJUUZecZCaQqlOD2dsd1coLWkajvcYCBEMdqIMpUImdI3V6RZRgiCfdthfCDRKYP1LFb3kFphXINMFDrJYtYkY1+VEAc3QsQJd5LlCC9IhQLRIKWOfGydUFVr6nqPQuCcJ02TA5wnzUZV+sGMsBw7Wk4I0qKgHHtVwln8iIVMsmhna73DhWinMLQ9XkCiU3Qap/taR1+dvvekeUGWpFTVdqSRDiDjwMa5mF1OIOcsy0mShPV6jRCCophFSTRn0OMNBiL/WgZJcIZZWdAbixSaprYYZyhmc+rOkeiMoAKSFNPXyLTA2J5Metq2ZXAddV+z2VTMZpcI0bJcaC7erNH6m5ye3eP73/+UJ08WnJ3eo21bbIDLyzUff/yLvH79irbZ0Q0dRZ5Foek8pWlbHj5+wJcvX/DN9x/Qt1G9XimFswY3GAQBZwaq7ZZyVtC2LVqPWX2SEIJDIVgtl5FskCZR8byrcd5g7cBgIupgu96x31wC8OD+49FeJNIVw3BDc51KY+89ahQSDs4fBrwTAzB+M1omjy0pO9JfhYi6tPEx4EJURzoGxAvBrQzU4RDuCMAuBE5ME3R3CMpTvLgB4f9R62nyNhNoWu8KhDH43X7Mu9bdn78roL6rX3qY8sVv4hCA48b2XXBsLK3F2D8hSfn2d7+HHVpev3hJqSXLWUrwA13TIlUUxhBIlEpIdIa1jmp/jRt7PFpr1JgVzGYzEJKiiOWn0gnWReMoa90BoJ0qjVTJCMzO8AKkStA6Zb2txvcs6bzB2hC9ZpRkPi+BQFW3LJfLiB/NM/a7CoRgPp/TGUPXNTSdjQMUnY8CuZLnz17ibEdepBjvWc7nI0MmP0A/JtUqKRwIhdIp+2qN957aDCOOTpAkiiwtSJLJBjiQZSlD14y87YALo4IOsa+430cVptVqRdO1OBeHBtZYBIqujbzymF0YsqzA+wjMT9P8UNZHz/GUro18fJVo2q5ntZiR6hFLGkXII+RszFaUUrTDQJZH1hJEmb35fM7u+pKqqsjL8jCoCyMetcwC56dneGPRaRZV6ZMMnUuGUTT329/+FtaakQYrWMxnmH6gHaf8xhiuLi+5f36K6Ub/Gx/Y7nckSlJkitl8QXW5Zj6LXup5nh5M7qZsLcsSZqM+a4QoeN577z3arubk5ASAzgyskhQ9WukG70nynG64saK4STAkYuSWC3nD6hFCEAhI+RXkFH8zT5j24ZQVTl9PYh3Hv4+l/4ilDjcQJsGUXd5A9qYB5AQ9jILgP3vR/bUJmnAzDHp72vVVj/3Z190hz1cNjN56nfgAIPbu3OFYE/PgLihWoNKM03uP+fiXf42r12/o+poisXjr8MExdHHgIJC0nWWwPcbdtAYmf+eYLQm6XYdOxzcjArtdhU4UeZpGfnA3MJ8vMH1L2/YEoUBqAgKpU643ewbjDhapQUi8dMznc0Lwo4iCIElvMs2LiyusHTg9WWJ8nLhn+Zw81xRFCWN2YYceKRXl6oSzk1VU3amjqvjzL7+Myu5pcWAqJaNCjbUD3sfsvO8dRZmhlSZJNdZbhPEI58hSTTPqNAYi8HwxX7Dd1ZSLkrqNgH2p02hWlscsZDCOIHQEUacpicyodxVCRNXuLMuoqookyTDGHaBL1lqsC6RE/naezfCe2NfMctq+RmARQeMEZMVt5Ia1luXyhNmsHF+n4MWLLzEmZsUPHpwwDIZUS9p2mmonuCAoZgvOHzyMyv0ikKaazeaaRGuECORZSlakPL14g1KK6+s1TdPw4P49hAgURcZ2vSFdLfGuABydMbGtYiy5taQ6IRtN2RazZRQscY48ibRQM/SU8xlChChSUs6j1J1zpFnUO3j+/DnAeE2UY/sGYqC8cX68BSWSN2aC02PDWBLfTphugulx6R3xnuPAdPQMsva2VUYs3d2t1w3uRukoTv9vCxQfgvUfuek5t1k4IQTCVxTnP++AaFrHgfIYkvQueNK7nnP3PRyGQXfB9iHgQ8AESZZHCpqjw5qBIs3Y7zukkqiRyrbZVWOJmZHPSgSabXUDXm57Q5pmhBBLjMH0KA1ZljCYCGhezJfR+iGL4q9JkuFDLEV3VdSiTLI+g+gpAAAgAElEQVScah8dDa0xyFQz9JbVyZxiNmOz3pIXc9q2Zz4vCcFxPjuNF5wzpEnEA5YqRSaKgMCNzoPRmzoK4k79wrZtI7daaEKINg6utww2oHUabX3lgE4jjCiKaHgG69BqvOCtpcwziixFKkGWFwdAuxBRdi7Lo/1tb6LEWTcC1EOI0nl1XWNsHFgY71BKoHUawdtJRpqX1HWFNIblcsl6fcXp6Sl5HhWbut5wcnLC+vo1iVRkWY4ZAjpJ+P+pe/MYW7L7vu9zzqn9Lr2912+bfRFJkRRJyZKoSJZsWqJE0rIiw46BKLEtJ3YSGLCNGIkXBIjzR1ZHCWzESKA4hmNFWeRIihRZtuU4FLSQsmjKtESRIjnDGZIz783bum/fpfZzTv74nap7u1/PcAgkwbiARnfXrVu3btU5v/Nbvr/vt6pqJiYmNg4UdF3D1SvXWC2X1HVDuTyla2taJ2Nms1mRTQ7obYv2lkgrbNvRNS2nZcmV46tUdY1SQi23Xq/5uuee40svvcxsXqB8xoOTh5hI0fcteZ5STCfsTQr6tgHnydKUIs+xfU/vlFDKGZhOZhgdjaxVaZwwm0yFjcpLSkQimgIQNUmTCIF013uadUW1WvPcu76Jw+u3hplAHBvKuieOpHApCq4Xum0uRJFv5LQo7QUhEqnRKFyslG+lLLY5TTGg8fnzB7asYY4PzsFF7/biNXy17a1hNNXlN/KiQRuMkuzb3sjdJO9l4fbFws7ug3yzob3kUXc+Tw1g3e1gGGEO2pMXM3y5Itae/b0JvmuFDFjBerWm6x1eG3QcMdvbw1moqpquFXXuJnB0infYBmMYCcQorK5d23N4dIWuaYPp1pJLdJ4ky3AW1nVH13kOJgVRqmh6h0YKApNiRp7nvHbnLibNONvUpHGK9VKkKrIkhD069HPHssLXLTr0tHddi1aOLMvBO+I4wtqMJJHOoabtWS7XJFlBkmWcnS3IdEac5VSbXpjfkUGf5RFZGuP6jmqzpMhTiqJgtbLgFXVdYr3CeUOeT4kmKVXVsFpuMGmKtY4oTQXW1LZY68iKnMQJ4FzpHmU05WYt+dhIhO763jPJEtq2JcsKimLKcr3GEdG2LffuP2R/PpOOFyPa8jaQf/R9j8eT51NaZ0DHqChlvWkoV2e4vqPsLYeHQhfX9XBwdI0syXjt1dfIJ3Neu3eX1oPXmijA0vb2Z6Rpwu27t/mO7/x2PvaxX8V5KXhJV5JlcbYCHEWR4bOISZLRZA1d60mTnLMHdynbnrqpmE/3cEoRG5jNZuJdZxO80uzvz2mbitPlir29mTAgKciUoWpaojRjdnCFprWhiCeNDHmeB+IYFYoz/UgWw2isonHOjV7iQM5hw9xR5xnctdnuB9BBT2sIw4e5OTBnnaOEc+LQ9LYN41NQI3k+p6qqR9IIg0f6tYDb3xpGkx3DtrPvMu/wjd6/u72Rl/h62MyL7wdGXkBA5DPGNw5tlxKSbD9P/vfWSjfIfEKzui+tfl0rpLy9Q8cJtvfkWc6DBw+omw6tYrJE8k5FUbBcrkW+N0nI020IlKYpVdOSpiYAxxVJAIJba9k/OORkccbZYkXtPfvzfazzWOeJjGFvOkVpAXGXdcX1G7d4cLoAxItzFo6Pj3F9Gzpm1Ni54VEkaYLS0HeWxx57DFzPenVK23WUZSlGy/ZY6/BoZrMJZd1TtzWzmUzKtm1xyOKQxGEh6HrunZ1itCdS4H3CarWhbizaWKI0oiwrjq/dQqmIOsiIZJMJddOM1dlyJbLFgqn0OCLKak2WZfRWJlEUiVFv20CDF6qsQ76raTq63mKiFLAhdLfYtiKf7Em/eyea9Gkshl+khGPm+wfcfvVlnFNsNiUmkQaEIk3p2ppqs6JvLKtyhfWKKJuyOjnl8OAKV48OOFksec973sO9B/e49djj/Po//Q1m+/tEkeHs4QMWC8FSWivIgSRJ8B2gQjfYcsPRlT2mbU1zeoZJCnprSU0qHr93ZKloOK3KlfSD64g4djhZHTFaConKWw4Or0jxzlkOrxyTpBkgeFjrfGDHPw872nqFlq2I4HnGMT/uY6xw787PMXxW5yvosOXc3OXUhG2hKDV5kCwWeFXfOYyO6W37yFzfLQ69me0tCTmCYI/cec/zIvTnolf5hrnJS4pCu1rKFze/U/xhpyK4C7Qezit97BqlBjiFw2iFxomuTddQliVVVbHebCjLkr6TUPThw4dUZRMgKynFJGN/f3/kJCyKIlCWyQqeJAldJ3kbh7+w+kqL42q1CuFKwny+j8XTezcy1hhjiLSh6VriKOX+yUOU0XR9D0Zz5coV1suF9MGHwdn3jtVmPVKgHR4ccf36TdbrjVSHQ5Fjmk+YTCZkWRb0YgRaMsB02rYee4Vns70RqjQoBCaRIVKayVS8mLPVkqbv8Eo8sMPDQ8qy4iuvvMJqtaG1W2+jbVuqqkJrFQoNW2hLnufjMx86irQ2ZPmEtm3He6u1pgvEEXK8hKmr1SrkPbchXRJY3YdxZK2QGisMs/kBSTqhd57Fas0qSAH3fU/X1DTVBmMUddvIIlJX5EnMnVde5fj4mJdeeon5fM6tW7cophNMlGCdlwKikhSDiSP29iSPnOe5EJswcFQmxFFKlMTk+YR8MiNNc5JUeEVvPnaLqqkxOuS5vaJp+3HhUSYCNPfvP6SzjqOr16jbDuthOt8DxNMT7g0Ze9t59Cjk6OI83K2y72r7bOef3c5Ptn/vcnUOBbzhGe/mKQGm0ynT6XTMacocEmE1qZa7UJNw7HLsfrXtLeNpwhZgevFG7obVu67ohbb/nb8fTey+kXGER/WUh/OP/bOAUgZHj1cGr5ywM1k3Vs/RCqM11iqsFXBwZiwkEa9tWrrWEUUpSoO3ltjEWBNzfHxdxNF6Sx/wgd6CVhGus3gtBBoei8VS1i3OKtI8C4aooWskx1W3DX1nqasOFaUYhPZtOiuwXUuexkEqAtJALFGkhQzKyJLEhpdffplpnpAkGX3v6KxnMp1xfHg0sl8vFlLssU2DiTxGx5Rlhe8t2ng6K1RvaZqj44im7tibzemd0KoJrGopoWbf03ctxaRAK2F3760hn04wBLVAY5hP59RtHzplZnhlaNuOulmg8MJkH9r6RM6iY70qMVlCX/XEWjGdCKGvUpqu7zBeYF2EvvMkSUiiiLIUr3izaUiTCVXXsyl70Q9SOuhOOSbFjLrt0DoiT3KyyR7L5RKj5flZF3F8NAcEEqWqirZZiYpoNKHtpYPoYO8whMWe0/WC9773vTx8eErZSNHq2vEVlsszXmpaJnmBMkGzSEE+maCjiN5rTJyhkgoPpJNUGJbWNW3fkRcT2q4jz2IWqzWt7dFxhPVKopUsZ7WpOTg44GSx4CCboOKY9brm+FrB0fENHIbpdC7P3jt8aGf2vcDu7M78E2diIM5mLBgZJRSDUlU/T9cWiCdG7xQGGWAdoEsa2/UYowWS5+R476VLzxiNMQmd7QFNb6X11Vobwv6ByX1bhPpaq+df9Uil1ONKqY8qpT6rlPptpdSfDfsPlVL/SCn1hfD7IOxXSqm/rpR6QSn1m0qpb/yqV+HVtjPgQr7xMg9xCOMvC8kveqTnvuwOTOHi8W9UTd9NEXjF666cyvtAPqvpmg3l+oyubjg9WdBULd5LO1gaJ0wDLCdNU8qyxHV9wOYFWv5AtqvjCK23AlGbQNyQpDmRSQKwXpFPCjrr2KxLeueJs3zULDLGUG1K4sSEHKksMIvFYps3tg6tFMvlkig2o2ErpnOuXLnKdDqn6zru3LnDyckJ3suxnevG8GZvb0+6ZoLXtVwuWS6XLE6FUPns7Iz1OoTOwROVtskWlGa5XHO2XNM2IgHb1C2LxWL0RpfrkvW6FGngvg/QqohikmMDgUhZltJJFUDuaS4toGlkmE4K6rIkCfdtePZZFmjMvA60ZD7kOh1aSwohzSc4NHGSUneiWy/HeSIT4wKkqa5L8XgCpOfo6jWW65LVasXD0xOKoiBNY5qQC9Qq4v79+4C0DJf1BuuEJOTw4AqJkaLNyclDlosT0jwjnxQYI00B/RD+asGWxmlGHCV0TqBdaZEHVUuR3LBe0fVuLKYNSpxluUYpT5QklHVDnKZ0HorpnKZtSbOM3nnu3rs3Gr9dT0+88p4B3jPMiyEyA0aPbwipL+v5HufWTpfexaLt8LmDdzlsu10/u3P99SLKrxadvt72ZsxrD/x57/07gPcDf1op9fXAXwT+sff+eeAfh/8BPgQ8H37+FPDfftVPUOCVDBpHALaHn8sKMkNf8MUm/cu2XYO320mwe75LL+n1Qord/ngMTu0ab+m49d5Du2Z5/zar1QbrEyZ5Smd7ptOp9HcjOaExDFQwP9jHe7ADBZzR1HWNUlK46XoJu/bm+8KZ2DQI/jDCO43HcHT1GK9iprM9IWi4doXDgxmTSY7reu7duzeG9WmRk6apGORYozXM51OKLGc6LUjznKqpsc6JEFzbYr2i6awYKWdHYa/T01Pu37/PcrNGmYgoTrhx4xZXjq8zm82k2+fwkOOrR4IX9Iy99WmaCneoha4d0g7QdhU3bl7DW8d6VdI0Hb3dsrYPqYbThyfjeNBaM5lMAhN7jNYwydIxfN7fO6TuWqG1E6rpcbL13olRcS7gWyNMnBLFIrd8eHxMlBRoFYWiGLRdH+Bi0hXWNJKKsV4RB2OstSafzrh9+zYOz3Kz5sWXvshqs2Zd1RwcXuHB6YKqbvk9H/hubly9ztXDI5JI88lPfoKqXqNxvPLKl2lbWTRPThYsl6LyaSKRIVmXNZ21WKU5XZU89tSzeJXw2v0TJtPZSIgytGZqDXEcScU6XNdyvaZsBV718GSB8wqlE6Z7e9x87DGeffZZBpidMQblt51xb1SIdb4fOSt3jdhQIBoIn8e5dK5LL4DfnYTVKsy5wXgP93hgqRo+Y/ielzlSu4b4a92+anjuvb8D3Al/r5RSnwVuAT8A/J5w2P8I/CLwF8L+v+Plan5NKbWvlLoRzvN6n3Hui2z3h46bsIk3B57zX/bNrBbDTdvl7nsz22XFKJlqmgFEe/FYrTWLB69Rb06pu5a+k6JQPpmR5RMePDjBxOJhKm2IYkMSJWw2G7QxVFWDQ5OmOUqbACKPcU5a4ZxzTGYpqlKcnJyMK+9kMmG1qYnjlLYVLfEywJe6vqHrOoqikCpmEoODs/UZthWWmjxLxuqniYXEWPWOTVXiy4q6lddu3ryJ61smkxlNvQkLQEKWpKAcZVURpRmrTUUUJXSBNX65XMv5laOpg9aOMSRJQlVupPup7zmYTLl//z5HB+LdbuqGNM1Y19JDn+cThABKj9+/2SkELZcim9x2vaQh0hgfFsxVuUFrw6YsyfNJeHIOE0WBWT3lbLkeYWBoG6qulrj1JFkevPcYrQXXqY0hTQU0XXUWbYyQI2uo6oaDoys8fHiXvflMpJdLkSVZrtdYqyirhun+AVevX6csBRYG8JnPfBrvHPcf3Mf1LavVhul0yt3799Bas3ewTxRwplUlmNPFckXfWxyO2cEB9qWXcCjQEb3tmE2nzGcTVmenon0VGIaSNKW30uDgVEw2UdL9lHhsVbG3f8j84Crz/b0RRyxjRbxqFYGxUmQa5tqAidydo71tt5VqO8zzy6jdLur+aGwvsLuhfdWzFWbz3qO0Gln1VSAvvthCKddyXizxfD72q29fU05TKfUU8D7gnwDXBkPovb+jlDoOh90CvrLztlfCvnNGUyn1pxBPVCqwPBpub2ELO1x8DKvGeJ7x6DHUvGDILoYBl4XkF891MYzfhScoP1QGwagY6Q4Ln6EMrm1w3QYQuVEDJHlC3TRYJ0QH/aaiqmryoiDP94VMw3nOzlbSsYIoIBodjeGmD5X0NE1ZL8+omi2dnDEGHSdQtSitRw0hpd0ozzueZ6hAojk6OuLs9CFxHI+gc9t34vlXNVXdMJnMsDiuXbtGWUqoaV1Htd6A7znY28d7u72eoMrovaIuNyRhgYjjmL4Vz0EMg1yndNEgJBhKjz3fUvTq0JGhtcKANJnOwUSo1rLZbMbe8LPTpTAXtQP5rMejgxwsJHFGlgmgvWkasqwQFvy6YTLJBTuqDHXThUkZBXo3aaGECLShqhumxYS6rmXxUYJZ3Z2Y2mz5IIeqbJYVI/HIar2ktz2+bemdZ1NV/N7v+V6efuY5kdO9dpWXXnqJa8fH/PN//inu3bvHdDplMtvjdHECWvJ588kMH5iAzpZrkkTQGUdHRyxWC8Ganp4SRRFffuUrvP9bv5lyfUYxneCtpFXW6xVRHFM2LT2Q5AUmTthUHXGac3x8nYcnZ+wfHUpzQy73TQaQyIkA5+bYcC8uzruLle/dubUrlrZ73BDey9/RWPTRWmBwuy2RBO/T+y0Pp1JDB5LG+UeN4659ebPbmzaaSqkp8JPAn/PeL9/gQy574REz7r3/UeBHAd7znvd4cMHtfjQcH8NjD0p/9S6hy1zv3UF9mfd42TkvGk5AQmFl0RaUkVXKKIO1iCH3HpoNJ3dfZb06w9kOaz1101M3UoDxXpizkyRlf39fsID37qONEc7IokApQ+6hLEuRgEgyTBg8m3JNWYkxMkrTh1zRarVBBbxaksRs1mvyeYHroAvwlCiKaeqOrrUSAoU8VBzHOLYhTxQnAteYzCXP6jX379/fhsGIemHftzw4eTgarMGLTZIUbcQDLKuKNE5om5a9wF7UNt3OPRfj2bmGJFakcU4SCYuRd466aTBJSpJkAkBfrqiamslkRtdK/i8LvKJxkqKQ/FmaFazXa/JQ0T87OxPPrBdvqGttqLwTDHCOMbIYCvSoCZMWvIpRSmR967omMmKQBUCjJFWiRGrWtmIs+8CG1LQ18/mc+w/uSO4wtGEmWcr6ZMEzzzzDM888g0kTlvcesFh9QXrinef09JQkSWmalsefeEqgWV5SFNY7JtMpXdPTe0e5WjKZzHDaSCpoNuPw8JAoSrh37zWcEwTFbDbDKM1ms8FvNqBj4sRgfUSaT6iqhsO9feEujQzLdUmeTUCfp1Hz4uKB8ih30VOELWZTiqgXI7xdbOQuaH03fznMuV0jO85LNVDGqdFoxnEwml17jtxDqvDbfOvFArO1u0KFb7y9qZKRUipGDOaPe+9/Kuy+q5S6EV6/AdwL+18BHt95+2PA7Tc8/7kfB95Kb+zOCr7798UcxZtZKS4av0u+47nzve61qlDZMxoG6FGAwwBszk65+5UvsD55gEGRxQnVpqKs7LhqzgMh7AhSXohXEMcpcZyivaaqajbr9ZiDioIE7UC+EGk14LLODbYBQOydgJ5NLFXwtu3J8wltCLHTNB1hOlmWjG2OI7tQ70S1MtCvDbCcuq5JTMAIhvxd11t669AmYm//gHW5Yblas1gsWK9LnGOsTJdVzWpZUpZCmtx2vZBqhFxkmqYQKq9V2Yq2kQt66dMpZ4sFzjnm8/mYh4wzyc0OwO88z0kTIaYoiilZMaXtHVEihCgmTtFREto6I7yVXHHbSg98kiTE8QCoRiZj0G6X/GsaJqLDaMBbtCbkn1UgwRDdmyiKODo64vT0dDQSxhhMCDGvXr3KtWvXKAJM63d9yzfzzHPP89RTT3H9+nWUNszm+/RWcXBwxP7BIU8+8RT/8g/8IN/4vm9if3+fJuB/0YrF8pTprAh99JbZfIrW8J73vIflcsl8Puf69etB0qJhNtvDekiTnOl0ztHRMU3bkWUZ7373u5nmkyBFHY9pgyGHqXZymduunYvGc3Bg7DhWd+fbbl3iIsBc9ovhG0ifL4b+Fw3v7s9g4EcY1SVzfLdg9Wa3N1M9V8D/AHzWe/9f7bz0s8AfC3//MeBndvb/USXb+4GzN8pnXtxG4yaYje3KEgpFoyPqL0KE9M7P5QWkN5vLvOiJDr+99xhE4RIVjzlWrQOLT9cQdUsefOlz1MsFdd2yWpVEUUKWFnSdpWs9ddUyKya0VUWshak8jYT5O45SHp6tcN6gTUrbtuRpiu0acB1tXdK3Lcp7siQV2d0IrLL4viGPIyKjqGuphlabkvV6PYK2vfdgIpreMpntEZmE3mkmsz3yyYy9g6sk2RSvDHXbs1yvqNtgHDvpmdYGur6m9z1l02JCRbnsOl65fYey7nhwupDXjFCVJYl0CYk0hSgROieDNUtS5vMpTbNBKVBxxHJdsyhrHq6WzA8OQEmon6YpcSR4ybKWQthkMhEPWYnEgnOOtqtJ8wnrssZ5KKsajyHNC0wcYeKIJMmoOod1GmcZ+9dlQsqzXS83aBURJRld0xOFUmCSJOBqwEq+0yi6vqJra7qmR5sYFSbv6mzJ/sERx9duMdvbZzqdoqyjLSuOr1zjG979XrKs4PDoGskkRxvD27/+ndy+8yrz2ZSrV6/yB/+VP8ytp5/mgx/5CM+94x08/swzPPv2t3PjsccFg6pEkyifTGisIy4ynv2657l27RppllDkKd/6u76Zg/0jbt18nCyfYFEkeUHvDdduPcn1W0+wXG34lvd/Bx/80PdTd57PfuGLfPDDHybJUuEy2MEoOwUeG1pgg5DZ6CX6R7DW4/4LxnLIKw71i/NpslAwQiKj4e++74U7UwRw5EcrOtsLoXWIuCTXuaV+21b63Xh9GjV+hzezvZnw/NuBfx34LaXUp8K+vwz8Z8BPKKX+DeDLwB8Or/088GHgBaAEfvirfsKAMrjEG9ztOwXOaZ99La1Pux0Lu6wpl3mrF/fvbt5J65/osJ1PMHdtycnd2xgFOo5oyxplYozxRN4xjeYSNgbi2/l8PkI/OifA9LIsAwRmICboIYQVAtnoEcC49Fpba0mTVOQIEkVVr4SlKE9ouxplVdC80WOxKAvtkVpHmKxAKdHz3iUz6LqOKIlHcovpdIrz/ehlOutpyjXGRCGFsGZ/NpcCSiRe33w+Z382D0WaoTU0DpKqYLuWyWTC8mwhch5JhnWestyQJjHGKGITsVgsaLuWyWQaOnM0Vd0QJZLPbNuauizZ29ujqesxNF+sS+IkRqstBEUqtSld19D2HbZ3REUhbOWhycsPoV6aYCIZF1GkGcDyEYaur4UHwBtMlAYkQ8BmAnmWUZbr0XPNipwkNeA7mnpDmhc4B0U+pWla8smM6XxG2/fcuHELreHmY4/z9FPP4JTmiSeeYL5/wKuvvMyTTzyN94o8m3DzsVv82q9+jL29Pe7cucPBwQEPHjzg+a97mrOzs3GM9Z3n+OYNXnzhC2yalnxS0DvIJzMae8YTTzyBNjF37j7kua97HmUkV3rv5CHPPfdc8OoC1RvnQ3SlFAx1htepFez+XEyNXeak7L53KPTIazbAakRyZGj6GOeu2h7rvRjEPhjP3WvWWu/UR9TXZEveTPX8V7g8Twnw+y453gN/+k1fwfZ953IZGjVW4oYvLJjE8++BR4tBl5374v/nikuvk9O87DySOwGQ1cyomL7tcBaazZrN2UNWyxN6K0qFrmupNxu6XvJYh0cH9G1HVTm6th6No+176cgJ32eoCPe9gLLl8+Rzh7ybtR1ZmjCfTem6jqoSuYck5L3SSDhKe2tp2yq0D0biJQFxLJIPXdcxaEMbY4TtJnil02LG0NUzKDWWZRnC2R6CIZ5k+ZjMb5qGW7duCTN9VYmRDd9tCOs1QsU26G9XlXiR0lmUCVa0bVDeMp3MONzf5/R0wf7BEafLFUrH5EnK6elDrl69ClZSDSgV7qMLPcfStZPEMW3XoRhyvhmKCNJt+CbFArvNTYdn4ZWXhoC+Q6sItB4LTl3XYZ1Cpyk4MbQusI0XeU7f1GzqFTlbmjy8Yn//kDhO2TvYD/lteTbKGCKd473l2o2bTKdTHn/8cdYbwZ0qTICJRRwe7vPp3/5NNnVFFosnP51OeeGLL/H93/8R+r5nvdpw9coxq7Li4PiYm60wai3LiuPr19gEzfZP/NPf4B3veicHR4fM9uZEiSxu73//+zk4OLg0hFZK2muVAbwYTbczHy8WWb7aHHvEQblQiN2li5NrCYvUToV8Vx5HKfVI8WdIYznncOH6BrakN7u9ZdooVWjaH8GwatAb2XoJyp/3COV9l9vzN2M8L57jst8XP+uRcyjhxMQ5uqqiK5fYTqqiNvA9GmMoigKlFPfu3WOzWRFFwmOpQ0hpjMGYmCTPyZJ0fM9sNgt4Tn3OuHVdg1GCtXtw/zXJdfYdzvZ0fSveFSooQLZMpjnzval4s9Watqs5WZyO8g7OOWH6dqJFM3il0go55OmEfWeAOO3t7eG6nrYqEfLgBqU8t67fAOu4f/9+CJEE6D4QjUxyuRebzQYTadq+w8QJq02J85okm7Jabcjzgvl8P7SGrpntzbHWM53OSOOEs7NTDg8Pado63D8z9pUnScZkMmE2mzGgMCIt5LpaGbK8oO2F6UgpM/JqDq2UfVhArJdcdNOWkkf2Hc42Y5EjijVpkUpzhjOhTTPCGGEi6vqGKDQntHUVWkoL1uuSyXROkmTEWTqGlEoptNckScbjTzzFlavXaNqe2WzG3TuvMZ3PmO3tc3jliDiOOTk54fj4mOV6zc2bN8myjKtXr/LMM88wcIjGccz+wdG4iNx9cB/QzKb7PHxwwq3Hn+L6rZskccb7vukbR9b+yWzKh3//R86F5Of4F3bmiNdqhPlcnC+7xnOY3+cdndfXHJcI0V2al/Q+yPLuANmHsey9H6PS3fk8huzhtQE/+rXonr9ljCbIyjEkks+560Ex8rI85e7vi27/6+17o3O83v5xJVMh0TwWpuRhGgWpgbY6E+NhIqqmwzs1huBZlnFwcDAOwEHuwjlHrEOi3Qbp3KYegcxeifETDRkvBMSIp9m3JUp71uulhLOxGZlyqroMolmJkMsCJlIje3kSyWeX1Zo0NnjbkSUR07xAa1guF2w2KxYLAVIPRrvrBqp8kLAAACAASURBVALknjxNuHJ4RKSl8j90+SwWC4pCqte3b99mtjfn9GzByYOHLBYLkiQZva6qrGnqlihOJFdZST5ycXY2EpcANLXAk+pNSV6kHB4coPDkqRgDOacJBMIxRunghci+zvb0vSNOs/AMZLIN792OQ8nbjvIntsfbnq6vpQ/a9wIIDwQpbSPPIy0KeuuJIh34Iy3eu1GILI5Tqk2JtZ7Z9IAsKwSlYJKxEJEk0mxge0eUZIEdSkL5/f195vN9IhPjHego5rFbT/Dkk08CMJ8LMuEHf/AHSZKEL3/5y6Pnfu3aNbz3lGWNdorDgyNu3LjBfL7PwwenvPsb3kucJjz99LN4ZYiihCeeeGrE9XrvUWN7sh4mCaDPSeOqUBS9LLob5tEYHgfG9N0oc/e43fO8Xgi/ayylCi5FZNdvSUQGY3txng/XIdCxf8FYjhSMxkNuyA7cQA1ayH5MEuwaxIvhwnCjdumeLgvBdx/KZQZ19z2751UYkcEIohIqEliM7xpe+MJnaduW3jtOFxusV6RRxNUr12gsNNVG9GucSCAAZJlwPxqtWZWl5NuaCpSTnuy+Z7NpUOG7dK0w8yQhtB7YqKMIdCRUZlGSsl6tKIpCwhU0XdcEr0qM9xCSxImha4R2bVBoFEMgCfWBiKNtWxaLFfuzeQjhRSbBu47eys/x8TXOzs6wnSTZz04XmFhzcHBA3/fB6wukI7an7TuBOSUSlqvWi3Sus2gdkSQFd+7e58qhwLLa3oOz7B/s0XUNeZ5zdrbGRdKhExlDWW4AjVFCcNzWTWADsoFHswntjvXYDTVUkvf391ktz2i6apRZyFPJTXZ9QxJneC8Aau8dvfPge4xx4DzzfEZVt6jICG9nLKF0nue0nZBiTKb7xEqTZUmQJE7peslva60DJV+KUYaimGzHpbPsHx5Il1IoPOJhMptiwoK7t7eHQ/Pk00+BNhSTGfq6yDEfHBzge/jySy+TZQnXrl3j/skp7/+XvoOmEZni69dvkuY5WVHALl1a6CH3RpAjW7IagWD1zhGZoJZqLVqbUPEOjoXehvYyZ8/Dj3bn4Tm7sBOWO9dKswGPdvkpJW3YAJE2j8xzd24Oi7FGKYHcBXD+m0nPDdtbwmgCiI7AbkL28pXhMuN3WW/p63mQw76LIfhlD3H3c4dt6EAABcZjHbRNRW9bpkXO6SsNzsFqtWLv4IhpkbPZbCDOmRQz4kQGXVOV0hGkDHjJ9Wk8TV2SZgXKKawaaK9UqBgKZ2EUiH67TqAhVdsJ9MaG3GOcMJ/PqZp6nLR4xboqqapGSGijmLar6a1QzdVNxeJ0Q54VuN5j4gjtNb2XXuyiKDg82qet6jEH2bYthwf7eC9kvw8fPmQymbA4OQs5UMVm03B45Sj0N5eYSAhEotgED1wgTV7FGCUiYH3bUVcbkkiF/m/BFBbTfUlJKIvRDtd3TPKC3lnavqfvG1xvmc73qOuavMiFGDmK8b7HO8V0tofWHm8VVw4P2KxKqfA6P4Kjbbel+2tbMbJ5kqJMJDhbpH3S4TGx4DUt0hyQB/ExrRWRidnb25PxojSd7cmUJ0KFBUo0dYqioKo3ZPmMaV7gAnluNHJRWpSOMMajlRTRhrly7do13vHOr2exWPDss8/y8PSMyWSC957ZbMbp4iHTqVTgP/Pp3+axJ5/g9u3bHN+4SVwUZGmBMQKRyvN8xDZGwYnZ7dEfoHUX59Twnl1nxnvhtdxVktydT4NztDuvX4/Xcgjrd5mMLnqeHhcIr7d2YMR8ussNsnO7c/5fQKPpvcdotZNIflR3/LKCz66nePHmC/vQRQjDo4npy0Lzy8IDec8WvOu9xxhFnqR03tFUEkb21nH16lU6K1ReaV5gvWJdl/SLBpSjyNIwceQ8ZSUth+Dou05IEoqcuq6YFFM2m03o2hEDNZvNBPdYlqgoHgfW0AlR1hV1XYtXW9b0HtpAyNrUHT090/0pvu9Ydw2Evt7ediIrG80lhE8SSCRcXK9KNI6zM0lBxEnEw4f3x+KR0iF0x2GM3L/j42OaoOedpild4OhcLdfEWU4TpCYyHZEYCflFs7xnls/J0oIHJwuKyUwKSt7iUgXO4mjorULrBN9LbnbQaBdpWsu0yFgsN2gdY+JI8qhGYYLg2dB5NDzrLInAxdi+YzqdUpZG0i3ecrba0PcOpQWnG2uNiRK6rict4h0PzNM0bRgfBhPFJF6x2ixpG0eaZxRZRhzFONvRNDXleoOJRAIlSoXqznjBq5ooEcGwgMzZHcNxLIb5697+Nh67eYsXv/QrGB2BERKX69du8uSTT1LXNbcef4zT01M2pRC+PPnUIX3vSPOctqwwcURvhTDG2X40OhDSUsPcGKvnGnFuRM7C9X6cG7AtGu2GyXJPdDCA57t/xjSAUmHhiR5xai4zroPHaWKP8ltA++5nn5v7YeHbGl+Le/OIo7eG0RxA1rBlToHhS20ZnYcHCULZJgbTiWayMeiwqhilJA9lFANMxIcBOK4sTpiSlPJ42wsN3NgT20vWxiPn9LIq4T1K9eAMKk5I0gDN8bBZnrJZPqRtKqwTVut2vSKfzanrlqpaMM0nKOdAOUwsOTSnHU3X0TtPoiOKIqZuG6YzyQcmSULXNMRGUXdSfBjyk03TgYnGyvV6vSYrcgknQ4+uURo3YFeNprMwKQoiHVOVJW29xvYNWvkRM5lOJuBFmrbuWnCOODHUdYuOIpSC2KS0dcVsklEUBScnC5yDclPRtQ0HR4ekWU7TtuKZlht6D3Uj6QO0DiS/cUjMS2VaWHc6iiyXdsckx3poeykoZZFBO4c0LouXvClb6k4kOZxz9G3NZCK0a20vYXzdyKJg8czn+5ILRnK8TVfLvTIapwzOWvI0pqlWrNcbKbz1DV4Jdrj3VkTx4gi8FiXLridKPJFHwlmtyKaFeEidxQTBuyzNUUacg7arOVucyLW2La63tLqHPhRKDIjSGBiv8G5YwGXcy1gouHrtOnGa0TU1Tz75ONPZBO/guWffxosvvsiVK8e0fcd8/4C2t7zjne9iOpce8sFJiYLBSiIj51YKFcTRxLANGMqd/GB43aBwSubaWLxVO9c7Gj8TYEsCm0MrtA9dRWjROg/nBVFXJeB5oygZvzPs4KZHQ2xC6mzLojSwt4sXuRVF9AoUMqe11mD+X4Yc/f+xOScwlos5SgD8eS9x97d1/RYqo6Nzx3nvUdGw8u/mPU1I/Mr/u6vpxd/ncpkCRZPPUaJU2HclkTGsz86oy43IMVhLUzes1+VYLY4iAWAPMJuhN1mwfSpwRU6CZyhsQ0MLX2el26bv2xGwOxCqKqWYzmZoz5ijqyrBQqZRjLMebSLKssV5IxXO4K7U9ZqmrbBdIxPF9WRpgTIRP/cnv8xnvuuMb/6Fa3zgf3mC1WqFWzsm03wsfuhQ7V0slpRlPYbas9mMLL9CHMdsNhvqqoRACpFnBVXbUzY1Z4sVWZFTZJpsUpBGMdVmLXRuacqw2A241bqsmO8VuK6lai1pFItWvLZUTcd8vsd6Vcrz0kKB5wO8yWhFlqU4r6S6rsArPXo8cRyTJjIpXd9T15UsCu02fN5sPJuqRNQMk1GZchhrYnQFptM2LZ6eNI1xrqdpG9IEwJGkMUpJ2+pArlvXNQaZ3IZHo5zdMX9uamhFZy1ZlnF0dERTlXzd298WoFPSqru/vy8GPBAmKzQ3b96U+6PFZxw6zi5y2A4QNKcYvUxgVJckyPDK54V7sQNmHz05hHdzOJ8Y3qFqrs/Du4KBvqwKP8zVLUG0GMihiCb30488ncM1DAiR3fvosdso1YH7F42EeAgtYVvcGR8gO61YA7tReC7e+xHcam0z7htveLc9bvgcgrepzaN5S6UUXIeT04fn9rMjxqTwKB3jtZKQ0Fna8ozV4gG+k+rsdDqlqYVppeuEQaj3/Qg0di6EuK0ly3LyJEcHIHtvW2Hk8dKSZoyhtVaIYrUK7DoCjanaBev1GqMcVduiekuWFSRphiKmM5bVpieKc4pkgjZQliuc7fCIxjde4awiSSb0Ftr1GufEs7dO2OXRUqzqrQzUvmtJI4OzPhSXNEdHV4niRHgzN1KNV95htKNrapwy3H24kF5vr5jv70lrqJFEfBMwpnff1/HLP3SbB483pBvN238x5yN/7wnB5DlL3VTEuuBkuZYuK+f5+IdO+c0PfInFlY75Scx3/eIt3v9Lc+mmyiZ85ZmSj/6hl7nz+Abl4blP7fPhn3iaqJIC3CZr+dnvf5Hfefcp60nLta8kfPf/esQzX5DiymKx4De/r+QT37NgdWwxjeL4xZTv+J+PuP6VlL4DnRqqqsbECVGcstkscb4WuJEyKCyR0ZLu0J7etqMeT9dXtF2DwhEnoqAphnM7ZgcdrWFzagg3JWzOUkl/TOd7eKVREfTWsnd4IIUjLed47MknZBwbKWBCCJsvhONKKZQ+n+OXOdnj/dZsWD8oHCAFHzd4oQOMUIWxvNPaOBAXh/P0vgVc4JbYFoK9H6I/hdbQ9+JBXpTG2DX2zvdjjWOMSoNDNTSH6EDhGEURZicSfbPbWwJyNEAFhp+u60aPajCMu4wp2we7hQwMOL3dnxFOEEVjJ0oUG0y07Q7Zff/rFo92YFDeb7n6AAwavENjaaoabWLWK/E467Ii0hLyziZT6rpks9kEEoZk7GUWQ9JjXRd60GOs7cYB4ZXGewVeYxEPYshxDvhJY6QKnCSJEFDUDW3rSLMc5xir9nEcB68Cus6CidBRzHy+T9M0ocorX7uqa5HjaISqrm6F3CMvpmOYVkwn9M5S1Q0nJydjZ4wwBEVC+hBrYYifTsgnBZPJJIC/hU90uVzQdg2Lo5qf/ouvcP/Jmqd/NSMpFb/xg2v+4UdewUSKzWZFUUzprGN/75DlesOvfO8DPvpDD+gKz/s+doCL4P/4Iy/xyffeJTaGB/sbfvzPf4GXn1/y3G/tc+vLMz797Q/5qT/5wjipfuKPf45f+913mJUJ7/vEEXdvNfz4v3eb5XW5b6+9x/ILf+Ihi5uWJz+ZMn1o+Mr7an7u33+NLM1HqrI0TYLHGTwjpJOo71s8ljxPwYmUc5ZlYB2xUcxmMxaLE5JEpHrPw3Iu76YZh+ZuYcYrlNkWQ+SaUjB6fB7D3NiF6Vzsutvtnto1TrvH7s7di3WF3Tk0HD/Mr12+y+H+C5fmtstIX9AtB4JHqVDeBc9RetkF1rWVrHC9lVSTZizwedvj+u4cn8VlFfg3u71lPM3B5YbtFxn+Hh7g7r7tg9qSBlw859fy/2XXdO7v4UY7JVIXSmj7BUTu8Fa0zI2NtoPNCWSorNZIJbYd8XbeC4SjaRqMEZhPETpilNZkWYH3irPVGdZ5tFGIgmJE1ZRCzxXCz0hDnqbgYbMuQcUkeYHtQZmYeTYLHm5P19aUVQtoslwgQPff3fHT//bvcHbc8sSvZDgTQhujiQNB8Be/+YxP/IE7LB/ryNaGp/7ZlN/9kzdZPVjjvefz7z/jl3/oHuXc8u5f3Oe1p0puf33Nd/7tI9779/Zwz2X8jR/5DAA//EefI23FsK7PFqRZQpZmfPT7voRNPO/9B/t81988ZHOr52/+tS/zzz604vf9g6uYdRQ8M7C2QpmYz36L8MR870/d4Js+cZXPv1jyt/7EZ/nF77vN+37jKi+9d02bOZ787JR/9e+8k7Ku+ZG/9kleeNeCL9045anyKi+88wyAP/Y338H+A0Vcez72gQf86gdP+N4fu8KDKwIPO/qi4fv+833OntP8Tz9yh/WhpaYLYXpPXsSkccRmvSaNE6xtsFahnEd7MJHmZLnBJDFtVUMiZB5JlLK3d8CDBycc33gMPRQ8rISiu8xeSiks2+KJUgoX8oqjodLbgolS4slfDD6990GqRSRa3EDCsWOg8duxv912vFGP6Ni7oVp+3tDJObZA9nF+Y4liLTLOI/GG28mlqp1cKqPH6/otAH1X63z43/shNB9YkPw5CR0GkZJhkXA70evXsL0ljKb3fttiBudWueH1N65ob5PCFyvuu4Z4dwW/eBxIzh3OV9xk30513musE92e3kmhyPY1TV2icBIuh1SD7btxZVdKYCa294GCLcb2Er6s16IZ49x2pe/ajnVZSZdLmmKMwrqetqlH77mq5HXvJA/hfM9kWuAxeGeIsxinI6zr6PoKoz3TacGyNHgnnSJ10fL3//LLtFPHjU+lNHue298o/JY6iGt95rk7/OKfv4fuFM/+yoyHz7X81gdPOTvu+EM/8gzL45qf/7NfxEXw9Ccm3Hm+4rVn5RxoTZxPOK03OzfaUhQzNsszwTKGHOHpc5JqOX5BPOjJV3rStaaZOu4ebLixzlhvRA3Sek+sDXEvk+aVW2ve9mtTXrjyAIAHt2qs7kl6eRbLKx1nRcXJ/oYuled78kzP9Y9VKC+ci1+6eYp5mPPadbn2V2+U9H3PEx837H/Y8OBZyz/8i2ecXO/Awbf+7BVoncgZA21bk2cRTb3B24a2rSmyPXpauq6hrv3IkBTHZuy8uXLlCtev3cCqCOsZMZK741Xwj+crxsOmgqEZPcxL5sHuplzInQbQ/W4b4jDHtNZSg1IKFXChu+H77qY9OBXwkOzkPjFi8HaiujHVFgpA2hiU0Rhr6Gnobc3AqD9uzo9YTxBjPc7ngWgjfLbcvp33qu1iIO8xO7nX89/5zW5vCaPJzkXv5hcuQol2w4Dd/cOxI5Gpv3AT1KPg9UeA7w60kWNGYlM0Tl0YfKHS13thrfbes1ktWK0W1HVJ5ywqMuRJik8ijNZ4b0PhIDyw3rOu1mMhoSgKiqKQgoAxNF03qu4Zk2CRNkbtJDwZYDlRFFHXNVno7PEqcBKaSMiPo4jOC9YQ70jTJIRFhjid4r3nlW9Z0E4d89sxH/4Pr9PWPT//N+7z8LkWGyRuP/cHVgB8089c430/cUg97fmxH/08X37vmjv7Z3zxW9a4CG59OuP3/9VrOKP4W//dy1R7kuivm449n/BDf+YJOu9Ry44m2qA0ZEk2phg286C42ZggtepIWkUDrPc6qhcVvfX0K2FtmuY53/Yzc175dys+/sETPv7Bk+1j0rDMGt7x63N++UMpJ9cb/ou/+olzj3I5ayh0xnf83zf5pe95lR/7Nz9/7vXNvoR/6dLxjl/O+bU/tOaFbxODunfHcO1Tgm/s2pZimjOdTABHliXgJMc4FC7E8+vC4pmNBaBr166x2Wwom5YkT0I0scVI7o7xwavEc27hV0qJWqfzgJVq9jDOh5rNUPgM90a8sgE4f74TZ0wL6B1DrHcLOa+PgR72D56qTJnz4HWpnhtBdjhHFBk5VCuUNZJ283qUkvFeZHzdxYXiYrpCuR2EwfbaLjP2oyf6Vb7LZdtbw2iC5GJ6KwPCbJPfQz7x9VaDXSM6/D8UbpQeVp1HK/AXz+HxDGJOY9jj+3MPGwgaQKCcxvUN3fI+yztfwnYNKkrZmxckUURdbnC2ow8Je+eh6frAcpTTuwZtDFEcE0WGsqlZnC1IAwQH5ciyFOsViY4FflOE9r+AwUT1JKHnNzIGtKG3PXGA9Jg4oisr8C2xFqLY3lnwhsgIEcVqX4zA/msJRsXM51MOXlvz8LkWpSQf19yS7390J0N5zUE3J19FlAc9q2PH+kAWq4NXEtKkYFMumb8WUe2JhpDWEbGKufIwwdOhJpLHsl2LiSKqusF7T7FKWNCzNjXWRkRa0wSv0DxMSPMjYIX2PfQ13iue/1TKn/krT/M776uwmWLv84r//c/dRllI1oq4N/zwX3qKz//ehtMrLUe3J/zWdz3gi8+fcqWfoTT8vr97g2c+nfHq2xt8Jfnqj/7hu8w2MZuy5je/t+Hjf2TN1c8ZPvQfzKmeT/i7/8ld/t5feo0f/ndy8nVGU5b46R6EcLN3HYmJ0F46g5yTXJt1kpPGO4pU9NgnBwdS1deKcnkikr0mlmKPl4jFO4v1AoXbFjkcRsu5UUJAMYx9o5D/FWhlBPw9REB2p3JM4IUdjHMQ5zImmAbvsAF94iwkaYbbmSdGS+OAATwuQI8gCoqQJjKh334iEVTXoVWGQ4yWD4xwfddBYFi3zqECj6lSofpudxaOwRqH76iCl0vQbFc8mqMcFx/bY5SiVx6vI6I4RvvweW9ye0sYTaUkVDSxgLWd3YLHlT4fiuyurhc7FiSvsn3NRJeHE8NqOvwNjOEIQBwIaj3+3Gorx0kVz0SiBigAehd4NTVoEyraoovdtu1ITSWgW4K8g8Bflstl0NO2W+0T75lkBXXTofwWXybs7CtwwjgeBdajNJPrrdsObYSAorcWTxegLT3OeZo+pEBU8Fa7mtmptKad3ejG/M7ihhhS76WrZHZ/ycmtmvtX1zzuCh6oU6qZeIUHpzkPzyQ9cHZTun5q27G8FlIG1nL68AQXg302Ioo1h3dC7tZ5KtsGuJni+Ms5t99R8uBtPck/SXh43NFOPHGtOD4RLOPJ1Y44VRQPNLb3kGqmLzm+8+5VrFf8wkeE7/qJFyb4sockIdUx7/+1I5zXvHKw5uf++Ivg4KnP7oHzOON42xcOePK3amZHh/w3P/xJAJ7+TEEURZw+MSwKEbM2If60RffQZ57FYcO8mVH3IuHcdo20RU6mowbUrhZ7G/SYnG3IioL5/v7YpJAVHm8di0VDHEVja+DAIzlWmMNY33p9gXg6OHe7pBjGGLzWIRcf5gkiOW2MGFM16voASkmhlC3xhTGazllMJF7guOnz0d9ArEG4BuuF7nCz2YwNB8MYb5seF2Brzll6aynyFGkMaHC+ZXfqCh/mMJ9Dp1zg8vPeCaplyAW7887ULjtSyI6O41vgh9HXxNz+ljCa3nuapiPW58WYgCAnsGO0Am3+EKLs9scabXBhldnmf/zorQ6fNfweP8crdoGzAz5vqPbthkgaPQ4wwVO24YbLwG06YfF2QdOmqiq8IlSsxVA2jfRzDxK6bduO+S0biDm01ngrneNJGuO9C5NP03QNsYlG+ramqcJEiVBKunKyYh/bi6Kj9wGEH7ChndeUm5oo1tz89Zxkozm70fJz/9GrGKt58LRUwJUWXOk7/v4eX3rvkk/9wYcsj1tOnu/wEdz8jYzkxZ7n7Ix/8oOv8ZVv2PDzf+EuzZ6lnm3v53Q6ZXnc8L/99S8B8Mf/6JMkqwHfp4iTjCwreM/P5fzmBx7y2x9c0008d5+Thof3/sIBrD1WwU/+lXusjnu+/z894Bs+nfG5d6z4pT9yxq2Xz1ge9bz4rjW6V/yen7wGOqJpOn70v3yRG1+aoDvN579xgY0c3/pLj3Fzc4WlfcD/9QOv8tpTJfPXDPfe9jKv3tywf5ryLf/oAK8rbn4u4VPft+GF72xQ6oz1TXARpGea2ZcUnW6YTPfIsoTlakMURdy/f5eiKGgDOYq10ntvTC+wF60Dt5lBmVgYkbqISCuc7WndliZwHJveotx2jnjbj2O0DaG72wmnYZuGUl4Fud8hv3ge1zx4oQJKV+cMc5xmaGXARDgLcSrNFaLV40bj5pwDo4MT0AW56C3yZbf2YCJLH+gSq7LBRIq279AarOuC02THRUFyuo+m54bvOrBvDXN6lxv2fKdRYNwPeNE4StFIe/Kb3d4SRhMezVO+UUXrHAB+WHk5D504lw9lJwEdKKB86N+97Jyi/CiDYehi2J7TEwkDMXVdc7o8G3NWSZLRNGeCoawqMToTqYI7oHc9xkQYY6krwRCOkAekXS8OkJFBr1wrAef2fYvyjijSGFPQNhVDRT7LY5Iko6+74D0I7VqSZlR1I/cXNZJxRCZCxRIiR43he/7jm/zqv3WXe29veOzjKU99rODl7xDcpLWWK7+s+e7kFv/sBx7w0retiFea536u4H1/+4CsmDJ9oPme//oWH//X7vHqu0u+/qP7dFgevL0jN5lwTLpyvL/lpsa3ccj3JaRFLsqVa8sH/8oxn/zhBS98W0myVnzjz+7z7T9xDeva3VqAiMdZz/6qwKszfuv9ZygPT39uygd++gZHn9HEWUzrPdfvTHjxnUuazHJwmvOBjz7P7/7ok5giJssyrr9W8Nu/65SXn+tIW8O7fn2fj/yfT9LfPSEyim/49Tmn/33F5z7U8+K310St5vF/nvOtP35A4VJ8WJQHzHDXNRgdRpdS4hDEeowm8J75/gFJVqB0RFEUmAB611FEGm0dh+DzhXECxgwRlgrzZmAHA+ssWoW0VnAeFAPbuZxJAd5ZSUeFeaCUGvvgxfPbRmB9b0IDQIo2CT5WtL0U9VabDd5afGDgt1by+ZvNJkQ0W0mKrUdqxlZXuVcS/USREEN7r2i7DuO3ctsjamYgKlEeNcj3Ood3FoMnUtA5/4iB9t6PzSACU5Sup6FJRHSy3jy4XX2t5fb/L7Z3v/td/qd/6ifFcNmtxbeoc+DTczfwQi5TNn1u3xDdDCv7ue96gd5+eN9zb/tuvvA7//jcsecMqhbQMMpTLh/SbU65/bnfoFwtKJen4zWWpXSnKBMHgHtKVYnn+f9Q92Y/tm1ZetdvNqvdTTSnuX12VZnphsbYhWVL8GIsC55ACMQT4sESf4BfQDzAI0JItuABGWRbAiPZkm0kLBuwqnAZt9iudE9RXWbezFu3O11E7GZ1s+NhzLX2jjjnVt6SjHRrSUcnYu8da3drjjnG+L7xfYoTl3Rurs+CFk1VMAyDtCtKIYKnlOjGYeGHLuRe7xjHkfVG1HAmp0gYQtS4qDC2yFmr4rC/o22lVLJFg4uBtpIRSB+mDEKdMlLIgJiRUmpRVCrEIXK7XuXFJvfp64LiKOTt0Qz86T/+fcZ14N/9L7/Fk1+wxCABvet7QkiUjXiCF7ZaBgBScCiVqEpLU4iVcWEFWVdGUxUlN7ev2LYVpEDTyOKzeSR1GAZxfYyBVbthGCY2mw3OeXxIGFsTEF5kzZGlKgAAIABJREFUCA5bQHd7A94R00RRlgSk7+uniaE7oLLockyij0qSjB5lIMl3iDbYuuHd978BOnDz6gXJib/R5cU1t3evMEbK87ZtZaChXfPknXdpNls2F1vazZairHKQkU04hRkMyj7lDwYy3sQuub+eTyRvFc/A1FmF6AwECfHhesoZKiITV5QVGIvRBWjDt7/7h/jVX/0/l3W0VHA6e2gBifv85/Ngdm+dLi23tBDuZ67mQ7D3Hnbx4EgpgTkh/fczzJyBkgOpVuJAisFqGMeer33r299LKf3Mayd+cHxFMk2VFUpk+kSn/OHHiHQrpKGd4J4IagI4C6SQMsctf8CcaAYshAQ5ojp9KaDl73LmKc9x+qDn6QuAmEucbnRUzQXHm1u0lXJERuh6GWFrao6Hnv54ADT94JgmkbcKIeBjkLIHRHuyblitVvhpkKwheEpT4QYZp7REbF0wDond8SAXhVHSz0QxjZ7V+pKXr25IqiApzTh6FJahP+Y+sWGaPKYIlFa8bu7u7hbRinlaKeT+Uj9MlKqm70UP1JYyP11WFS9vRcno+voRl4+u+LP/2T/l4qOS1YuCX/+ZA+M6cPWDkupvOSYLyUeG0WGKGm01ddOy2+1E3aesMim/ZOh2FDaCLimsCAIrc9IfLYoi03a8CBOhskHYZgn8xsi8vjYV3RCo6xVJeaq2oesGQbeDpjveSX9RBUrTkIh0XS+UIKMEuAkyEDCM2fVQW4qyRSHX6yyS27Ytzo2E6DAqccgBPKSILSqUDqgkSHpZGd57/x22j57gMRRFtYxhJjRFHv+NJvfigl7GAdGvBw+VF0cIp57izLtcOlBpIdigzkGf+T4lqvznJe8cMFVREZLB6lJAoxwUdQL0yUVSMtQTKwXFWYYnbgyysoTys6iqq8i5S+RpcZ9A2YeA7L3ocRb8o5OMOUWFPwui8+FDRKkJjEZrn7//N1MQv+j4igTNuXczE2Jfpw3AfSUUeH3nWo6k7zV8578F7u0+py/kza/pIeVjvi3ESFU2TP2esmlwIVAUFSlOFLFgfzjw/NXnbLaXrFYbvAuLgG/fHykKUTg6HEQVabvd4ie5XxUFxkgpN6sUxSgTJMe+I8RA09YSIFSRjaQkk57nv533VE2LG0fc5FFahgeGMYMQWSBliOPye8zlilz4MT83iyZASjJ3r9B4L039d999l7vDgecvb7j85ZIf/2t7pk1idWP5HT//iN/9Zx+x2VRYbfDZ6TEpI+6VTnyGyrJitVpRGM2Lu1uaqsxUnUhUUSyHuyNFKaOjkxspyxLvxXZ3lkHrh46yENsQW1SE4MVRUkkfd7W9EK3PIHSu7nBLcBOoQIqBpmk5HPeS/RYFh90thTUiejwMFGWL0WJ2p5VB6WLZlKXzHDnsbkVnNIive4iJ7XabgcFEVYuX0KPHV7jo8RHKqqKwJUZLj9oWs2Tc/d5+zKpAy3pZAOQTNcgUdunb6XSfGpRiPLFK5rbU/J9Skpwk0T2IUTJMtMkFvUabOfPUD8j1YkI3JyUPA/rcukopiZi4PsnCKXQOmPdViwzSYjjvzZ6f8xSkXweCz6mE5+v+HAhSyhCiTBH1fS/V7G+12XOQKYFlR1HL97kQZ+f+xPnOA28u00/I+hfrZKYkEzZyP68FRwne+rQz5n6oV0qa917Ixqv1ltX6in7qcN0dx+OeECKb9cWClBfGyuSQUWw3a5TS2WTMMLrA6AKlMUQvc7GTcyTEI8kYjRt7ggo0heUwDpTWogqLmzxuCpR1ifOJwe2ZJk8yJWSuZz/IzrvNdsExKVTUjC6yqms22y3OjwxuXPq9forU2w2u72V65Xhkvd0wjD3NqmG/3/PkyVP6fsANA957fs8fv+Zn/vtrlFKsmxbIakyWpU3RNKWoHCH936oKlKWlqEp2+z1laZm8Zxg1TV1SFsJD1dqSoiaVmgLDOIiW5zQOlEVBCIGrizXT6Jm8pyob0QAtKmJK2FI8lJqy4G63oz/e4b0AeGWhUNZydzgSQsI5UaMvy5KXL59TZAsMpQwRnV9LEs5l0hSFZRrFzK3IVhllXQqIlzR3d3eLsr/VlrKWlksMEkBsLW0YYwqKyuRgVQqqn06+SmihrSmBhsWZ9bwsJxKntAhvzKIdAhT5hXSeEveJ8ipP8ujMTU5alP+1QRmLNRW6lFaKyUCjWkpxFjRfa3C5N39ag6IBe29NplNQmxWRhMc5P0aqxTBjD2eDJbNYcNJ5Kkor0YAIZ+CvOOOdAWEnTQuFQRUnczyrNBj5PH8zPc2vTNCE0+5wDuTMnKzzwHf+//x3b+p3vCnlPj/3w78/D8RwCtznr2s5b7YymKYJW5UkbRgnT9OuiccjqqiW3mZpC8b+SNG0WUQ2Z6resVmt8BGsVrjRLe6Hs1BBSoGqKnIv0+VGdvYIKhuYAmiLUhEdLMoobDHraxYYmwVllWRmZVkSc9kUQmB3PFAUsw4mFNoIyOKymtI43nv/x+OR7fYCSDx//mxRclqv9dLg18Zmypa8D+88fT8weilljSkyX7VAAdMwUhWWaYqsmoZZU2B/OIi1cQhgNMM04rsjq+utBLyyBBJVVqwfR0e72eT3KbJsMSvG7/d79sdXRO8ojGYcsydSGFmtVnz66af3gAPnHFcX1yLU7CIuRQpT5WtHo7TGKJ1VmQqmaZBA++o5FxdbiAI4vHjxUr5L7yA2wApjLHUt3uTiPJplzQJonUf/NOgZNM+3CbgS712/KpGRX8Msc3nOHJH3ZElRMvtzf28JuBp0Ip1NFKUk/lwpJAlec/8zBcyZD5AoH2XKzyJQLFkkQGHvI/ScMWPmIHoOFCml5PpTijRPKc1rOi/IGfRdzhvTwhg4fS4nuhR4kp6z7rgUnzOOEKPPfNDXQsUXHl+RoPmGgPWbeRcPz7YEvflLygXJiRMLWRX9oUjpw+NhIHbeE2fRgQSmKCmrhpgUJltVROxSAkcf2E972tWGKute3t7ucmCUWfI4TYyjzw1pmRGPUQqGurQMua+p9Qk9VZk07GOQBalEUCOicJMHHU4BYHbbMxplhTdYliWDc5gYiLHE6EJK8SrlQOXEBsIFrPVZ8KHEZ2R0v98vIsXzaOA4inxdvd6IC6XSvHh1wzRNbDYXcr3GiLUK7zxlabNsm9CvVqsV0yB9y8JWtG1kd3dgu70UehYOQ2Qchdy/Wq0Yho5122b/JMnsrS1Q1ojGqtK0q4bd7Q0xRlZtu9gVhyBo8ywPN2sDTGHCapOzXIO2ilKVogGQFNpYMRGLAaUj4yRGelXdUhQFt7e3XG4v8PPCT5JRAwQ30q7XbLaXaFNAUtiyQtsiV1gakvQk4yw4kTQx9xuJJwrceZYp12i4RyWSHmJartfXVIzmyiv3JqWIMqQoG67SBmsLkso0pzgHaDlmGlCIgZj5ysacZNtSUq8915sAK3n8fN43Az3nfU1zVlkqfZpgetN49L1+ZoqLjYmK9219Y7z/fL/R8RUJmq8Hy9f6lPDGD/v8viWN/wmN4/O/n//uXO1Z7tRLX+X8Nq0tRlmMVSRb0O1us+jwioOxAmAUcOx6SIqmaTOxWXN3Jz2zuhY1osPhQH8U8zNrDG4cMSYtJVTbNIxjjzbg/EhwovBSVGW2CK5IY6CbPBeXl4Te0w0yXlkXgpRXZRbmDYGUJChLv89yPPa065b98UDTNEsPqus6CZje4XyWtvOelAIX263sPSmwXjWYwnA8HLm+fkTf91xeXtP3PZ988gl1XVNVFdvtpYBAC4UqSM9vBs+GgXVb451Da8vFxQUvX77MKkGWYRpJCtqmBT/RDT1lXUk/N0xMk84bhJSiPiQqW9EPR9r1ls8/+RjvOoyWLHeYRqq6RJM4doOgvLakiErEhkMiJKjbJvsxrXh1swdlgUjTaKwWXqFPgRe3Ox49fsqu65chjQ9//GO648Djx48JfqK52FKWlsvrx1xcPqa9vKZebzG2xOgSY0vZ1OZWFNKamik5kqlJoAZOmVQW0ZbMPpwCY9LS8kpmue2Ufcl1LkTz3HNkFvcuiEYyT2uEFuYnhyryJBH312TwUTJvJSpPszoZSGDSWhNDWHJDdaYpodCk/LsIm+REJgWMNvfW8LnK2Tnyf/6YL5qNlyebZ/jjvTWvtegGKK3f/HdvOL4iQfP+B3BvZ+LMhCmd+otAblrH1wLtmwLu8kwPzrscSYi983nOkfY3Hd5FiIGyqVmvN3SvpOejtWcYxFdmLk/mEnamQbjcb0wpUNUNKgUx89LQlBW3u4HSZoAmBGwprzU4f1pUxuC8sAuU1ux2hwzeiMBt1w9MzlOV8n5E2BcmJ+BP1x1QRjEOk3BCtUjEjeNIXQutqFRqEXmNPmDLapl5n2XpxnGkbkpiFNuKcRx59vIZPnhishANwyCOkDHlia2o6RnQJDbrFeMYUUQiGltohkFK7c1mhY7iJSQCy0esTsTR0bQ1fd+z3a4ZhpGLjYycOicNnaIoMNZysd4wFiMvnt1SFwLeVEWZy0LJ1mdATimFNSW9c1hlBF3WBf0wUZQNuhCrkOAT0zgwMRJSYrMV1aqibAXoiBE3ii7qixcveHR9SVEUtOstj99+l8dvv0fZtFnRPFOYtM0LV+defCD4gLblPWpaWgjeERXF3z0aEKVzA0r+XiVNSiI1F0LI1VXGA3K/UGlNigqtxZROzYZn2XI4AimqexS0e0EzKewsQGIr6rqWzzLlOXviEkTP1/QJlLW0m7XQ8JRChjAmmQJUpxL+HLNY2AHxFPhfwyLg3vPAGesmCxIXxdzyktc36058meMrEjS/+JhHwxLpfLBn6b2c/67fsFucZ6cPAaGHH/byxajXVeDn51BaLcE16oTvR/bdkcl7klb4EKjqmv1uR8ogwjAMyxjZjFB772nbGp2zg1VT4aYB50bcOFBuSrpexhl9Fs44Id2K0Tm0Kdgdei4ur0XFXGm0TjI5pAwx+IXTObtKHrsDZB7i5fVjPvzxj6gr6a2VRSUUJjehNRSFQamCQz8s3NI5M7HaMIwd3k/Laytsxe3tK1KKtHVNXRR03RFjLBFNUYh2aFmUFKWhLotM4i8Yho7ReYYhckA2MOdEK3HmtLrJyO9lhQuR7eUV3f5AioHdoaOqGkIUf6b98Yj1id3+lqE70jQ1h7sdWmtMWSzGb4XVhCiLcRikL1mUtSDYgNKWqmnQQSiJ7VpU5NGG5AW0ayzYoiIluHnxku54h3Yeq3S2B1HYsuTpW+/yzvsfEGIiIhYTEZnksVqLmpA68SPNmUKP1pk6lzNFrRNETYiO5D2zGvrpOs4UO6XQVuceq1zTMc5leWaOKA3KStaHAQUmA0oqAy4xb9TnIPPMNHBTyJNzgrRXlWVyCZXdKWcL49N7yQrslbijNrWAlJ07ZHB2zmgVMzKfkgBNOp04nA+Vn3TedM4DrE+Rq6srdrudiF5XGhcTMQs127P2xpc9vjJBM8Uz6s9ZAzhy+mBinmuQh0gT+zw7PRc2Pc86l17IgxHNL8pIz29/DUyKiZBndZ13Z2W9PP/c39tut6cmd1QEP8iUiDKEMFFVBdaKv7afeorSUBjN0PULZ/J0ESTG/oBpRaptmkbqumV3nCBppskzDANTPFE8Xrx8Lo6U2Tzs3EBs6HuMUez3d4uN7bz7VtYQCDSrlr4bl/dhbSlKOtk9c/6yfJgwVrHb3cp789BuVihreHl7Q9u2IpxcVFRNjUqSHVhrFnfKV89fiWsjiqKsMFrjvcvjrGnJYJ33GALBibUHylC1KwnyRtgGV1dXvHz5ErSlKBuid+z3e66vLmlXNbascXn80DnJmpP33NzcCF+yVCSlsWVDjF4mTpRGpZwFKi2b1d0dqEFKzCg+VbvbO4bDHj924CKr1QZrCzabDe9/7Wu8/f4HXDx6iinKRSx4pvKkpCAK6GNyWaxm2o3SpHMQJXggEbNeZFJ52DgJjUdmsuVaE+aCIflZb1K4lDOUY43GmAIyK8BWJWEGu5RCYqj0OxXzrPcpiYgxgor5OhyI0ROiZMoPgdQZ2T8BnfNyV7naKZD89lSaz/1KnyJlZifMY8bKJqx6UJKbudwP4sceYOgn4W26SExhOUcIDpMnrjS/BTPNyMK+RemTV/HMKXtINZqPN5X0vKFMf5hV/oZ6g28o989/X/QNk6izrOqG3kpJ42L+QmHxDxfVdFFCn9XMIeZmv9Ctxn6kLiWQTjFilGEYHcMwsN2uRQUnz45PIaJtEg8grZeZ21XTMkwj+/1eDNkmyWxPfkRCe6mqCj+NVG2Fj4m72x11XaO1YZom2qaiqWo0cvF98MEHApDk4HzoBlIIWKWpy4rJO5qqYnSezbahrBuKosh9S1HCUUb0P0tbQFnR9z0xel7d7imKgt3+wGZzIRd7ECJ5FGH5hYAPmqQSfe949OQp0zgxDh2ruqFeVYQgNiIBRWmM2EsUllXbcDjsGLqOumop2lraD6WlOx4ZhkEmddrVolFqy5K+D0yjY71tCRMEN+GTzwCR2PgWZY1VFqsNru9RwaNCzMg+9H3P2++8x9WTp1w9kYBpTCHcTiVSf0tw0Bpli4zLaKSzGYjk1lHSUv6rAh2DaEnm5CGmgF3KfU2aA6advX6KpZ+p7vGPNdqWMFNzlMZoRQKhvHGyvZhbBPPaiVkFS+h7MHmhrYnPlSbmdtL5mpvXqdZi5RyCwWUAzhghyJdWL6T4+dDqrN97Nk13n+ciz1MWNWOSyTuVAb/VakNSMuIqQVMGNlLu2f8mHHy/GkFTdtMz9DyeaAWvBUSlBLaGXLvPxkxnwVGdzgsstKWU4iJgmvIubng9qD7MNJefSQQ/UdoKYmQaO8Kw4+7lr+N6occUjSbVNd1xYJx6utzfXG3WmEp6adFPBB+I04S3ZK+eSFQFvfMC4NQtJ8UXAVTGaWL0EFWBLRtMGaHvOB73Ur46R3Ce0hYMw0hRN0QcRlm6Q0+KUWxn65rOBypb4fTI1z54n9sbCR7bjaEoNU1T0zQNq7WM+F0/esJnn33Gpx9/wlVRgNZMbuB43FNlaw6lBZRw/YE4GbSVCaSUEkXVYrTGGPFfN8ZQFDXbS8kip2lagpfVhfT0dAEqUCWVLXlhmiJPnr6FnyRoCAruONxl50FrqOtWskaluX31grJQjK7nYrMmpIiOAT+NBDehlaUoa+HUdj113SybojGGumqYJo/30kPvup5+uCNlU7+LiyvQlm5/wLue6B0hJhmAsLC5vOCb3/lpNtdPGEPChCBKVAhdiJjQSgA+kzNAY3L2b9ISVGPyaKtIUYMSCpbBiCdnLEF7IdwrBcbmAKoIRApmwEbWQQhuCTNKSWDRuYduTLEgy4vJm5a19jAR0ekE0MTIveQCkB0PMgMA5jJbqZjFRVTmDvscszPdyJTCDjojpmskcMoNgm2IQM+JRRBjxJqSoioY3UTMQwbHfmBVVLLZqRKlEhqDi5NwQv1vQbsLeEBSP4v693qNefzqTQFtPsd5Jnqu9PIQaZ+vmodA0vm55scu582BNibPOB7p97cw3hHGnqk/4MZJqDYh0ncj2hpRupkmaTpnLqRRmrKpScEwjXtSDNlLRkjIVVURQ8iOguLVrZVkEZAoipIYyDQRAYSaesXd4YBSmmHo8gicxWIZhommqekPB4rCslm3tHVGy7VCE3n06Ipx6ghB3mNh5IJcbTdU7RpbVFxdXWG1YX93xxQmLostNzeKrstiHPrkQ/NwsysysipZmkZr4XTusypQWdas2oa+77m4aLi7PbDZbEhRfNJdCLR1gyksg/Os2wo3eto8fz4cxDOpzJnFEDqshuNxz+PLLeMoAs9KW2IcpZ+YMxWbwZaURIRlvV7n1oAmLLxIKeminzLwYdlePAJtWa/XED23Lzti8NSlgG5FUfDWW2+x3W5p2paybpdF/iZKzfk6WG5LGggLk3weV0yw9LCTLdBRpOGU1lJGGysZKzIeabNxH0gLYFkfSYmAixFdTEkotMzIKPFa10m99hrn32M60XXmdlmMD7jWioWYLmsxLonOUilmlfeUzzGX5eeo+fL3CrSRDULFE2/13PuoLGv8JOpjsxdX3/fYQpPS2eecp6C+EHV/w/GVCpryQ/5Qz6Z53lQmA/KY+HqQfO28DwAkmNtyJyzwi3qd5xfIzAlLKVCVhikFXt08YzjuiFPP1A34MHu4y5c49ybv7u7Evpc8SuYDpCC+J2ommwuy58aJkOJy8YUUKaxhClHGhbXcpjBYUxKTNNyNLugHCR7WzCrtlqYsmHJrYJpczuhqVDyp1PtpIPoJlSwET1WU2LqmaVY8eecdtJVyuz92rFYrnm6fZv5lw8uXL+m6jqqRz229XudRR1mEL1+9YhgcKQQKUzBNI81mxe7Q0eaR0BAUN7s7Hl9ds9/vqZuVUKV8pChK6rrOs+clBk/fDZRFxTjJazWmoF7J/DfAMIj4SWE1N7cvKcsC7x3GCJ+y7/t8zRRoreizBXKTZc9m8zq0sBOkZJWgb42hKKwoNDUNr25ekLxjtW4ZDt0CkLRty3YrrphtXtTFLDL92iEboNHFci2nlJaYebo2c0mtFGiIaEwS7oHRehHMMLrAloWUwZPLMm5W+o9RwJZ5Ig5jRBgG8bw6ta7mAYuH6+F8vvzN63TeMJe/y4HzjUeSIJ3yKKB81weMNaQgrQnpUUrLQALdaZxSqs28/pWcT3q5GrSiLprFFSGEk/iMZOVqocF92eMrEzQlWMIc4c7nzM97kLNEfkoJZfRii67S/XR+DjayG51lpzOwGKX3mfRJEGTJWrUS9egHpb4KGVQiMex3HHevSG4guTH3/xzRhyw+IeNpx+NxCR5VUcpitgUYOB72KA3OCZI7awJqowhTBgKiMAdG7zCmwCchHrtRFkHXiQNm8A7vE0aL62bbrglToG1bDodsd+tHxCFWcTh0lEY4kZ8/f8HQO9abBh8mtBEP8su6YbVeo22BLStMUXJxdQ0xoArDhZaSfPIBZcTrZrvd0g8Dzgk5/rPPPuO73/0uH330Ea9e3eL9RFFYxnFg6PaE2rFabbJ8WsmrrF4v1Bh5r/000fUjSoH3kclPrNqalDzWlrgQaddrQKS+drsdP/WNbzIOA9vthufPO4qqAVhsfeceltUwTBN+GsUYz2qGvpNri0hZSvaLMozdEa1hvd7Q1CXjNOKiOKfub1/RlpbtdostSsZhYNW0pOAhJqZhpKhaiqrGTSdPHn2uCpTu8w3naz8g7SSiiNFIYIpoZQVIRFqSMUa0Es6pNiaPMIq9iTIsGz4qEqOIjwgVSS0iHDG3Wt4U2OeAeX6fsBBOTpPn6/Ve0ExziZ7Pk6+ZWbtTKUVSslnFAFXV5MzS5ufQr70uwTwMs23FAkwBbgqZcREwOizqXX6a7r0fYwwK9caE64uOr0zQfO1LUq8DMZB3GsWyw52X5OYMTRek8PWyeznvG17Dm6aD7iGFIeK9E4T0cIsbOuI0kIJjcgNKKaqqwPtA3w/c3eXJH2VZrdcUhaEoNrixY5rGLJXWYQvR0lQxEF1Ep4TzE2VRkZRMViQ0zkcBB4yVzyEETGGZRifCxrUg3Soqtqs1n+2fLRnfXIK0q5Zx6Ekpsu/27Ls9FxeXdMdneO9lfNJXDFNPVZc4L7zOZr2h3+0w1lKUFavNhaDLKfHW257LceTrX/86+/2eohl5+vQpL1684K0k1JDCWqrSAhPWakIYKSvNYX/LNI1YWwA1RbaaHYaOsqxJ0Wdnzh7vJ2xREpJk5Ckktts1z188o1yv6LqO4/HA1YWwBoxW3Ny8RGuZYVdKU5Qlh6N8L845QvIEH1mtpQpwuYwfxzFPRIkg7v4oikzr1XbJIA+HQwYELXG1ImWbZFn4nnVbc3VxSfTTMoronJMM6kzo99QDPNFljDHLZrtkb0Yv44VzkJFsT4KWIT8mB4OikEzSTUECrAbJEh0pk96FF/p6WT0HQFkMp4zzIX/5tffwYO2cZ6nkOXGYgS6W/jFIluhdhDKK2LecBZsZBiGDrCRNzOdR5oGgjlUEf1KJnz+rspT2kPSRZy8xOVfSWpD2L3l8JYJmStm75sFt2uZd4AE69lqZzn1E/LUe5YP+5L0v+nz3y8d5H+X870IIWBK1hZfDHqtGDsOe27sXRB/o+5Gyksxkf3tk1TTYTOmpqoqhF4VqoSl5Qt6lRYnIEKPsgiGEe8orZVnjfGTySTQf/Sx4K/1LNyXqesXkPZeXV0Tnub3dZbkyx+XlVsYMfWQcR+njFRWXl9d8/vwzbm9vubi4oKo1hCN93/POO+/g4khT1bR1gx88l48eL5zMql1RFCLjh8l2DesNLsHj7fugEt/45gXdcc+r58+4u32F1rBZX6Gt4vnz5zx//pyqElBJa41KgaKoiclnL+y0tFEkAy+AQIrSliALn1hTcLu7I8WJy8sLpnFk3Yr4xqyYrzIPc1O3HI97YggUhSWkgNKJyhqOg9Cz3CTz5G4cmKaceYXA9fU1VdmQtOHQD8QwCSNCF9RFSTIiwFvHgFKJ/njguBdx5Gno6Q571tsrohalIaXUIjpBbv2gzRIwT4Hz9QUtk/3qXi/P2IKYa3khbctjtSFbZ8xc5jOR4xy0lFIUxjJOY95gZSBhznS1Ust3MR8+3af4na/dh+twqRxzmR6CZJoz1zIp0VY1hZXRzXDOxZT1Z02Z2wmKwgg7YcojxiixhAlBVMHm9zWb9jnncMGjU7q3vufP7rdkpnneU1BKzMIWtZaza+a81D4PoMuUwdnE0Im2dEZZmst5+MKg+XCHvNf4diNDf8ANR/zxFj8eKcuCzvtMi4kE57m82mJN3t2MyV5BUvqi5H0FwMeU6RdjBioEaKqqShroaAbvUapAqYC2wsuTiSJFVTXUTY33kU3diHJL3lWF+z9lRaVCRHiDEMarShSAttstL2/uSN7xePMj1g7VAAAgAElEQVSY/e2BpqrZbrdEQBnNNDlW60uCTzRNQ7NeUVYrtIGxH9hcXoHR1FVDRFFUtQSdaaRuVuiipF1t+O53fzv7/Z6bV3e07ZqLC4+1R/oxLIs/xtlps6Qs6my4RSZRe7TVuf0RKa3Nsm4Nzh0pqyoLaIhmqXDxQOmCqijQ2nI87klEimK2YvBsNhcyKaWFb9q2Ld5N4nzpR2YwweXgMowjm/WFBHvkuyi0RVp8iuAdU3fkBk8kYeo1Tz/4OquL66ysZCWz0Sf6zaJRqU9AyLm17tkCWKjYKffudHZzjEg5K+tJSlohpCeS1sTk8/d/Ak9mSloKEedzJvfAmOw8yThfcw8DzUPw74tK/LAMbZ6t97NJH6WkPXY6h8qVSFoUn7Q+m5LKGfDStlMKpU/tvdkW5jw2nG82v9njKxE05x0FztDy/IFIR+/Ej5zNv+a/O/9fKXVGL8opP+TZ0tmx7ixASuRczrH0PfM8wnnTO8aAJuLcgO/uSMMt3d1zEbzwEihjFBpFUtJTSdZR1w0hSGm/aVu6/rCUIyHKpEZAJPdRieCCINpWM7pEmb3SJy/nbpoVEYOKd0wuEVPBur0QYn0h5PW+7xcDq0hFIlIXJa9evaBd1aQkIEZKHhdgnBJPHrfEOXAb0cy8ePyUsmoo2xVRG1LwrDZXkgXmHpkprGQHY0VUMvVTl5XIp4XEzd2BZEq+8a3vEJNne3HBp599xsXFJk9FCSiz3x8Z3Ijvj7RVLSryUwdoEprJyWeZUsDqgrYpmYYDRkMKnroo8X5ahCWULgBPjEHU9p0TWluKeDcyzcEiqSyaEtl3h6wQJd93iJ66MEwxkLTBmoL9XgRLBvaYQojhVklWdnPoWDUrusOeSinefetdvvnt7/D0/fdRVcOrF8+4evwWRlc50GmwlpgMgYSJQtnSps0CvXMpLv1ASQzu60tqnad91Il2I6V5hZuCzH2nhLEn+4iUpI+qtVnK8JAiykD0M6p9EvOex4DmXupp3cp1fK55eR4wz29fAm3GGZJRRAJKabJ7opTUWNEO1VYqLxVQqpCsWWmUEdahmwQ7cHEkRkVMY44RlphSnkI609ckiDttEMX2cezzBpM3li9EqV4/vhJBE+73E2e6wRxM54B5Hljn/79I2fn+l/7mkuH8OP97lQ1J5aIQSbYYHPiJly8+p7t7znjISjlOxHpJlhj84hdTliXr9Zqu60kpZS7iQF1XREah0WRlHpdLQIUEdx8EdNLGMHlH3wdC0pTNmpASZS1Z0vE40jZb4ORAOP88ThNtXYnwQc6GyrLMZa+gu90Q6Xp5XVVxvfAO23XL9voRl9eP2F5eU9YVWhXoqlg2F61k8iRGQeVXq1We9LH4PD5XNS1XAOoSQyIGx0cf/pAPPvggT07Bq1evxCPHGD795DltXS9zwTJ3b6mKOisQib6oHx3jKJa4ZVly2MmEk7V17itXWazEAmlBwuuqzIMGMrklj224u7sDoG1buq5jhMw0mAiGXOZJGyVpxbpd5U0JrDH4cSLk4Cu0qwqlEz5Gbm5esr6+ZFVVbC8v8WkW1hCzPJ0iZGm1yPyZngLcfDxsSz2shmb92PlnmdRJWCsTag9ZJufCGvFeVncfUJX/z7PAcyBI3/u7e/3LB8ccUD0KHaMEyjPf3JTSMp7snKh0CUhmc/IkG6fOQVPspX0eEpjXbMyA8n1ASvq+EpSNskv5rrW44Gpr8lr/csdPDJpKqRr460CVH//nU0r/hVLqm8CfBa6BfwD8hymlSSlVAf8T8HuAl8B/kFL68Mu8mIclwDn69vAiOn/8F6XYb+pLflHv5fwLDyEhVmhyv/AnI4fDHQnZ4VbX10zHG/Z9z9BPkAVqfXRsNhe4KfDy9gaV6QxFWUmgGwa8d5LgJk1VNkKTUYBOaGXwUcQejC1EY9MUTFNge3XJk6dv03UdFxcXHLoXmMLK4sv0kZSkhNZaL9MQqERT18zz5EMWDt51Ey9f7VivKx5db/HjRGE0ZdESosZWLWNIbKxM+1QmX8BaEX32KtIWkuzWprCLs+Yc5JrVmhQ8h90d49jjYuLp0ye8ePGKzWazKBpJmSiGdP2xw/tIDImiqpdFPLiBwoMhoIFx6On2EvDqUmcBjy3jOMo0kp9YrdYcu14y2qFjGkaUOtnfTtM+j+fB0B1p63pRYtcGhnHEFvVyfcwapKuVVBA6CQB5ff2IcYoidHyz48nVhn6UscKx71hdbKkKg65bEjoLoBT3gkVEESKkmPm8Vt0LaA+v02Uq5gvWDEiGlYi5v6lIWbRjNnmbSfzzGvsy6+P8/nMs4eHfnSc091ppSqMfZMxzv1KmfWymHEYiickLZ7YsKxJZtEZpcbB0EJmnh07l9kzBk/cuo55zFTI6uc4lAy8XAZMve3yZ7ucI/IGU0r8M/C7g31RK/T7gvwL+WErp28AN8Ifz4/8wcJNS+mngj+XH/cTjHK2byeCzvmEISUrcSJ48kPJhvm3+WX6Pb/w376xzU/o84J4/BqTsOL8tJcUwOOpqjaWkUAX9ceDZZ8/Z7/doa7CloW4b6nbL6AIuRkJMdP3IenORv3yHsZZ3332Xq6srVtsNYxAPmaIoqcqWcQykZPAu0XUDIcgOefXoMddP3ubi8VMuHz/iWz/1NTabNVXZnFGwRKnoeOzFDCsLIdd1na0wFD5CSIrnN7d89PGnJC0E+rE7UijD5eU1T99+l82Tt6lWW8q6EUqREtqLC54peCEhK3KpLjSXFNWimq6VFbAmaUKC1WaLT3B1/Ziud/iQaFYbfIo8fvw4TwIpUY4qJYsbpw439Qz9HltomsKiiIx9x+2rl7hxYt22i6zcHAiVElO2hOaY5dpmUn3dNsv0FIBMyURCdJSVJUQnARdBpUXIQmUU/STIorWlrlpihL4fOR57ylKyZ5HZg/3dgY9++CE3n37Ci48/4u7Zp3SvnuN9xCeFD+ATSx9SazHuUzoJePOgbfXwup3R9VOgk5I+BDHcEzaEcDSlPE2LcIzWetnY5n8Pg9v8vLIm0hcG1Ydl+MNgC6fs9/5jTgIb57enlIjZsC+lyG7/DJB4EJwnZepf1x1JWvHx5x+hcvYsm5C9J7pTVdUiGjJXWTNdUZIK86DL+hsfP/GRSY5D/rXI/xLwB4A/n2//H4F/J//8b+ffyff/G+qLcvblOQAlBFsfMoVC29OYVTwhafOXN9/++j+WQHv+//ntKc2G8mq5ff4C83sGzgPs3DSGVdvS7Q/sbu9EK9PKbj+4idvdjmPXM06OmBJtu2a9XnN7u+Nw6JaJmI8++ojb29t8YUdCMihdEkICZdGqYCYoa21pmxVl3dKsL0CXNKsVWmu22zUxyS47l5NDPwn/TlvKqmG73QoCWVhUtoZ9/vIFIQTG/sC6rbncXsg0TV1Q1hVvvf0eT56+LUHYFNk22OTsWxgbcznzEDA7yX6dedID/ThQ2JJmvWH0gbfffpd2veK9dz/g6vEj3n77bbQ1bDabpY+3bldUVcFq3ZKiY7+7EeESFairksvtegkQRVFgrUxPza9jVmTSWvq7bvJ548g6jzEutrtzkIkpcRx6fEj048gUPDEp7u7uJBs2hnEQ9an5GqzrmlevXlHagu5whCgDCnFy4GF384pPf/ghL379Q24++RE6DHmSRWF0kSnDSSwuvATz80AW4/2s73SN3q+27re4Tpv/vHZmNFnUsoSGppQIAD8s0R8e5xns+WNOgjX3W1wpJWJ6/fHnr/dN/2KMODed0eQCf/S//a/Behm31NKvTSlRNiLg8Vf+yv+29HLPX++5juh823nFoPXJLfOL3vebji8VXpVSRin1j4BnwM8C3wduU0qz3PKvA+/ln98DPsofkAfugEdvOOd/rJT6BaXUL9ze3tzLNJVSS2bwMEiea+CdZ4nnF8d5lnj+2PN/831LIzz/DOeBdr4gsuJzdOzvnuNdj9VwuLtjvz8yusCxG4icFM2Px55DNzBMnmPfiwp79r2xVixVdRIUUAjaiX6SrDNpg61qTCHKQrqwbC4uePTWu1SrDW2zprSWpiqEPJ2FNWymYZRlzWq1QShJA8mfPrvdbsf19TUff/IJT64vuNquqctSpluqClMaRu8IiNnWLEsXg7tHXiY+yNjD68Kw5/cbIwHR2IJ33n0PUxY8fvwUtKI7Dnz22WdCDC8LVqsVVVXRrmpicPTHA88++xRLoFCRtqqoS03wwyJ5l2Dh5vkUsWUp2WGewAkhnXFWLT4muq5j8o673c0i9lsUBSFC7xzYQjLopKhzr7U0ltKUHO4OPP/8czSJl88+J3nHZtWiVeJisxIfHWU4dEf2+yNuHHjx6cccnn/Gj3/xH+GPNyg/ENyIi/fx5DcFsIcB6eEiP8/o5gw0nw3p8Ym1wzj22V/8NKr4poDxMJCdn//BOn7tNdx7Hw/K8Pv3n15nTJ4QXWY8nFwVtIkkNaDN/Q0gJr9Mf33nuz+9VFXz887r3lq7ZNsPMZFFok4bUXr6kseXCpoppZBS+l3A+8DvBX77mx6W/39TVvnat5JS+h9SSj+TUvqZi8vLewFwpgjMOpTnAfA8EAaflg/jTf/OL77z2+aL6k2BFu5/6CJ1NdL1d/T9nlcvnzEOO6apIxGyTUIgBsMx9zatLRmdBKj9fs96vSYEmQ4S5fQgauxuyhmPKIWbwqKKEmUNLgaiVqhCZopNIba8dSsUnhACbVtTVvae6stqtVkoNyklfCbRF4VMCjVNwy//yq9wcXHB9eWGbdvQ1iu8i0xzlpMUJEWZOabz2NlrLY5w+lm+ZLmYH7ZF5mAkikyi1mRswXHol4mPp++8zTR5rq6uhNbUNAttaBo6njy6orSa4CaCGxeBl6oqlu9sUZt3MnM8l7BzNpnSSRmqLEva9WaRGWuaCheEnnVzd8swOT757Bm7Y8fdYU/yiW5/YL8/iaP4aaQ/HHnv3XdRRF69eM6qrkjBMzpH10lv1oVcJg9Hdq8+Jxxe8fGv/DP62+eoGLIwhsGF+Np1e8rkda6M4r1gdj8jjcv3fv4PTpniOI780i/90vKZzcj4eUA+f/ybbn942/nrfGMZj37t9czngriAc0IVkr8/Ho8iCDP0WKt4/uKzRU92yJl+jOJI8N3vflsyzyx9OItkn2eR5wlSjCIFJ7bheYTZnWw8ftLx5Qt5+XBugb8G/D7gUqmlcfA+8En++deBD/KHYoEL4NVvfGJwAZwL+ASTPfAPf/nvyBuOmhiECpG8fOnDMOAmsYBIKeGjw0eH8x4fHVN0+Djig5QIzo2E4MTyAS2PDzlYBvHkSRhidsojnQJsTJ5pGLHJMNztIC/KcRo4HA7cvHzF4e6Ow/4O13cUhWG/35OSom3XNM2KFAKrpqJpRHDClhXHweGSQulS2hFYqrIlRU3AknSJC9A0LXWzoWm3ootZlBx3ewojaHuYJrqhQ1uDNtDUJUZD8BPd8W65GLXWFGXNs+cvKVXk6WXLo+tr1quLPOVjSHicE1Hhygq6nHSgKBUqWm4ONwQlM+pJe5KWDWUKA1FbJidsg7mlEZNH6fPB6QwkKZN7TJ5+OnJ5/QgfFE+fPma73izI9kybSjju7j7n2Wc/IIUdWg/0/YGyquR5fKJpZCJIRGrFiyc4h00qW+ImFIngR/rjgaHrcaN4AQUvWWFhKwbnMUVJu97StmsInlUWN4lZHu+4P7BuGzSRcZD+amU0r55/KnSmyVOXAmwURUEMicOh49BNhKB4+eIF3c3n/OgXv8f++YdM/U5U+L0j5etUNiVIQRSQQnALcX0+zsvNuTUlU0PImLBWop5PnqSLCtNOBOtJAXwUru/My5Tv7A1aD2RxYt5QakcRvXh43/z6pPdwmmLKdwjglQPYXC6nKHKA80YbXCSFgWgUnz5/LmV7FreZ1+ev/uo/461H75KiZx4OOd/gUScQqCiE/J+i0AJ96PI1739TYNBPDJpKqSdKqcv8cwP8QeD/BX4e+Pfyw/4j4H/NP//F/Dv5/r+afkLDwCfHOB3wyfPjZ/+Q/+5P/ed864PfzhQ8vR/p3JHBTez9kQnPjz75lM4dGCfP5ALjILqV0xSYxoQbItMI4zgx9A6XfcfHUfpf3/ve32fwB5FamzzjIF4sU55L7fujOBBOCR8SzgXGcaLrxZLCqrmpHTBGKC5tVWOt5fb2Fl1YmqZBKWm2933PNA2YsgJtGCZHWa+pmg3KFPgIPsLoEsoW8j1noMUnqC+vUFWFMYbD7ob1qslATwFGc3l5iRtHmdzxEykFvB9QKnGxvUQpxXF3xycff8TFtuWD99/j0eUVlxsZu6xKy+RER7KsK5pVC7ZgYuD/+js/Tzf2hOS5vbvjMB4ZY88f/1N/jG4Y8gKNRD/i3Mg4yAKdvPQFfVCySfmIj4GUPEMvdrlNu+Xxo3dYry5YrVY8efIWV4+uqetapm+qCms1zWpF1ZTUTUnXHbh9+QLnHJ98+jHT2DNORw7HG8bpwG5/w25/Q0oOayHgiGFiHI4cDrvFrmPmQIYk5HBjDD5FukFU2Z0T9fDrx29xc3egGzzDMFHXIjByOHS0dYO1lpuXz7m9eUGKjuBGpqEjxsBqtRKP9U5GOIdh4vZmx9AdOd69Yvf8M374j/8Bn/7SP8WEjqIqmQCCJ7hJeo2khVozZ84PK6Z7I48xEBUkFXGMRB+WTC4Ex/MXn/LT3/opZCbdSh99OU6Z58MyfH7+h0FTSvBTf3sJuFkdfh4muV/un0rk8yrS+VG8sKK0SsRlUmGLco5FhOxG4L0jRs1f+F/+Z25u7vKmceqjz/3NFNUCfoUQhE1w9j6Cz9jHb0K8/ctkmu8AP6+U+ifA3wd+NqX0l4D/BPgjSqlfQ3qWfzI//k8Cj/LtfwT4T3/SE3Tdkclpdv3H/IW//Cf4xte/TWWv6LsJ7xLT5OnGgaGf+LUf/oCL6yvGyeN9WPiPEhgn3CQom3OOKfS4NE92RIILTMPEd7/zO2X80DlGNxFiZHBH3CydpWDyct/x2C+9QKUUpYbkHcFNS2nnvcfFQNf3bDYXXFxcZB8g8RyvmgabzdAEOc79whAZJ8fkA8lkn+nz0kKXYCvWV0+5uHrMJ598ghsHusOerutwPmJtQfAT602LZAyJYeikBK0KKMRXBhX52rtvUVqdZ6cvxd+nLJj6jsNhx/piTVFXBAL7oSMw8s47b5EiHLs9q9WKX/ylf4rXPZ+++hEuRKZpgKj45NMfYQtNiAkXAz75/H+UC93LpJMPE/v9XgSGs6vj6B3aFlw/fszNzQ2rzRpbFrSrDdePnmDLgmHyKGvoxoH1OtOKqhpjoKk0fbcT5BlPWSjc1GOs5nDYybXgBoieqi7wYcpqUbnEVeBiYn/saNo1zWoDSvP+e9/g9u5I025RxuJCWsA57yNNs6I/dhSFRetI9JIBj+MsfyfBous6+r5nHAXg2O1v6boD0Xtct2f/2Y+5+eRDprHH5SAWUiQkvwTOOQuDN/cbU0qQ+bFJK37ww1/lx89+SBQNQVSCwMTf+7u/wDTNs/vxDJU/BT54MyKeuD+uDIL0n7e47r8mdS8bXX6GJTNeHpPuTxMtE4JZx3PTrkghYTTLurKmQFu3OIu6Kd47D8x0QSMsjjx7Lo9JyJSdzoDYP8fZ85TSPwH+lTfc/gOkv/nw9gH497/0KwCGsaOLN/yZP/ffUDct33j/X6UfBmIQEjPKQexIpuYHv/ZLPPv0M/6l3/m7ceSxL+XwcZ44KCE6kg5MoaMqtxA0VmsRA0BjC/jb/+Dv8ft/5vfx4Ycf8lM/9U1+7q/9Rf713/9vAbDvOwpTE0OC5AnTACpQlZZnP/6c/nDDcb9jGKQU8xESUo6jLT/68COMEUADWDQmu1Fe53a75e52J9xKFCjxiinrSkQj4pEQoWhaLh4/RZcVLgW2Fxum/R3DbkdEypi6aRaPcqsN+714oYj2Yp5JVommLhi6IyYlri4fZVtWEaSdnNjhKiOCFspohunIhz/8RX7Hd/5FwpREHioF/vrf/FmqVeS9r79PIOAyulxVBcNwhFShYmJyA03ulaaUUIyIz43i0SNxrvz02Ue8+8774jS53gg4M0yE6Cjqio0tmYaO0Q1so8f3d5I192OezR5QydCHgdIUKCJtXRJzW/14PGKtQaeIzXqYpizEAqRO6MKi8zillLKKsl7horAqnr14iS4bpmFks97KvLo2DF0vwwlT4MlbTxkOO4Z+D8i0UWHzdJLWWV1Hiz1yzhSvLtb0vSP4jjZAUdzw8S//Y9rVGpotrl5J5pvdGSWoSKAKZ7fl9bYAGhCJIRJ1pBv2/OCzX+Prv/fboMSwTBcTv/LL3+cP/UGNJ6Kj6Doobc6Xo6i2hzNnS06vIca4gBYPg92S8SYxd4tJFPiZ+c8+90Uzc0GpOXj6/Fyn88YUGDrhw4q980a4lwqKosRHyR6/8c0P5LNykkA8BIjnQz6zHPSTCM3IbVmG8p9zpvn/+xFj5E/8mT9Ku73AxCdcrN5nP+44HEd23ZGXd3f83X/0N3l194Jvfed9Or+j8x4XIvtjx4u7G7phYt8d2R869n3H7W7Pi5sb9oeJYQzcHTuOg5ig3ezv+PWPP+f2uKddN/y5v/in+fjZr3JzfA7A3/jbf4t93zEMA8+ffQZxQsWJ4XjL2O857G7x3tP349KTKYoKtGW/P9K262U6pqoqIaf7wH7XUxYNQz8SQso8P/m2ZuHb4/Eo/a2ceZqywtYyMz71HfvblwuX0BhD8I7CWPw0MgwdhHhveip4R2kLEQCJE3UtvbaqqrJ3+kRwE+2mFaS+LAkk+uHAh9//kP3dAZ8EzBiGgcuLNX/5f//zFHbFq9tX/B9/9S/h0oStao5Dzz/+f36BYewYB8ex2zFOPePouN294G73ku9///sc+w4fJz76/PschhtUqbBFxf7YUbcNV9fXNG3LoyePsXXDd3/nv8Db776HLgpxqpx6qqJAZU6iSoI+Gi2LZuwEbPNZO3TIWqKzcnlRFCKgMgw4HynKmqZdU9biX+99RJsC5xxXV9d044iPiX6YcCFRNS2r1QZtC/p+5OrxY+q6pWmaDGSOjEMnMoBN7s+achFQCVNiHDzHcaQbB477G1J/w0e/+D3C7XPGwy2uP8h3k04DFpoTEHTO0TwHfwTcSLSriu99728Q0pQJ7IpgHN/5zm9bJOKiD19YdpPL47nHKev0AYofRcQjJlGqT2TEVysO3VHGMnP1NvsyzeefQaCZ2jeXz4vWZRH48KMfggoYo2malfSkF0DX48PI1772NYDFMfM1sHhG4lN27oynmfRp9KAiw7gj5oGCL3N8JYImJN555x0eXf0077/z2xh7ePlqx/OXt3z0+TM+v7mh2Vh++P1f4f/+u3+dqjXs+iPf//EPuDnc8HN/7ef4/MUL/srP/SzHaeLuOLI7Tnz67Dm3+46Xd0du9h03+x13/Z7DeOTt999nfzjw/1H3ZjGWZdl53rfPPNw55oyca567eqJEN6cWCYo0LZqDTMovli0bMGAYgt8E+sFtwpJBAxYsmbZIQqQ4NIemKbVEsrs5dLO72N1VXXNlVuU8xRw37nzvmc/Z5xw/7JtRRfnBZUEP5fuSQCIQGXHy3rX3Wuv/v7/WBGEyIa9mFFUAwJnzm1y7eZVZMCEKp8zGfap0QbIYI4ucLC0IFhGGbuE321jW++Tvbre7lME81AhqzBZzBidDHMejKiFNlUc6juNT+2O13N5VVYXuOKcxEwhBEqlWLgpnFFmKqP6qvTSO4w98DzWg8TxvWRyUJs821Ye2XgKM03xJO7ItNF3QbrfxGy0M16Woagyz4vHHnuG1115jHg5ZJHOyrOCJx58myxJeeOHjpMWcR5+8yPU775IUBfd2d9je3lIfCkMQxAGvvP4qSZGDWbM/2CORMSWScTDg6eef4JuvfoOdvXtkMkNWJbrtkEiJ126SFrmKr/A9eqsrdNo9Op0OjuMghAIxuK6LYaqQNSkleSaXGUhqfNJqNJVHuVBzVUVkV0sP27axXRev0aAWBrrhkJcVYRQt7XUGYRji+z5hGKrsIEOJ2hE6wtDRDYsoTPD8FtTGX9H+VVV1GuXxUENrmQ5JmpNkikKUpBlpLgmnQxb9Xe6+9Zec3L0K6RS9kojlDE/TQC6p8Q/F6Q8LzGlLXAnKWi2PVla6jEcHyFqqFICq4ubda7z44osURamgGcvDtSjfV6DUp0VSQZHh/ylx+uAU9IMb6erUfFKeakDRan7pl39RmSM+0Lo/LGj5v8W3fPjn7sEdzp3fRmglcTIjSwvSNFzOiGOVwknGhfOX3wdvfCC98/RQoUSW+env9sGCCoI0jfmzP/8jqjrnw74+EkWzrkuScMjd+68yTxfc273OtWuv8O23/5Td/Xe5ef3rZOE9gtFbVMktbr/7Nb74e/87V977Bi+//hVu3n+Vt6+/TFRNufXgDg8Odzke9TkY3OPqzTe4t7vD/tEJ+/0J+/0ZD/an6Kbg1bfeYPdwF8v2ORzd5evf/CMAXn7tJbyGzWjUp3+0Tzg9Yf/BdcaH90njECEE3e4qpu1RFBKhq3AzKVWwl2nqeI5DXZdMZlMEBs1W77TlsUyHJFYLiTzNMA0dnYo8TRTw13QQpo1u2YRJTLCYsL93n2g+A1C36iDEtgwcS91mTV2nqiWu62It/y5NMgxKKqluXGUFpmnjNjzFWlxChP2mRxAtEI7JeDIhyTKu3byKbbWYJ1O+/p0/4vruVWbzEJ0ecVJz68Z7/Obnf4n9kyOu37/CJJxz+859wiDjeDxhEky4evM6Zy6e51/8zq8R5Al/8fKfM0+GfPmrf0ipFQwnQw76hzQ7PkcnO6R5imGZXLl6lSyXtHtdFlFMECc0O106nVWE0DAMDYREGIJFFOO6ProusGyDZsunkAmmKTAokZkSu9bYgDAAACAASURBVBdViW6ZKOqkpojwhk2vu4owFHpP0ZgaZLJQM/Q0ZTQaUlUleZ4idNQtua7QLRvHdWl2urheB9PwaXfXMUybNM+WUGllV30oM3vowCnqgqrOCaYT4nlEvMjI0oLFdEAZ9QkfvMH9177G3rU3iedTKlmSypKkXM4nhc5wOD4tUg/dcEVZkZUVVVGBAWUeUmslUirC1m9/4Tfo9FYoy5Iv/KsvLB1D2bKAfVAq9H5CphBKw/j+4ubflhqJDxhG3u9ydnbvU8iY3/jNf87P/uzPYJjaKRTjYXeVZQk3b15Xsr6/Ihes+fwXfg3T1njp218llwF/+idfpahSSvlwIaa0m6beoCiUaSTLAwqZIcv8dH7+wVu4uvUqJYAsc6CmouCb3/4qVZ196Hr1kQB2lHVJlAyQMmY6e4eTozcRpYHrNxn1d2m1be7uDuk4OkU8w7ZL6mLBbDahkCaOWXL71it0V7vcujdirbdOEgcEwZRGY1NtQksby1BOAlFLxsEDFT5mRoTRPqbQ6I8OAUjCiHfeepVHz53B1CMWszF6IRFSYtlNHFfj5GRILVhyHjWCMCHPcxpuQ7VhVUkcZ+iaWgBBtZyhWYSLBd3uCvP5FM9XusUgjbFcpa/ULZtAZjQNnel8gh5Dw/bB7BAEIXUtcR2HNCygKKnLAt1UGTRlLZRHVxY0PBtKtZQoa7WRd2wb2zAJ8kgFjBUpXssFC3JZsne8zyW/SX8w5Oj4JQ4GO7zwsU/z1pVX+fQLtpIjOSb39m5zMp6wCOdsbz/Czu595kGf/ZNd6tqm0XRZBDFRFvHp7/40r731OgU533ztK3z3X/8xbt6/i29bfPrj38NXv/YVfuB7f4K3b7yNTk1el1iuR5TkOK7BbNLHFIIsCVhZWWFyHGHYLmWaI9Dx/SZpkSILpZu1DPUcTdtaiqtrLN1CW45L8jxfRugqJ5AwLZxGkzKXGI7Nyuo6hq6KwHwRU1YZulYvwdEGWRFT14Ki0BG14jDJJdVJmBa+5qvsesvCsgzKsiDNEzyvQRynuL5DlktM3SBKExDKxun5tnJCNRqEwz5OXkKZ0dm6iNlaR2oOQhQYpk2j65OXNa5lLW9rFZooEUJRrTRcZKEznO3S884jBHzm+R+BUkFMoniKqGtqraCqSkQl0A2LUgo0vVoKw9VsEmGBEMgsU8hGqW50FTVlIaAuVPaOWDIbtIT/68u/xc89/fM0O03anS4yN6iqZFmIbcoyxXI1smpEIQEh0YUFdYEKXkvQEHz7rW9y+dLjeA2BUevkdYGBRp1Bqk0RUqM2xZJcb6ILtePI8xTTdFHLUahrDWoFryllijB1qjqnrgxwJSUfvj3/SBRNXWhE8QKNiiQZU8qabnOdVtOg1WgRJnMGkxHGis9iPmF9zaHZtkiJsSzFlzRtg7IaMZ8uqKsBVZmRFxFmlTI66tNrnUOUFpQmjuMyHOxx8dIGd++9iixnSFlgGSo3xnFq0mTMfC5om+CZBqZhYLU8BseKcP4wNE3oJqPRgLpWoAyW2+AwirFtF00zyItC8QB1jcVigWvZZJnayjebTZI8QzMM5PImmpYFYR5SBAn3d+/Q9ZuU/gp1XlEXFbqocB3nVHtm1QJZKeCFpmlQVmoxJiryOD6dX/q+f0oQEpU6eTVdiYLnMlzGKtTMwwmz2YwHu3exPJ3BaMTZC+fY699VomOZM52OsW2bOIu5e+8WcZhi6Dn392+xvfkE33rlOzx6+Rnms5g0T7jz4Dq2W1FWFu9dv8FoOqDlG7zw5HczngyZx0ccDw/ZXNtmZW2NKEuZTCb4TY8rb15jtdOmShIMoTJ+VO55RKvR5vhkiGEqi2Nd1zSbTYIgoNVqqQVMqeROnu1+YFmhQBm27WK6Hrpts9ZZRbdstrYvILOUJMlI8gyZJrz7zpVTy2xd1/Q6XcVpLQqyolDZOgJ0y6LMSizHJcsS0jw7tbiG4QJnGZ/hOA55ubx5Fhq9Xg9ZSGbTkCwraLRa5OGUeKxYrO3NHLuzgTRd+qMD2t0OupAkScV8OqPVaWMaOpVUtydNA9fy2N+9RfORC9R2xQ/9jR+iqhTZPMki4rwgyQNcu4Oh61RFgaGrQqMZOnlRY1s2lmMhSw0bTb1va1VgpJRoto4hbMpCUmIQhjnYNZ/6a09x49brfOoTn6AsNHQNNN0mKeZQ5RiGRRinrG+eUdSnWi25EBINA89tUJUm0+mUn/lbP0uZ+1SVXMrESmqpcTI8YcM/g9BUbDAIchkvnU7quSmQc70cD0h0Y5mdVaslaFWb1EKZIT7s6yPRngsh8G2HZ556GkMXzCdjdKOif3JITcHe3n2l0UszbL/BPA45GZ1gaBpFEdFp23Q7PkkyxbIqDC2i1/FJ44DJZA+0IYvwBrPFbZLsgPHwLoUcsrt7haqeUWQxoippN9QMZxEd0mhp5PmMLAxxTIeG2yRaRDQaKupga2uLCo3RaERZKvirZTlouoEsK0xT5YFHcaxap6JAypxOs6VgFFmmWuhCtW+O4+A1G5QauA2HWTDh8GSPvAip64JarxjOJghTzczSKFYzLV25bbIkQasrLF1TG0ZDo8hSKgF5+f68NEkS8iIlTkJ0Q6VNup5HpQlORgPm8YwgnhJFEa7nUJIxnh5w5cqb3N+/xrXbb9DqthBCcPHiRa5cfZMH+zdJ6zEHg/vMwiGTxQmVFjOcn9A/GTMPQgy74mR0TKPZYz4f4/k2D/ZucTzY5dEnH+Pl179EmEQ4bhOv2eXPvvqnjGd9jocjiromSEMqQyPOc/K6Zh5G1JquYCB+43SuXBQFpmXhe83TuV8ttFM3iW6qm32joToC3TKRtYqomAZT3r1+jagoKHULt93Bb7VZ2drizPlz1FqJZqrb13gyIk5j0kK17eiArvz+uu1gup7KJdIM0lzBUnRDU2JrgCVMO8tUa97v95WuuMgJg5hoEUFZkMzHLE72GDy4QTk+RJYpb7/zKnmiZoiHR/eI4oBquaiqKNUiLsvodVe5+t7r1LJG1jVZppGnylKYpAFf/cs/RBhqzpflkqJU4vFCVghULpTbaCJ0lSFULZ1LdfX+tv1k2CfNlYRLryWlmfHPf+uf8L2f+lv83u/+Oq1mj5qlI21J33/tzTdIy4TBaESz2aaWGlIumQaALHVcv0ElcnwXPLNBo2mR1zllzum8st/v86/+5e+RJtFS4lcQhCPCaPZX3FJKqlVx3N8hzRbouuDO3etUQu0AijxWQYcf8vWRKJp1VSkRbpZSy4LNrQ3quiCVC2Qe0WwoIvnaxiapLNEsE6/h4vqt5RZZedXPn7+I77uMxxNmk5BuZ5Om34EyJJd9kngHIY7R9RMcs4QqxXdcFcGqawwnanvea3mUeYBOyebqCo6ucF9CCISh0+w0mc7npxkxum7gumq+WS/lQ5qhgBsPGZZ1XWMbJnmeqtuPJjBdk6xIyWVBJRQFqdbhZDbE6ziEyYR2xwNRMZ1PGM2HRKkSoetCUxrI+qGdUI0ekjikLDKqIodlZMLDAgGK86kLDUNT/EHdMKh0geM3GM2H7B/tcvPONSbTE1ZXe5RlRpgOQJfYnqDVM4nTgJqcvaP7yDqlFBFpMaPWc+I0YDjdZxEPGM+PmIdjxpM+pqUKWBiNiZIR8/kUWZfcP7jJcHrI/tEunU6XMMl4sLuP3bB4cHiHk/ExlQ5XbrxLRoHVcHG9hrLmVYIwDFFcSpa/n4OumypWQdPwfR/XtWEJTH7YJdR1jdBUsJfjOARxSJRGrG9vEGUpB4MhOTpOq4NuNVnf3mZlawO74dBoNyhrSZIEyDJXM0OZU5YFhVRIvzQvEaaDaXk4XkM5toS+xJyJU8G5ZVmkheJxBlGClCWyrgniiDSOKeIIqy4Q8YzBzjWyYEyVJVR1RpKmfOlrv89kMSXJMrIqJ6km7OzvkKQFzzz3cdIsoKwi7u08IJUVsqhIZcDJaJc3r79Clqngv1SG5LJClgmyViQr07QROoTRgnmwUIu28n2/eFFKrl+/pkwjcUmelhiOYDI/QcYWZ889SlGVJHlMKiW1MEjziiefeopvv/I17u/dQjdq5JKNUJQlWSEokMTFgN/+g3/KfDrFtzZxPYtCq6kpll8rGY/H/NiP/SiaME436oPhEb/zhV+l1jIKKSnKlKLMidI5jqf+nUU84+h4l0yqw8xz7P9PcRcfiaIpNJXkOBoMmExHOI7B/vEenm8yHJ2g1Rrddo+bN+5TY2LZnnpzWiVBOmcS7RPLMbarYzqCRquD69tLqY3OuTOX2ehusLW2TpEF9FZ8Wr7O5fNn0ckQWgHCxHF6AEz7fZqYfNezL7Lqd0jmkQrJ6jZJ05jDw0OiKCKOYzzPp9PtoukmmmkRZylFVSrvuIAkz6iE2lLnpSQtcgzboqLEdC0kNV6rQVZnJFXCNJ7Tnxwwnvcx7Ip5NEJYgrRMqHXQTQ2/8RAHV57O6GzbpK6kyk8vMzzXwjT10+28EOI0JkLXldyj0WpieQ2EbVMbGlEZEmchhUxYBFN2dnZIk5Ism9JsWziujd90SIsFiALbqbBdk0rkGGa9dDBJhtN9hFESJkcMpu+yd/QOe7vH6JqF5UgWwZgoGOP7DYo6ZPfgDhvr2wyGh9y5e53d/dsEyZCdo5s86N9luDhhfXudBwf3mMcLwjQ5vUXquiCKgtONdaPRIIoihNBPVQqnfM1SYece8kYfSo80TVOSGA2u336X/vSIk/kReye7HA8mTBYZlWVxshizcXGTrYvbXHzsHOglRZkqK2mRYhjKAZamOYZpoxs2tueBMNFNF6EbWKZ7+qFXMBSJEPrSrVaQxBmzeUSSliyCjCTOONq5T53O0NIZxeE9PvPsY9TZCVevvUKQjXA7LldvXWccpdw+uAG2zSILmAcZD/ZOWBQLvvz1zzPLDvj1z/8ipQDTsUllRlb4HI5vc3RynzipKOpYScSmc8bTCQ92rvMPf+F/JM8zgiCgLEuSTG2aoyxFYBClM8IiIqkifv5/+Qf81//N3wcn4Yf/5o8zHi2YzUeE0ZRvv/wNCplwsHdIr73K7bvv8D//o18kleqwkXVBIRL+5Zd+jSefe4q7Bzf4yZ/8z4hkyEuvvMIimRNGGWEiKY0533z5LygymzRXi7tFFDNfpPz0T/80v/obv0IpCuJUkhQRe3t7XL9+n4KCX/4X/wez6JggH/DurXfotFdI0uhD16uPxEwzzxTJ3FzpEqc5syDEsiz6gxPaXodOp02v3SVbTzBMqDXB5ccfY/9oH920QEtJs4j5YkwURayvnGWl2+bm9es02y3SbIHr2ewP93BMi4OjO6xvrKDVFXqp07ZN6nyBtzxtXnj0WT757MfJgoj5aIZjmWiaEksHM5VvExc53W4XTTdI05zBaIjnNnB8RSGPklgNtFFRArpuEMzm6KZGGEfYrkWl1Vi+IvTMFwuEUSEsQTZLiYIxtZ7Ta7UZzkYUMbTcHivdHgpOYFAXFUIKdE1QZErmlBeq7S9rJTuKlnKXh2g0RE0uJY2WT6WhsrFtg+l4huNq6KZGnoZkGVhejW361FVOnuSYmk0cJaytrJOFqRotyIJWs4OumWysdplOFuiGkvRsn13n+PiYzTMtbt88QDcq8pZFWVQ0G4IszxlGIb1eE8c1ODk6YHvjEfb3dokPQ9a2PaJ4xGCW0PJ8nn7sMbSqwvUdklmEZRtKeaApm51hWJiOjV0L8jRVW+FCPYc0iTAsZYFsNZpESYrrWCRlTp1JoihgUaRUVc7JcI80jYniCau9i4jSJJdTnKZJVmVEswSZJnTXV4jnAUkY4TseZaWMAq2Gf7pNrkowHYdaSmQBuqaTpTGep1icummog0xb+qGrGkNXdKWirJiHIU3f4eBgj0a7w4ZhkWQLaLbR8xmeYTMejUDYZHnF4fEBl871+Po3v45u5AjDZTgZE8QBv/Hbv8LP/th/wXAWkmQJF889SVWnXL/3CppwMe0WpWxiWw5SpuTVgj/44q/y9/7L/5zj/iErvTXKLKdYeg4rvebxZ54hynOKPCUI90jjE77w+d/iiSee4KkLj/HFP/gCb75+g9E4wHEFeVFR1zqPP/UoL3zqGZ599iKyKsllhTAlv/O7/4Sf/Omf4h//ys/jWk00x+Pn/uF/xz/4uf+ef/bLv8Df/Tt/H8tu8ydf+n11I84NtDojkwJNE2ye2ebqtXt8z/d+H994+at88sUfwNAEd3d2+IHv/UHQYs4/epYz5zp89Rv/GtdYJ05Ckuz/Z9tzTdc5d25bOTaWyw1Z1rTbXS5euMxsMuP+7g6WpSJvddOkZXQJwxjD0umsdFnIMZPJiJa7Ri1LJqPRqU5Ot9RA2TB0/FYbxy9J4pROb4XnHn2GJIkZ6ce4ThuIuLx+nipIsGoN0xSYls5wOCQIFriOQ1kWdNttgiihKiS5LFlf28T23KVdLuMhlkq19IJKVFiO2o5aDyMY0oRaSBzfI8wCLE2nfzzAcCyiKGZlw6eQFQiLtc1VunYPz3aI5zNc22ARJshcLG1kuZqZFfDQP5zmGYbQMTVded7TlKou0U3wfIeyqtBNk7RIGI6PEXaB61lYmsB1THzfxfUbTGdH6K5GkmRsbp6hKEpymdDtdtnZ3aeSCzyvgTQErYbP7sEuW1sbtHyPqWlgaJJz2+vIMsI0NFptB8fVifOMTs9ZovRCtrd6JPGQVkvDyMA2NXxXg1wjz2MW8wktx8dHR9fANhTjU9frZc66fWrTK5cMVNe2qOplFlFW0G63ybIM31fmAK2uqDW14DBN6PZaDKZHOI6JZcWMpveJAklWzvF8HXlSMDqac/7MGZqug9ttYNkaaZgiixq/5ZMkKs5ZW+ZpSymhLBG6towrURlB1TKbW9dMHNuhFupgrquEVqfNbD4nzxJq2SZOFlQClRqqgWXqXF5pUV14AiFLGs0Gf/YXX0K3Djg+7BMnU/IyptPr8MY736aWJd/zfT/MdJ7y+1/5LUyrYnN1iyQNmYcTxqM5WR7y6ed+VP1bdcG3Xv4TPvuDn2I2GdLyz9A/Pqbd9qlqNdN88+03OL/1GDUW126+xmj6Gn/3J36Gi2ee5KU3vogMXP7Dzz7Pd77xdVwDNWt3ushKcrD3gLMX1vnUD3+GOC/QjILf/s1/xt/+2/8peRpDqWHpHv/bL/4jPvP9n+Kf/p//A9/3yb+BbTaotIwr777F5oUziohWaSpTq4zQqOn01tk/uscbb3+TCxcfpdtaI4gSFmHA7/+bX+bcIxcoZMK7N17Gt3r02h3u3r374evVv+f69+/0EppgPJ0QxhGNVpu19U1c18W2bQ6Pj5gsZghTp9trs7m+gWXoXL95DcfxWFtbI1okICtMnSXNRpn/G00L17UZjY9oNFyEVjMcDul0V7h08Uls06LTbLHWXOGFJz7JJ574BADn1zbRy5IkWKBrGjs7D5ZatgrbcbCsh9AGpdl0HR+v2SAIVPztQ11YmqZopnHaImqmhjAEjmdTixrd1EjLjNHshLRKWERzUplyeLBHUSj9XZIVtLsdptMp3XaHKAxVG7jEnWmiRqsrbEMVRdM0SYt8ySM1aDS8pZukxjB1RXmpy9M0xCCe8+DgAXEWU4mKjY0VGg2PNC2gkpRlwdntSxwfzYgWAaOTCXGUKe0eGoZhU1cGs3HI9uYZ8jxVQnlf3XD8Vls9kyqjlCk1OaZV8eKLL1BWCiW3tbVFXZZAhahz5osFrmtSU1BXOQ3fxtA1Gk0HUVe4to3v2GhC4LounVbrVEeohM3Vqcj84U2uqiocy6CmJIqDUxWB49lM5xM6nQ5RFKKLgvnshO3tFebBgEV4xCLsk2ZTJAlROuPwaI/pdEpcRAwmx+R1jumqrBlZleiWgWXraHqNLJWkp1w6b0zbwFoqHzRdBd7opkFFfWq3NU2TyWREmqr/x+FkjGYaTCYT+v0jZBqRTSfoacLjG2c53LnDaDSi1TCYzU846t8hL2KiaIKm5QwGt3nk0mXefOM1gmRBq6uh6+B5Dd699g7PPfcZkjzh7sHr3H7wEuP5axwefQshjnhw+23u3r/CeLxPkkRkZcCNe+8B8OY7b5EmY7J4zKULDp960WPVH1Hn7/Bdzz+FqAasr9b8r//4v+Kn/s4Zvus/aGM7Id/72ef58Z/6URaLEX/8J19EsuDffOk3+exn/yPCueCNN94gS1K6rTbnz23x1lvvoBs1i1lJnFb82V/8a1548eMkScL+yV2StCLOUl557ZvERcqrr7/M/uEBrU6Tl779JabzCZqmEWUzXN/Atl1eff1NJoshppuByGl1vQ9dr/TPfe5z/14L4L/L6xd+4X/63KWn21SV4LHLT/Dee++g6RaLeI7l+BiOR1JEyloWJVzYPkuUJNiOBRokUYSNxvb6Jot0geU4zKcTNCpeeOZTRMmcJA3praxQ5JLV3gZFHKEJmM8m5FlGy21zdu0sv/viW/zIV7Yp85zZfM5iscB2PMqqpt1pU5SCMMmYLyJsz1+6amwmkwlyyaMsy3IZkmbg+01M26YWgiyPMGwd0zVIyoysKpikI2qrIE7VrWJ9ZZVet4Nl1XiuS5qXlJmk3Whydus8VbHMbi4KaqnC14qyIi8kvuOwttIlTVIM21HujjKnkDklalCuCQ3bdxCmQFgGSZmiuyYFGV6jgdAF89mYc2c3lITJ0Dg6POTS+TOsrq2SS5U55HsetRBK1ycMgnnIeDTi7PZZUpkwmhxjuSbl0tq3vzfEsxy6az3yIiPOC4oyIYkLZJoi84S13hkODvtsnVklShZLZ4mg6fqEi4hO10Mvoet2qWSOa1oUWQ6lRqWVKoXQULZVKSWyLEiyBNdyqUqlOzSXOfOmbVPVUGkaumkRpgHCrNgfPKDRtihkjqYZzEZjdEPi+D5VGREFU3rtHpUsCMsZYTLHsNXhYVsepmFgWoI0SzEMm0LKZYCYWvRpuhLW+80mSZqCVqObhoojrhXEpKpqkjwnjSM0XW23m40GMs/xPZeyKinLClHVmIZBe32dd2/eor3SYzzY5eK58yThBClDOi2fMBpjscrJ8A7Hw32ee/ZFxuMhST6lP+gzGPSJiwHj2TEnx++ws/OX7Nx/g0++uM2Kb/Kda2/y51/+Qz72/Ce5178CTsbXPn6Fz7z8LM2mzvHwNrPFVVa9mKqKud/f5drNd7l7eIfrd69w5/5VRG1y+cLHeeM7dyhExZvvfYdet0uvt8a1O9+m17tAJduE6R5X3/sWly6f4+R4QLwYs9rucOnsMwRxQXdlhb/4xh/i+z5pmnLj/g22zz3F11/6Y85ub/LerXexPRvfWePi+cs8uH+NhtfBtG1e+vbXKXV47PHHuXP/HotwRF1L5tGEyTTmzW9dP/7c5z73K/9v9eoj0Z4j4HDvkAvnH2N0MmS1u06ta1TCIM4zrMpAryscz8CgwZ39XfIyY93volsCfIlvOsyHEb3VNsPhCefOXMJ2PW7ceQ/LdrBti8HxmCceeY40CljkU1pGk8tbl8lnKU9eeJSD23cAWEzGJGmOrFUb7XoN6rpmNpvRH4xw3MbpIsGxPaaL+amAvKZSnuQsw2/YBPGMMpKYjoXf7SK0nJPxAV7DRddrwtGYdBYiq4i6tCgrje0zm+iWYLEI2eh2SeKSptchTRKKIKLrN8nTjCQp0DULjVrdNJOISSXxfZc8V9bJIlM083Lp27UsB6/hI4UklimTYAJOTbfXYhbNicNAsUmRmJ6JLiTNFQfDgzCa8fyzT3Ptxi2CSFnaNMum2fbQLMn66gq1VeA6Ommq41o2ZV5QFDUr623W19dBVxv9IilPpSbSAlMT3NvZJS/Vz9tqtZfxrJIoW/DUxy6xmEZoKHeK7zVZBDMM0yIpSnRN6WYRDyMsStrtrkqa1HTqWpKlBc4yYK4qCyxd4FkWllUR5nB4uMf61ioHxw/I85xaaqytrzAaz6FOEVqtRgH1CGF4lJVHKlOG8xOKZoaFhS5t2l4bq+EQRxG2Z1NkElFq+E6LMI7xbQdZKM+7Cm8rMC1HqS/qGmHaWEuoBZpAypQ4zQjCiNWNdY5P+mydOU82GtMpJX5P8v1Pn+VPr7xKu+3y9juv0OhCnifEBxGG7jGZHbHW22YRznnr7a+R5lNkeUCnvc7du+9gWhUUBakDheYhZMkX//gV0lJw/uwZfvhHPsFX/vyXqF2LNC/g78HhwSscH7zEUy+e550r7/Jgz0AXEstewbIMju8d8/yTz9PtbPDVb7zFH//hX7IIBPXokGc+cZaVls5w/B660SPP9ll/4Umu3XyVRXKEOzfY2m6iiza97jZJ5HD15ncwm7Cy2qDRqJmOSwbHQ9658hUeHL/JN9/6Mj/94/8tOgLbdHjpW1/GtBfMwiMa7llms0MICt5+M0avSzSp0XS3ODrYZ+OZRz90ufpItOeWZXH58mU6LQ/fsxmP+mRpjK7ZNFs9TFMnz2IWixl+p4XttwBNsQ3jiCie02yq/JzJbE6j2cWwXOK8YDwdUJY5cZbRW1mnyCS2ZvHs9lM8vfUEW94mz1x6lmQh0YQNQF6UGLaFZVl0u13CMGQwGDBbhNiuR5qm6KaFZTpMF8qTLasl+KDSyWWF43jLW4ag1kA3oaCg0HJKLSUqpoxmh3RXmggdbMvFcQ0cVzAaT1Wqo2cwGhwjk5yN1Q1m49HSEhmf+s7n8zlxHJIX6SmYIUtjRS/K09Ov03kISyjxGi6WY1JqEse3mAcTBuMBZVlQoxYnJ+MBYRYQxHPchkGtF/hNl5PjPrWsiYKQ9fVNfNdGaCW2oyHrlKJICGZzWl4HUeqnWTy93iqzYALL77+/f0hVgWUZhHFCkkpKPcfyBEE8hapEqzUKCcK06Q9G1KKi0fTwPI+8UL/bQ/yclBVpqliimq6cWlVVU5ZqGZPLQonMM4kmBFkcUeYF9dJrUgAAIABJREFUaRhSFwW2rdPtNRmN++i6BrW2bOEl3W6bwTBA102yXOJ4BparxgWVqDg6WRDnCYfjYyozJyWlcmpqWyC1EsPS0S2dSqgiWORKRVFU5TJvSeHjQAnk0QyEbirNr6xIc4lumCD0JQ1e2Q6DIGA0OEEUEQ1RsNXVKNMZ29td4jQlTBK0ZaGv65iqkriOoMhnoCUgSqJwRpYvMCwDhIZlNUljnePjmLX1S+i6T5DW7ByNmMYT0ixiOh4B8IPf9QLnzzUIghNqrcJqdmmtXcR2fAbHfV782Cd44skXcLwNrt3apb1p096sefqFTRxfst+/y/pGE02XbG+tMRjdJZdzWm2XMB5y9Z33mM9yrt+4SVpEnL2wzpVrrzGe5AyGE9AykvSIeztX2NnZ45GLl5Cl+hwMJvdZ3zzD0fExUTIiL0cIPcMwa8aTIWk+ptny8L0OhtkgzoIPXa8+EkWzLJV0xrJ1yjpmfbWNEDVHRycURY2hVViGTlnWHJ8cEMUxSZAyGPQJs4CylkyjgK3zl0kkhHnBNIqYRWOEJUjKkGarR5yqN1vL7bCqrdIzO6z7PRqGy3Q4IiuWYj9dZzgcoWkahwfHDIdDwjhVSY9hTLPdotFoUGvir2xAha4jDIV7E6agNjRKvURYsEgCCi1lOD+mEAnD6SH94RG2bdPp9CiKijRNCKMZCLWQqWVBp9Ph8uXLPLh/m8ODPVzPpkgzkkjF0WaZirMwNB1NU88yTWOyNEaIehkxYYBQsFjLsbE9ZzlfrRnN+uRFQppF5JmiAWVZxhNPPYntWKhcmZTZfMx4PKbRaLDS7XF26yxVUdNutvAsC1PXcGyTLE155qkX6LbWcByftdUtFlFIksVohiCIAizXUc9NMxQ4uQA0HXSB33JwHItWp43r+qysrKMZDpqh49gmUuYKtFtVyqpoaAhRY1vukmH5/gy5kBLHbVKiEiLLhyxFdGzLwnNVNEWaxksPv0mSxZTUOI7D5uYmaCVJErGxoUwNjZaPphlsbG4ShBNWV1f55Kc/httscfb8OcbRlLSOmJcBmZkTawmlLUmqGM3SMR2TSodUqtZcbYBVzAYscWXLLXqtKdKQrpskWYFcgi4sy0LmBRU1SV4QBAHJYsZ620fIHNOQtNoNOp0OulFhWhq7+3dxnIo8n5Ekc+I4oN3qMjiZ0ml11eFiGPR6azh2k0effASr0WU4nFObNmGeo9kCRMXmxioAaTIlCmeUqU7L8xkOJhztD8mCiBeeep5Ll55mMA556eWX+fhfe4TtRzVe+OsdcjlXlyHbRDM1SplxMtyhKA8o65D5fE7/ZI+PvfgJklji+01u3LzKg53bGKag2Vkjr0sMu2L7XI9Splw+9wR5WnDv7itcfe/rvPLK19ANwWQk0Q3Jnbvfoawm6gKWZwyn+1SUHB7vc/b8GfaPb37oevWRKJpVrTbNt27dYH9/l9F0ghA6Fy88jswq+scHy8xigWULGr7LZz7z/aRFQpzFeO0mlSa4/eAeeSVo9VaYLOYMJyfMFkqEHsUFWaaiK6qsZqW5wmq7x2Rwwt7OXSqZEkXqtInChLX1TWRZE8bR0tMNcZKyur6GbtlKtJskKsbWtmm0Osr5IyW2ayNFQZQHSJERZSFxGjKPlVtmshjitzyeee4psmW8hOO6dDpdXNuhqkLSeIEwTCzHQ7cENZLtc5vEcUiz2VSkmrLEsk10Q6MWFc1mkzRVbEzbVa3fQ0hsrSmdpmEbCB2Oh8fEWYjlGLgNm9HJidJ6ypIwTDg4OCBcBFimiW1aatnlecxmM1zbxjQ0wsWMM5tbBPMZgorFeEpVSA52jjg+Pqbf7zOezakQZFLdbJpNXwE0CsjTFF3X6XUaAHTaa+RZTRAkKvqkqlmEIa5rK6BvCbZpMQ8WqkAaOuPxGNswFX4vkyRxRl7UmJbKJTcMg6XzX6HTDLUAkkVFVQuEDrVWk5eSfn+A5zZOSemjyVjRgEydIIg5OTlB101cv8X93T1WVlYIwwVRMCdeROp9li6YZxPSOqK/OMFo6WRaQmEWFHqO7RvUVo3Ua8IiJpUphmsia6kOlyQhlxlo9Snow7QtZFUvhfOWgo48hGZoGnGUk6YZ57rncCqbyWBIHE6VQiFZIPOCM9sbHB7fwjLVoWrpFoblk6Ul4TzmzMomruGQRRlIwSxM2Ds5wm6ZHB/u41o+i1nEI5fPMZqpZJurt98jSUuyuGZz/QyVFHzyhRc53N3h/OYlfv3zv83V69dAh2k4I8pT4iin6a9SFQau02AyVhrbLB9x/8FbTGcDDN1idXWTfv+Inf3bFHlJp9Oi1XKgrIiiQw4ObhPFc+rKotdpQynZXt9mMT1i58E1Om2XMDzguecf5dbt6wwHO9i2Qf/kCKEVzGYTQKOoI9JyztHw3oeuVx+NolmV6KaB12iTpCVUNmUFumnjWjqO47C2tsH29jayyLBNg/FwgC4ELb91Smt3XZe6EkRpQpIuaLfbnD2zTZ5AluR4lomrGTx6/iKmoXGwv0dZSuazKVEaUy8tbqbnkOeS8XiKbbvouom5zBG3XNV2y7ImSlJqIfCbLeI0wXYddFOnFAV5FaE7FWG2IKti3JZDGM7RdBUGNhoN6Pf7LBYzbM/G9VRSommalHlxKlcqRU0Qz1hd72KYymNvuc7SGva+PbAoCqIoQtM0tanXWDI/ExxX3RhrUZHmCVKURGlMksXEaUQYBqyudSnSjLqG1ZV1wmnEaneFptNAVBq6bmHYDqZpq5/TNsjzlGvX3qXpu6x0OuRpxvb6GWSZsr7Ro9FuopkGjutiGrWS/6Da5yeeuMBkovJ3dCGwDAPfbnFm4wJoOpphYDn2aciehk4cxBRlRZxn1KaJYTl0OytLyk1Gs9VFN2zqSgMMcqkcU2EYqmXL0rNuux6aYarWXtRkhcR1fPxmi0ajg2FajGdTgigky2uKMsezTdZ6XWpZsLGxhRBqRqwtSUqCHMc26fQ6BOlMte51RpDNieqYVMSUTklqZIimjrPawGy5RGVKWMRUGuRVTlKkFFXBBwPPZKHCxJIkA2FgOepWrdic6r1SFRUyyPmJH/oJ7NojSRcc7u1Rl8oZtbbeRlYR88WIxx+7zPHxlKqquHhxk1oKjg6OqauK0WiA46tMJMqKXneVhuczm4Wsd8/R9hromvrZehtb2F6Xk5MBBztHxFHGcNJnfWuDb73+Kt3tVWbJnLUz62R5ham30coGo+EcXTOIIgW5mc8GJPGCvAhYW1uj0fQoZE1npcXWdgspYwy9piokaRjgmDU6Oqu9HmkacuHSBTY2e6TphCwLaDVMHKfixq23CKNjgvmMtfUOZ8+sc2arhyxSVlfX0TQdxzJ5cO8GdZl+6Hr1kSiaAP1+H8ts8PijL/DYYy/QbvVI84w4mrLa7WEaFpoOG6sbZHFAEkXomDS9DiYGTd8lXExxbBuDirpMKNKStZUtLl14GiErHMOgZbfwNZPB0RFJGLO/f8RkEjJfJExz9eDCKGI6V8sdv9mkt7pCd6WHbpnM5nOSJGE4GVPWNY2WcgnpuqCsc7AK8jJmEY3QnRzDr8jriDBfKDSWEFi2i+t7pFlMITMGgz6maWE7BmWVsrV5EcdukRUxk8UxmgWDWZ8ojThz5iyL6QJRKVp2nudLZ4waXwihLJyapmFoAs1QzEDd1Omu9mh1WoThglanSVrEjCcDRF2yvrpBp9Pj0qVLXDh/nhefe57duzvkSY5lmIRBjGlYrK2tsbGxxng+YGWjpyQ1omI2nXL27FkWixkb26vM4hHo6gPdW+uRFSm2ZVEtiT9xHPHJjz/K6mqP9a0Nut0u89mEsixYW1ulLEtGwxk1FnFU8Onv+gwnwzlxLLn46BP4zTaG4xDEiZqNLmHPzaZq6xutjooOsXQ83z6FPRRlTS0E6ZKrqZsGlajY3T/A0h21OEJ9v8lMwZTTRIFcjo5PSNKIOFjQbHnEiwRRlYTBgK31NnkakGUJzXaT48N9um2fQsY0V5vQgJmcMS8DREPj3Z13Sc2MxlYXo+mguTa6bVELoUwUQbAEXGukaUaa5Bi6xTRK0QyLJEtP427LXHENktmcdJ7yH//N/4Sm20EXNrrmYFqCKIlUztNswmQ6YPvMJnE4ZWfvBpZr0J8PaTZdNEsjThY8snWBruni6xaJTBlMdmg0HU6OBlhLeVfL6XF4NCavSky7waVHLnL99h3uHR9z+/g+cVGSVhVXrl+h1nKCcEKj3cBxnFOMnKbB5uYGiIQy1+gfHVNVEtNRh38QTgiiPoaRodUGF86dJZrv86kXXuRgf5dmp+blV/+Uw/4OsszoNFZwHYiiE2xT4jVqeqs2Ajg+7CNEwuH+AZ7jctLfZzyYstLZZDoZfeha9ZEompqm4zd9ojxgHs6Q5OimQ6fTwTJqbBOKNCKJM7JScjLs8+TjT9Bd2ySrcmq9Zh4EtFbauKaHgY1hO8yDiHsPjtg5vANGgaEZPHbxMcJZQBwnHPUHzMIAv+FSJOGp9rEqS4RW4zU9oiTmZDggiiIsy4JKkKY51BqdXlfdDOucSmTEeUApcmSd43guaRqyCIakMkJYGoVIqPSa8XRKIVUGzOrKOu1Gl9FwQlHmJDJiOBlzMjpWLinTJIgTHK+J0GzKBOJptJQ0KdQVUslPXNcGlLukKjI0USGU2IhKVCq3R5dEeUSSznFcFekrao3JdI7pN5glc27fuYJRSRzbJIinSC3Fa9qYlobj6piOwfrmGuubG2xtbaHVGh9/8ROEWcw4HZGjBPtFUXCyv48oK7Y2VUFdX11jPppQyJDRYkheF+QyQ7MNMDRqSsqi4PFHnuKxR5+k2/NJy4ir197Fc328pZJBq8EUOkkYgKZh2I5KnaRECEV09xyH/5u69/qRLMvu9b7jffiMSFu+qqvd9EyTIql7CYgXIC+gAaQH6U2A9EcKEPggiuQ1JIduOMNpW93lK01Ehjve7n30sKNLwAUu0BD00DpAvVdGZqyz91q/9X1922BrEsdQ1/mirKiqBusQKm9bRSGSArAMkiKlo6WXHUfjCN8yOJ4e4XkB52dnoHm0dPjDAPOQC+46uN1tSaoCL4go85am69isU3zH48W3z2nrCoyWloa0WeOPNco+I9dy9KGFO4rQbJPBZII38sHQ0DDISxXPEppGxw9LCT3VYZgkMUnL9gBvrljfXFLvU/rM5O75fRpRqGyuUABlb+Dz5s0tCMnQHeAaEZv9Bt/1FNUpr3j37ho38ojTPYvpnIHv0suWbXLNttijG2pg+re//i1FVaEZJlXdUhY5puHw5MnPGAwmmGjIvqFuKwzdwXVHVBIs30fTLIQ0QO8Zz0L8yMfyDezAwXb9Axez4sOnP8NybOomx3V1dE2S5yXffP9byiZFM0xGowF1s6auVmx2r0izNZ6jY9lQFYom9uzlM7q+xrVtXF9D0yXHpyfMjsbUTckg9H58vfr/vAL+v3iEEGSlAlGYjsHl9TtMxwQki6MTZAWBE+I4DqvbS47vjPjXb/+OaOSQpinLmw0nJ2eEoX9QK5SkccODu/exLZCdYDqc49sD2lbgui7r5QrLMLAMU73VO/H+wzAOcrMsL+kxMG0Py/Vo6o66bXADXwWye8HVzSVpkSLosBydqimRuqCVNZPFEVXdHlxBUk3WmwrPczGNANG6h2tXiWZqNB1YRsDZxT3GsyPCaEwYTLENm74TfPb0U5CqP4em4diWUl10HZquv6dgCyHoNd73PX/A+wsUTPf5y2d0B02x7yss2ng2petqvnv2FZYNvdnzR3/03zEeX2CZ6nRQNxnffv87vvzmX3j37h0vXrxgOBjheyG//devuLq8JfBHjEYjsixjfbvFshxcJ0AIjePFOe/e3XB2epcwHB4o9tV7xXIUeAyHEX/4h3/I81fPycpchcDR6DtJFAQEnk+RlRiGhW27DAYjNE3h8FS2UjFDe6EGOEKI9yebJEnU/8f10E0b0YPsNDWNlxWu6xAFA2h08qQlCHzCwKOTgk2c0BkGQtPZbhKSbc5nv/icphPM5jPaVuC7HlmWYekGhmUTjSLiOGYwCCnLUsnwWoXVWywWtLLl0dPHimZvdjiRh9QFtuXiBf5hN13h47KsUDSiqqWVgrwoQTMwLYcirwAdU3OxTJ3Q81lMjqjLjNPjM4qsJI23DIdDOtkTDSPOzs5Y395wdn5CFAVo2v/z0p1OB1xevcb2bF6+e4Fp9RzNRnSippfg2KoHremSwSBiv0/wPI/ddk/TNFzdXFM37fsJv2EorbVt26RpymQyOShiLDabHZvtWh0QbEXiWm9WuK5LXuV8//wl88X4vRLj6OgIjQN4RZdst2uyLOPk5ATMnnv3L7i4d5ckT/C9QIGZ2w7Z6+QHsPTjR0+QwiA4RAd70ZGm/z+bnmuazng8xnItWtHgeGpKulxek8Uljx8/Jd4VvH19yWwyp9d0Slnz1bN/ZbfbYeg22+2atqsIByN03efe3ce0dUNexJyenPDm1RWu5RPv9lR5oabfvaAoCpqmYTQavffqmLaD7A08P8LxA3wvJC8qOtkj6Emz7EDxzg5Dmgbd6hFah5ANnShIq5R3l9fUjSAMB+j0GIah+lK9Ab2B6wQkecHZnTMuLi44Ob7DeHLOyzevuVq+I69S8jJGtA2u5mJKnf3tDtDpdXU1b+rqEI3p36sc1GeqrujD4ZC6KYmiAMvWaakwXYOmq3EdD9O20Swbzw+4unrJIPIp6ozV/h27ZIfvRXStRDsAe4u6Arun6RrWmw37dE+a5mw2e4aDCZbt8+vf/DOCntPTU3w/oG0FgT+gazVsy2W7jUE6nJ6eI2RDUapWyDDw0en521/9iqxI6XVJNBwRuBGmbqB1Ut0CNP19T8+21YaWrismd57G718UTdMc1LBSDfM6SSsFPTqW7VDWDaJTPU90SVlnaJqOY/h8/ovPuFktyYuCqum49+gRlzc3XNy9Q17V9FLjN1/8lmgwoKwVGq0oCtq6fK9fKMoSiU4rBeOx+uKLrgEhSfcpdVvyj7/5B94s37JKllihg7CkYmXaFkWjEhtV3dJJAbqB5bisbmM6aRJEY1opcYOAVvREgymGYbFc3vDB4yfcv3uPru4YRgM2yyWOZRMOxjz+4MODY6fh5ZsXPHz8iDAMKYqC2XzG0fERk6MpXuRjOSZ9ZxwITgVFvuHq+i0AbSPZb3ccHU2Jk536+XplRBVITMthEI3QdZ2TkxM0YDQaqcm/lPhhyMXFBcvlNZ7nEYYu0GMYOvLARY3GAXGSYLkGQeDx/Plzzs5PFQfVDFWPXdRoekdWxJSNegHfuXOHvKxYLE5I05zBYMR0OkXTJNfXS5paILoey1QlcDye/uh69dMomoc/8CxOWO/WVKLm8uoNnq3TyITffftrcCS//OUv2a03+LbPvTv3GY58nj55wCAIuf/gHp6v47iGUuiKjrzY8/j+x3gEnM+PmU+mnB6dsdvs2e+2GIZBFEUMx2OEDqPBEIBoumB2coHlhaRpwybOEL1GWdfkRcFoPGC7W9KKjKxYc3QSsS9WYFToVoNmdaw3KxaLE5AGy+slvmOTl1uGgxmmHdGIFs0RNF1N0ZZcbV7S9lt22SuKLqYQNVle04ueLq359NFH9Lkk3SUKpaVDUWQYaIjDvrXvq0GH53kqYiN76jrH9R06OmpqdvkthtOzTTfs0xjRq8L04tVLjucL+lZnPrsgrXc8f/cloyMfy5D0vcZodMbJ2R2EJrHsnvFRxG63oWxKjhYLTNuha3sGwwDXNlhvVhRFzr179yiqhjhNMAyT0/N76JZNksVUTU4wcKmbnM8++5TZZIZh2EzmC/ZZTJYWhOEIXWjcv3cHU4O2qijzQmmAdRPf8RFdR1uXaL0EIfAOOVsAx/Go6xbb87FsHz8cULXKs+O7Hp5toZkdvd7iOTaGZvLu3RWT+ZzeVR4hUbaMvYDb60vyIqdscx59+BgsA8sxqaocUxHoaJqG62V16Nsp0dl6uwHUi9b3PLQefM9C6zsMsyerd+BK3LFNbbSkdY7l2+RNgdAlpmOjmQaXNxt63UF3IiazM6oGNCOg6Qx0x8fxBgRuyG6z5ptvvjskAyrOz89BSAZBSFspYlFZ5gxGEZerK44Wx/hhRNO0aLrBN999x5t3b9UJuxY4poPeQ5Jk/N5/oyS004WP62u0XYVp9eRlQZKnOL6L7TrUTUnbtmR5QpErWydI9snuIJ3zSPIYSUtabCjLkjKPqYqMrm0QokPXNSzLZrW+RmodQtb8+f/xHZubjNl4QZk0eEbEk0efEsc5da1MC3WZETgWN+9e04uOo+mINNkRjD2iUcA4irB1DUMTaLqKZf3Y5ydRNA1No4hTdN3EMh1M0+ZkvsA3LXoh6dF48+4df/0f/5qjoyNul9f85p9/TRB4XC7fcXxyRFvVbG43fPftV2R5TFXnpNkeITTSNKfKc45GM+qypioURcmwFecyDENcL8C2XQCqtiMrKtJcYd08T00Tq7pgPIkoihQMgW0bhEOH5faapNzy6y//ieX2htXuljAaMhyOVRhZ9Hzx9TcUZUWc7nA9j+F4xM3yCts3cOwAXbPQDZgdjeg1KIue9brkeLbgw3tPiewhl2/fYZkOdV0hWnUV/+FkadsuXdPCYef9h+FQJwWGZWE4OnWXkxbxIWxvYtoG49mU0WiERk8cpzx49BTTdHDdANM0ub55q0jl4xlVVZCkG7o2P6h/S6Ts2O6277Fsfd8jO+WsuTg7x/M8vv76axpRKb0AuurFamDZLqbjcnpyjq6Z/MVf/AU3yw3T2TFJklDVKsTvOv6hAEqSeE+PwA9cXNtkEIVYhk7Xtcr8aWrUTfn+1uAHAU2n/PKGblEUxSHbqqg4opfYnottWniegx/5ZHXJg8ePFFLPNJkfn/Lg7gPGUcjRbMQgsCiqiuXtCt0yWW+3oOuMRiNaKbjdpAS+Wn+syoOfSQga0WHbSgD36NETyqxku9nj2g5e6PH8zTPiMubN8iV2ZGGHDsKQqq3StmR5fsh0tmiYnN+5j246JEnCaDhll+7opcHF6T2yJMXzHOJ0S4dgNJmwWq0wDaAXauj3+ClCCJLdjjiO2e12NFXLfhujYzAYjBgOx3huxMMHT3Ecn77v+Zff/BMAvSZxfYvxeMh+vyWODy/xgyFUwmGxYYKm9QSBRxj6nJ2d0HQtaZpjGRpoPWka0wswDQ3PcUnjHaJp6TtJXVdE4RjRdvS94Pc/P2a73iNriWt4BP6Av/3bv2M2nWNZFtP5lNVqxWw2IQh8nj55xGa7xnGtgxVTOYaSdIvvezx8eB/LMv7LsvRffX4SRbM7SNyfPHhE5A+h15kMRgz9EL3XKfOK6dEMbxCSlTnaoYm/Wm1VEV1fU5YlyTZjPB7SywohakbjGY5pcTRZcDQ5oa07iixFdC2arqPpOqZtYbsemmViW6poGpZD03Tv1QllmasNFEPSippGlAg66r5ik2x4df2KTbZlcWdOUqd0PRR5zV/99V+T5iWGobFPGsq6J69Krm+viOMdQWBTFAVSQp617Lclr14uuV22HC9O+fznH2N0BkfBnHSbqIiGaNCRtHWD5wXotv2+32PbNuVh0msYKqplezambSD7nrRISbI918srXNelbGp224wyyRhEHmlWQK9RlxV6r4qApml0fU+SJLQio5eNghibxnui0NHRFDS1cqokbxYIHQS4tksvQGoS0QvApG3VMsNgPEIKjVdvrhkOxwSjiG0SU7fKKCmlwDA12q6krHI6UTOdDQEVnRKiJcuUJrgoivcGUOXN7pSqXddo2g7TcRG9VIqOMsNzbJCqZ5imOVE4Zr9NiZOEYDjgZnnLbHqMYVugGwxGE5pOqPxo3zNfzLlZrelayXS6IAqHaJpOWUg+ePIU27AZDEa4TohhWAj6w9qpzux4wdubdwzHc6TgAFYZkFcpm2RNXO2Jqx2mrzObT3F9l2gUHYZA6mrbI7m8vARNMUKLMkeTPbZlgdDoRY/sWzRTA93g6uYGTRfsbm+ospS8qHlzeY2umzy4fxdd11W4v1RcyTAMFZwb8NyQyXjOZDwDoyeI1Pb18mZL3/fqFG/bLObHPLj/AbbhYFsBuq6TlQXj8RjN0EmzhKZV1lHlctLfW1WR/WEgM8Q2HQwNsjRlNJgS+iGhP1DRMVPn6ZMHzGdj+q6nSDNEV9PWGfP5nLJtqduO0dERXQ9lWXGzWh1kfBpJVmLbJp0o+ZM/+RPyvEDTDL7+9uZH16ufRNHUUEHnq7dXNFWDZVjEux22ofPJBw8JPXCcnrpLaUSO45oEwwDTcFitVhwdTRkPx/ziF79PFProRq9o8MLixevv2e123Lv7mPn8mDTeMh4OsFwXNwiZz4/ppLp+/vBcXV1hWRbHxyfqlNCrL2kYBuRVjjfwafqWTbLGG/hUfU2jdSRNTmf2LDdr/vTP/nu22x26Ba8ub2gkxElDVXfs4y3+0FIqWmGy2+2YzRaURUddwmw6ZTabYJid2obSHOJNgmW71HVNFAWYB+RYWTfv9+DVbrmF1sv3GlN0qNuGJE9oupaTkxNs26apO0QvCfyI5fWKpkrxfReBINlvSeM9nq+ut5blYNs2PapH6LmD92BjgPFoimmaJElClmW4ps9oMFZrsNGQIAgUM9I2iJMU2wlo2pbXr99gmD5NjepLx3u8UH3Z/NBjNA4P2daetq1omop9ssMN1KQ8zWIMw6Ap1RdBDZXaA2pOWSjVOqXSfAjR03UNnucc+p0tpm1hmQ6yA9FBkhdE4yGm7aperOvSCcGvfv3P3Gy37NOCTmgUWavMjFLHMh2SJOPmes39Bw8YjqbEWU1dNxwfn+J6HoPBiLZTGz3PX78hSVO6ThVxTdOI45imq2hkSyVKNukG27M5PjtmcTJnPBkRRRHUJ18IAAAgAElEQVTqQCTJsoTb9UoR42WtJIK+R1kk5HHOo/tPqJuM3S5GdFBUtcLjpTFREGBYJouTCzW4uXwLCPpe0aC0XtI1LZZhYuoaVZ1SFBlVKRCdTlkpME3VqM95v4vx/JDz8ztMp0fQmxiYRNEQ17XZ7/dEUUTXdaw3G8qyIM9TJbXDJIoiPC/AtVVwP93HGD3ovc5us2a3zanrmvPzU1zPJM1iLs6PWa+v+OxnH3F+esx4NCIvYlohkJrJ7XrD7XrDaDJD9gJ0Tcn0pLrl2I7Jfr9D10yyNOfp0+MfXa9+GkVT09TKl6ZTlCmv374hKVuutm95ff0cqVek2ZauEji6S7ZL8AyPD04/ZhGecvn2iq+//RLPslhfXXF+MqPrlBM7iiLQLG5vbrl59YJx6FM0FeF4Br1OmueYtgGyZ7vfAXA0HyNpSZIdZZWyWr4lDD3QNbzAp+4KTBdKWVB2Bb006YWkTCq6QlAVgt999Tsc31WEGx18XyewDZAGruNSVy27OMcPLE5PT9ntcnpcXMdENytevPwOC4e7s6fsd+oPTNd6dCS7OAXTomwaVQBbQd1WtF2thGldh64DNpiuSyZT4lpdocejU4bRlKPxCMeAstgyOxpRFh1nZ2eA5OTinCB02e1vlK7W8knSLVEQcry4QycFXdNh9OD5Dqv1LT0WlukRhQGuq9iQEoOXL7/HsEx0WvK44PGDj/jyy68wPQfXddBFT+j49L1B6E+J/Ig0TdDR0PoO2zFpug1SL9SQAYMqyxG1UBEa30FqksBx4ZAI0DSNtuuwLZeuVdT8H8j1nhccBkMuvW7Q6z1V1+DYEdNogW0P2G63+K5L4If00mGzjynbBi8cs4v3jAdH2JbHyFNszqSouP/gI87P7nO7XrLNE05PZ1iYPHjwAMcPCIMRlukhpU3fqZN7vN3wsye/IN9UGJaO43u4nkVelLSdIG0LXm/eYg4swpHPcDym6zuKMqYo92TJiiLbo6PhuwFlXlHVNYNRxNN7H+PrI0xTp6pzsrSi6gTWIGIVr9G1jrbsmM3uIHqDuilBdPxP/8P/TNupyNw+WXJxckxPQ9lm3MbXOL5J26qiqYZtHWFok6UxWZbzl3/5V8TJju1mRd/1OJaBofe0TU0Q+UQDD9k3dFWD1ZnMJ3M0zMNQU6MtWgLbw7ZcTuZTdutroGKXbSibFg2LL775mscfPWZX7Ci7kmfPn6nvBxqDYQjomIarXpwayEN8ri4ruipH1xzytuQ3X/wjQegSb2MG4fBH16ufRNE0LQvN1NEdjTv3H3Fx/xEn5wvQTLrOoqwFuiE5XRxzvLjAMiN8x+fBvXu4tsuDh49Z71ds4y2np6e8fv2apqvZ7DdkWcFiesLxdEKRromTDaYfkuxjgtAjGoYUVcnN+gbLU9fzfbwh3q95++4lVZUxmU1peoEwGoTVsK82XO+vCcYRDZJoNuPDT35B0+icXzzgs9/7Ob/+zW85u3uXaDhBdBoaFv/b//K/oguNJK5Y3uw5OTpnPDzl+fdvqJoKN7DJWyV7OjtacH9xQVcKdE1d7fJEQSPUSp3AMNQ2UOC76PTofY+uqYC7ZZi4jo9EkmQxeVPQyJab5ZI0y6gbNUwxenjx3fccz0+g71le33B2dgGa2t9u6hJdg6apCQcRV1c3iAYcd0QnBbKvCYKIwSBENzL18ihLiizn5uodmgGvXr2gqUvOTy/Y7S4ZDx2aIuXe2T26qkU2DdvNDZ7nsVpuWN3eMB4tFJFdzzFNm7KSmGEIpkXXKmWHaZrs9/v3+gjdsGilTtUJTNs/COdyqkoxTh1LFU9lNFTwDGn0vHz7Bt1Q8ZdBOOJ2tWG1XvPuZolrBcwGM6okYzQYYVoGJ6dzZpMxq6tL+qrh8Z0H7LdrkqyiajWur69xXJOPP/6Qf/rnX9G0Eik0hsMxFxd3mc2OqDvJ2Z0L0izGDxxW6zVl0VClJfP5hLjIyWTBbbZkk93S2zrD6YjxeAxSUuc52/U16XZFle7I9kuyLKMolMXT6Az+3R/8KRN3Cq1gfjykKDPGkyOE6NnvVkxGAZo0uDh9yGx8iq6b/Orv/wOWY1NWe/X7WK3xBy7ffPclvQbjyQzRqRXO+VHE6ekpWaaIV2ma8OjRQ8WRsE3KvORofISpmWxvt8hWQZSLrOTR/UcYhrqdeM6EXgRcnDwgiiJOT885Gy1Illsiz6UqEizbIM9zQi/g3oMF/+d/+HPuP7rD89ev0Q2LBw8fUxQFruUiRM9oNGI4HNJUJYbZUzeqBVXkOb57sMR2LdfXl3z4yYfkZfGj69VPomhWZUndtLS9YB1viZNMDQQmC6qyYeCPcY0By5stTx9/TBhEtF3F3//T33G9vOabb78iiiI0TcO0LTw/IMsK6rbmycMnWF1PvFyCFMpB3qsNIpAUdU5RF7iRR1olAKxWV2y2a0CiG72SpJkWpqdTkiLMDn/gIQ3QLJNOwOo25k/+9N8TTaeYtk0r1bV2vd7y8cefIoQkjjdUdcsgCDiZL0CTbPcpm90K04KqKTFMHd/yGNkR66sVk0HE8vqaLN4DkBUFtm2roZnjqcIoO4TsVB/vAHTQdR3HsmjbljAM0Q0DzQDdBtl3XK8uGQ0ioijgs88+VZGSqubu3bt8/fXXuIFP1wmi0CMMFMji8upKcSobia5ZuK5Nnqe4tsPV5RvqMiPyA4IgYrFY0PeKnJ/lCVmWUJYlWbLHsy32q1uurl6QpRuOZhM82yHLE8bTIzw3AJTauSwz3r67wfUDLpcr9nlKp/Vohg7Iw/W0pagLqkZiOz51o6a8hmGo7RLjgKlra3R62kYBpD1P5W9bJFc3l2iaRp7EPH78AX4YqnVaUeI7Jj/76CNMXce0VY4YTfCLzz6il5J0lxL4LlVTYuomspH0En775W8YTQbYls94Mlf75E1D03W4vk3RVpRtwfhoqAaSbkDfSYqqouvAcCwG04h9sacWDY1o3kfloiigqyuqMqOtM3qhvElCCPbbHVrXMwsXyBxG4RCNDikFyEM0Te+5vnyFYxvo6Mynp2Rxim6ZfPjhh6qH3DVols5gNOThg8domropeY7qdRo6rFY3mJZFGIYMBiGOY7HbbDE0MAydzWZHLwRhOMKyHL764mtk16u8dOhjOAajyYLz04dcL9ekac4+yVje7Pjow09xDQtbl/iaxng4pm57HN/l+EwNvk4vTmmE5Ntvv6WqCpbLa3zHxTRUjlkHIj9Q5KPVSkWcVldkWYGuWYxmI/7Tf/7r973cH/P8JIomQNf0jIYz6ibH0ME2PbpOMh5PaRtI4hopBf/XX/656mlGI3TTIIoC5vM5ea6selmW8dUX3zEajDiZLdguNwSGgacZdKVASkCT6DpsNmvKpkIzdHZpwiZVsZCqUlpW0zKwHBvbdTEdhVLLqh0tDVe3l8orkyQHKIRD1WqUdcNqt+bhk1PW2xWGoXF1pQYv//lXf8X8xGG+GFM3OUm8xTI0PN8k8B1lmOxg6A+ZhVPmgynlwZfUtu0hEOwoitLhlNl1HaJT+9lSyvcWRnkg9fhRSNcrV7frumRFitQErmsTZzG321sEksl0qArU6+eMx0O2cYofRDRlRZqqN70QAlM3SHYJdVXQNtUBJ9fiOzZNCZPRhPF4TLpPGQ0jegRPHt+hqdQa436/ZX27VFPgQn3R06ygbjvQ1QDn7OycN2+e0TQJWSoIw5Cub5GGhtQ1prMZopcKQuIqCyemBZpOKzQVWu+hrHIsUxGgRHsIinfK7WTaFj1Qt4LF2SnbeMvDJw+xLIt37y7p0TEsjbTckBdrzk9n6IZkfjKnaEta0XG9ueTzzz8nigYMBgNl/vQGDJ1Q8UZFw7vrdzRdx3a/p2w7pK7j+z7j8RjDMjm5c4xuKVqW3uuYmkmeFFQVNG3FZr9Rn4sm8cMA3ezRTPU5/pDL9Vwb7eCiWq1v2Sc7TNPmYn6Hjx/8jJ99+BmyN9B0i8vrK0zbYH58RNvWXF2/Yrl6R1sX9JqB6Exubm44XpyjmQKpNbx9u+LbZy+wDAV9/uijjwAUIKWsD47xDvqW9e01Dx/eJ01TvMDFcnQ0w8CyjMM2l7I0XN68pWxjtrtbZF+i6R2TyYj7D54owlMA//r17wCTP/z5HyNLjaYuyOuE49MFbSeRsqOoUo4WE7zQQfaCPEupKzUcsk3YHeA/nucdbk4dbdsyHk7Y7zPQFM/BsH48WvgnUTQ1eL/NMx6MEa36Qv2A95/P57Rty5/92b+nEybff/eafbJjOh1huw431yuG4ZDb21s0TeOjp485Gs3JkpKj2Qzqkq4siXcppuFgmjqb/Q7N0hBScr3cIDQd3VUfnG4qLYToO9AMur5DGg238ZJKVEgET54oaOl2u1csxF5nvd6S5im+b9PJGsPsGY0jVqs1p6cndJrGdL7Ach0MQ6lj66plvphh6sqSKJqe09kx2TomMDyaqqVI1Qpn03SYlo2mGe8VDqahvR/IGLahtmt6dZ1vZUsrOnb7hMFoSCNahGjY7Te0oqVqanRTY729xbB01psbuq5FaB1SwHaTQq92gD03YrlMWSyUikTTFLPS9wfs4g2ma/LRh3/IV199RV7XbNZ76rrk+OyUng7P0dUfb+TiOA5RMETDZnF8B4mhBjKWw+XVKyxDgqzo+56mAtuBtm1p6hbH8Q4/m5rAdl2HadgUeU3XQ6/puJ5PMAho25qmrN5vSqmXktrqklLSoa7pvSYJxj6b7Qrd0JiMxlimjpAtWbHkzfVzvnr2O1brJWVdEIQD2l6y3O0YH48YHAWkZc69uw/5t3/wb7h/9xTbsdAtEylhu99zfa3WYqtWKYTbViCkJM1zJEK98NOCJ0+eMIyGBB7vY1Pj2RjRdxi2QWcIRkcjOk1g+QqZpx/Ym6ORGtDZttqhT7Yxv/x3v+Tls5fouotuumiWjeh73l1eYromo3EERsN3L77m9PwEsFnf7tB0E4mgERlNp1FkCkVYZil5ovbzj4/OuXv3PrbtEoYhVV1iWurl2nWSFy+/p2oqpCa5Xt6w3e0YjcfcuXdB3dVUdYLvuzx79mvevPuatiuYzRd4UYjhm0jHIC4Kfvvll4zGExVDK1NevnjDIJqQVwppaNkQDUIGgwFR4KMhCEMf17UVk6HXyLOSxWJBkqVomFR5g2U7iF59339gDvyY5ydRNG3HZTiJmE6n1IXg8aM7SqtrQJJVxGlKVSe8ePktdV0znZ/RSZ1eO5wUFiccL065uHOPi7t3+fjjTxmPptiGQ57muJaJFALLdrFd5QJxAg+hw+X1iunsBHSLUqq4DpaGHTg4oQoU97pQ0OD0Fmn01LJD0FO1DRcXZ+ziHc+ef6/85lKy29ySpXtsx+Di7jn/7R//HmmxJ5rMOTt/QhiNABiP5uz3GZ49oO0kru1xNJqzfHfzXgDWNS1C9Oi6yS5OyfOSTqrhWVVkB9hwoyI3lkuva+gGdFIcgAg6UaTW+eI4pqNjNBlgWZY6reoG+zxlv98zGY3fe7x13UTDwnR9wjAiiXOMHra3azTUlc5zfC4uHtJ1HdtdzGQ2p5btQfGq3t5pmlK3FTpqZ7+XJn4wJM9KLEsnzfbkZYXrDPDckPlizNs3rxCtRDYG45F1oDcZ2LZL3/dsNhtMzaRtBIE/xHV9+l4jz2os0yYtcsJhiKbx3u0kpcSyDOWQ0sD2XIq2Zr/f4/s+w3HEPtkAHYPIpyozNFo8R8ewJF8+e0maZ2i9jqHprNdrLNPl73/99yzjK7ZpzM31lrquubx6iWs7GMLC1Azm0xFSNO9fdJZlUVUVyT6jrdTvbzKZsd9XOJ6NHzlIoEgzkFI5m9qKRmuVXG005s69u5imSdcKiqoliIbkRQZS5XSvlzfcvH2L2cLp6JQsKXhw/zFC9Ny5d5+m6fB8X0WusphWFDSiQjN77t1/SJYn1G0Lhk7VKETdYnb03hwLoOs2ZyenNGVDW7Ucz48IQ9VLnh5NmJ/McXyPJEm4d+8BZyfntG3Larlmt9uRpxlNVePalqKOvXnOi5ffsdpcYuoGQRTiz4ZkoqaQjeLIFgWjwZjVzQrPVjvw6/X6PexaN9WL9N3lG8qmJogGZEWJdjDEuq6P1pvURUsaZ4SDMbYbHlZIf9zzkyiabdfx7MULlrd7gsDjiy/+QQGDzYbxkcN6d8Ojpx/y7fffgaH6lmVd8esvv+RyeUuSleyzguVuS1qWrHd73rx7i+loxElB3xuIvqHVanTPxjB93q5ueHNzxXA0oywEhuUiLdXgtkOPaOIhjY6yzii7PS8uf4cd6ui2gxsMefX2HXGaKRJTXfDpZ5+wi7eMgzGzyRG+bdBUJS++f85ut6GocjQ74LvX15ieDWbP7WrDdDxCSklR1Sxvb1gczZlMB5RtznK/5ma7oqxbbjexOmXqJrbtKs6iodPUNZqmY+gmnRS4nofn+9i2Cq93XUcYDtAMC9PS8TyHui6pmxLfDxiPj7h75wHJPiWPM3zDZb1c0xSCaHBELTR2SU7kT3l09z5t2zIYTwjdEVXZ8PrVNY0E3fL5i7/539klMVlV84vf+33atmU6m1PmGbIRBG6gvORZxc8//Tm3qyt1mixbsjTmdvOW/Trl4f1PmA7nDKMRtqmTJ+ok5hgmi8kRjuViGjZdB63oKcqGyI8Iw4iiqjk6mlHWhervep7iiNoWnRTUXYtm6Oi2RVnVGJqOrgnevH1BMHCYzgbIroSuYhz5HA1naJrqLbquj6ObhK6H77qMooC8LLi+TRjOTonzDWW3RQ+GlEnJ0ztPGVhDuiLl93/2CTYmWgeuY3N6cqbyq0LgWC510/Hw6R3+8Tf/SFYnPPrgDF0H33e43dyyTm/5h9/9HePxgrt3H+I7Q9qmp+skm82G7X7HwHf4/JNPkF2PZWq0RcHLL77hjz79A4aDgKrIGAQTbi5VkYk3W45nZ3z05HNa0ZCVMXaos94vCUNfLYZkNWm+5eRkSlPVnB9fIH8wfoqa63eXTIYTZuMZeZEyGgyp6xbDMnFdF8928B0fvdO5en1F4ISUacUH9z/g8f2PCOyIqxc5Q/eEh4/uo5s1XqDx9u1bLi/fUlcZk2nIbrNkV6R4oxF1m2BZCrD96P5HxNsSo7eZDSfcObtHljcMRzPqplNbSlmM7uhIHQI/JNmWDKKhEiSWkl6aCtT9I5+fRNHse7WTWjUZ16u3GFrIfDKkb2ou314RRUPqtqEoOnTDJs0SLMNkEg15dP8BaVahaRZNXSE1i02a44UBd84ecDKb08uGSpNER3OytOBms6RtBJ45oK17qrSgqiolDQPKPqXRa/yBS2f37KsE3YGh72PoPkVRYFkOu30FmoVpQVvtaPI9nm2wfHNNW0hC32U0cSiKLaNwQJ7nGBZ0rUbbGnihTd2lbLdbLMOmlya6rrPJEuI6o9V76s7A9iJsz8MPI0zHpigqdVW3HTTTwLQ8HCfANl0MzaRtGkxLJ89zTuYXuK5L06otIVF1tEWLxCCMxrx69Yq6KtnvYnTLZXZ8im56DKNjirQGAZrQcAwdTZhY9gTPHXB+ekbghlR5gW350NeYloog5WnB119/jWEH7HYxfW9g+gP26ZZ9nLIv9nz57Atse8RstMCxDJq4UEF/SxLnBcPRKaYI6CuH+eyC4WhONAzQbI2ma5W6Fw3RdHQSBELRj3Sdsq7I9jssTfEo215J5XohaZoO2/KwbYcWQe9YZHlNEARKtpUXeO4AyzF5/fo7bpZ76EOoe06OTjAtn7aXVGWK1mkM/Qm61DB6l12y4ep6yd2LEwxL54sXX/HgyQMsLLq6wcYmtAcsr25YXd5yenLO9e0NTS8Y+hEgkYYitXd9h+tZRMGYURhxNB9jeB26Y7Dbp9R1g2N52M6YrGq5uVmx2cV89+o5hiYwRI9sVYZzv1pxf3xOmtfsiwRRN5zMzinakmjgk+5USL0XMXUVc33zmrrs0DrFuvUck9XVmv16i45BnalJcytbGkqGsxFxUWCYaiK93a4RbUe23WDqJg8ePSYvEva7NcPxMRd371F3NfskYbtb8unH9xmENvtdAii4txTgew6iznl09yFtW/PwwRN838d2PHTD4OOPfkHbCU7PzxiMB5hmSJJuGI0DkixWDAl6goFHT63ig+sNwqgxHPjww8cUaYZhaATR+EfXq59E0XQcC+gx6Lh6vWIURlxfvWOzjrFtl6Zr2e8TRCsxdYMsy0iylPOTM4QQfPD4A4osJ8sSur7D8zx1yjBcvv7dF5i6wfHxKVfxilavsQzJMAjROtCkhm2ZZEWCaapVqt7QSaqCyemM3mpYx9cYtn7wAKmVRct0FMSibNB7WC2v8T2b599+xcXJKednF1RVRV4WNB1MZguarkbToawabCfk5dt31F1Lj8Zmu6Usa7JCZctq0bFJ91Rth2E52G6I4agT02AUqaCz62C5jvIQAbLvMU0bwzQpixpdM9ns1sqoaXtc3LmP7w1xLB8pJWmaMxoMMdA4O77ANF2ev3iDjoL/6oakly2jaMBkOKIoKrK0IE1y4jhhPDpCEzrDwYSyLPG9AbpmomsGdy4e0XVq1S7LS0RvM5lNVcxH9Dx+/AHHx+cYlgp+/9s//mOk6NFMg0oUFKJienJG19sEQcTV5TWGa/Ps++cHtYjOfD4jjAIGgwF101BVJZZlYZombV3TC0HXtSqID2h9j+cP6HVDfTGlJKtqtvGWXazWW/u+xwklVbNjNh4R70t6YXCyWNB1DVlVslxfYWgai+kpeq+jax11nROEIY4X0BwKeZJmZJn6t91u+fnPf86nn3xCEASMRhNc32M0Ham+rGmDbmKZijgve7A8T/VbBwFFmZLXP2x03VLVLXXX4kchou+4vr7k+++/J93HBKHLPosxHVvRq8qWf/N7f0wa78CQvL28Yb/fYxseu90GzemZz+f4rsduv8EyPe7eeYSuG2i9xjiYcnH2mPH4mG28Js5VkmO7uUaIjvV6zWQyIkn3KhY09DEdHdf1VUsGJfYLBxGWZ4Lek6QxXhDy88//QPXe+0oF8YXkwb37uK5Gnqhh5FfffI0UOlVRU6UlRVFhuxaXl1c8e/aMOI6p65q8yNjHW5CC8XBAU5XUdQWyRUcwGoToOnzw4RPyKiVOtmTpDtvUVSvkRz4/iaLZdi3b2zWR5/HJk8eYh7W98fQYPxoiUf2K6XDE7natjtaOR1ZWRF7I7fWNwn/RI+oK0bbUVYPnRty/uItjq+FBXO1I+j1Xly8RVYNrWmogE1k0IqftVOygqBvcMOLv/vFvuE1uKLuUtu9oe0nbNmhaT1kU2KaO7KTyp48GKPxbx/XVO+7ffQC6TStN6lZyc7ulaSpa0VB3Ld+/eIWQBmXVst7uEEL1rgaDEImkRVB1Le7AYR3v0Awlkivq6hCvKWlaZZfsdQ0M9RmJvqNqWobjI2w3YJ+pzZIwHCCFSRJXJHFOmuZcv7vm4uQOm9sNnhcgGqGADZrGZBpx5+4JUeRRtRXPnn+PbqoQsu1ZNK1A1ywePniKawVo0iGLc0ajKYGnaPd11dK1EtPw0DSXPKvYJxm6aWG7ATfXSyzLJk5T/uWL3/D553/AZr2jMyQvV6/5fvmW6GjO6zeXLBYLXr95q5w5lvp/9L0CCgtZ47r++zSBhsQ2LUSrVkvbun6/i+953oFu42F7LrqlkeYZq7VKQVR1wurmkqrM2W93SKGjYVB2Na1oiJM9susOUOWIJElo6pz1+oqLiwuE1Hj99hJTM5nPF7x49YajxZzTi3PKquA//c1/pGoa8irnu+++Y7tVU/CyqZGyxzAthqMxeVnT9iCtnk2yRhqCupGkRUqndWySPVUnKNoa0UNe5VRFQVWWvLu6wrB0DEtHChgPJ3iuT+i6DD0Py9RwHIfZcEZdtwitQTM0OqHjOj6+N0QKDaRGkTTcPb3DL3/5PzKdzynbit5QZePs+EwBZTpJHMeEYcBuf4ttGiiuq82LF69YbVYE4YCkyKmblLpWmLs8L3nx/DWmZ6EZPcdnpxi6w9XlW0IvxPM8Hj/6iKLO8cMhpmkzHAwUPm695fmrV+imzdFiju+7+J5Bstuz3yccTeeMhhGmLnFstXxiaKBpKitqaJCnGRoCx3Awtf96ffovn59E0eylZBgNsSyP6dEc0zGVJTHL3+9Te57H+fk5g+GYvCwQQHv4Zek9lFnJZDSmzFPyNEGi8erVa8bRgMXsBF1oeJbFi+UbzKEqolL0lE3J7GLO4t4puqU+jiAMud1sSKsc17dxQ5vRaMTteolm6FRVxW63YxSNDn4ag7Iq6HuB5/tMZzO1tqUbhGGE6CV1U+E6JnWV0cmWe/cfspifYege9DqObVGVBc9ffEdWFLx9+5bBOKKWNWgaumWiOxZpnlA3qvAWdYHUNWohD+T2/5u9N/mRZU3v856Y55wra65T59SZ+/Ydups9ik02B1kw2xQhUqZgwbAFG94a0MKW/wQbBuydDUNaWAuDC28swLChRZNgS+7x3r7TmeucU3PlPMQ8f15ENSHAFLsFUAAJKzYVkRkVqEpkfvnF9/7e52mKP03FsG6qtKVgOp0jSTJ7e3voisp777yHLut4Xpu0KImTjPl6hawrHB0d4rVszs5OuDg/pd3xePP2DN1oiFAgMZ0sbhBkU2RZB9FUrx27SxhkqFKD8NJ1g7rSaLUHGLbNfBnR7QyQUDg9PwNF5fT8DKftEJURH370cROdoiJOI+I0QlYV7FYbVIPpYsloNGa2XGAaTdrC0BTW6xU1TaBZU2TqoqR9k9uN4xjP8ZDqmwG2qtC05kvED0JW0QxZ0fgb3/x1XLdN4Cfs7dxDEi6u0wSz/dUaWVFQNOXPNCS63kRYDF0ljiN8f4Wi6CRZSUnN/q07rJYB88WS2/fuMl/OOb86Z7Vaslwt2NrZZGd/E6IzabMAACAASURBVFmGxWrJcDjg1u1bFEVFnpfICuRlhm4bxFlJFKe4VovPXn2K6Unkasa6jHl+ds4yrslqlShpZsIAcRRwPblmNhk1MOjpBCWXaEkOt3ZvATKGqt3oUqAoMsqy5upqSlnWWIbN7cMjFEVlsDnkn3/v/yTNY+paosob3UVdqBhmC7flYVkGV5djFNkgDhMMzeTB3Qfcv3+Xfr9Lt9ulKApUTVDkMaamU1UFuqnhtR3iImkaD2qBv/DZ2dlpin7LhozV7Q9YzlbkSY6qqnQ6PYYbm7TaDv2By7MXn1KWRTPo2zafP/mY84sT2m2v6Y9PS2RZJ05Crq+v0Q2VLGk89rcPbiFuluZ+mU36uaDpF54oSQrwU+BSCPFdSZJuA38E9ICPgP9YCJFLkmQA/xT4MjAH/lAIcfIXXbvd08Rv/+EjVNNlNB/h2g5VHmKpJnVWEKYBmqVRxDWqYfLqzVvuHe3jGB6r+Yzf+93f57OPP2c0O0cYKlFc0t8Y4qkuD90NJL9ARpAZOf/Xiw9pm20Oyw41Gs7OgHG8xpdScjHlT/+7jKhX/tIv4L/b/t32/8fNmsLf/++P+OFPfszf+p1/n08//ohXL8745td+hfVySrvVYrVasHNrh/Ora3TZQJMVrmZnGLKO53R5c3nC7TvbeO0W65VPluT02y3KvIFlX17NuHXrENMxME2b2XQJ1LR6HcbjKZ3egOXiitt3elyejem6O0wWV1SiUVmXVUqvu8V8vuDO0RGj0QRJktge7jObXTG+uuZb3/oWJ2+uKauEf/ZPzz8UQnzlF/3vv3zJCP5L4BnQujn+b4H/QQjxR5Ik/c/Afwb8Tzc/l0KIu5Ik/b2b8/7wL7qwojQQXamq0A0Dw3RIywYU7PZMXrxaIaqG2lPWFaatUNHcwtcaXFxdUkYlv/tb/wH/94/+BMPWm0C0n7KzvYewM/I84fn1azYGm0wmCyq7R1GUqGT09rZZja7QFIdf+0cuIpiTJgm6qfLoC+9z8vopG4Mtzi5eMlvleG0XRI2oZQzTZuFP6XZ7yJKKH6xoWR5ZkjbZQ0NnMZ/Qch0SKaAWGrrs4JhdolXMxfkpqgG9ro1nO2hqQ6Xe3z7gxbNjdvq7SLFKy21zdXpJtztAIGP2bK7nIzrdFlVY0jVdiAp6gz522ybJEwxDw9nc4nx5RiaFPHn6M/a3t3nx7Dkb21uY3SbYe3kxJo1Ksrhi0B2ws7XL6ZtTTMekVnNkBeqsot3e5mq8Is0zDvc3ieI1y0XI1u4es+mYjeEW6yBBV6HjDpj719htm/UioD+8xejyGMuUmYxndAcbSHWFocuEUdBQjSST6/EVjx48Zja5wlIdLM8hzmqSIiJdzTnaO0LyBQ8P7yOlBVJRMZtMUGQTr+XgRyFClanTFE810B2TJEpQVQXVNHA6Q0BBtTV++OJHSB3nZu05xPZU5osRnmuSxDGKrNHrbvL06SsO7uwiodD1Brx89Qlef4N+u8XBwSE//uG/RJZM3n3nm1xcnVGIpkuq1+sxnU6ZLa+xbYvZ2CeKUh7fP0TIElkeoukKChJFLkiynKxolLV5HpMXGYpuYVtt8jSl3+3y2bMnbPd1iiRnd+sBP/zBa5ZXBrpc0XVUvvq1L1GHEb/2ta/wyfNP2NzfIpVLzrMzbjm3OBzsczx+yfPLU4SVUeYROiboNXUZUWttyrJka7DRAL4tA0NroVYKZRYSJ2Pquubg9kNevvmMTrfF65evsG2Tg71NqAS3DvbodD1evQqZzMZoqkqRxJiuTa/bRpdt1ssAxzFZLBYYehMD6rQcwnBNGMa0XIdvfv2bvHp9zIMH93n5+iVxGuF5Hn4YEyUJXpGxNdjCXy6YjFfY1iaK1jRfdLoulmrTcjuslgmffPyM+48esVpMCYKgWQfPEp6/PCYvasy/7MiRJEl7wO8A//jmWAJ+A/jfb075X4Hfu9n/2zfH3Dz/m9LP09f/mk0IQRIljK4vsBQTuWoYiq7X5vziiihNWC3nDDrt5lZJklA1jTiPKaWaH/3sQ37jV79DusyYz5e0e12yMCZLYi7PL0kCn/lizMvxGWUt6LUcJFVQU3C9uCLII0o04iCCqkaRZRRZI69KAj/i+mrC3/6dP6DMFeRKQaQVt28doihS08GkSBiqhqmZdFstkigkXIfEUY6QNBy3jSQ3uciqqpgtF5S1YLCxzXBzG1FLmLbFfD1nvlhQC8HLN2+5dXiHLM/pDrtMFyMc10JUJaqskJYFWttgGs+5nJ9w58EhtSIRZSndjU06/Q3yQnByeUwQL8jqHElTeXN2RokAremHvzybUBcyB7t38GyPzf6QQafLe+++g6Fp2IaDXGsoskmSJBRlhCBjPJ1wNbpE1QSWrVJVTfg6z0tWqxWzxZQkTwmCgIODgyaALwkMxaDTbhMEAYZtURUlG50+g9YAW3dwnRZCFFSU+HGEbdoooiZcLSjrglW0xuq1UWybUlKRdQvTcjE0hSxLUA2Voi5IihxJVZCQUVS1CfJrEsiCOI5v/OI18+UE07ZYhitKUaJbJophY9gO/c0+KDrbW1tUpYQqa+RRRr/bIc0TOoNNikLCclq4nonnOTdFJ508z5ktx/jhmqKuKG64pk1w3mbYH/Kdb38HRShs9Icc3TlEVCWmbrBc+ezu3Kbb3mIxXbH055TUxEVGp22iKCr9jSE1CZs7FqUcU0qCuIIf/OBnHF9OOPcjXpxc8uzinNfzEVGcktcll/MRo9kU09QJ04xVHKJbMppk8Ctf+ha62izvhHFAmEYomo6oS5I8ZunPSasMoQviOGRnuMlXvvg+WRCQRhFRFOC4JtPFJZ+//CmXswuCKMTQTSxTJ0+Dmy41m5oSw7CoKwXPaVGXFYqs8+DxF9CsBnLz6aefUpeC8fWY6kafYXpOc01TQ9QFH3zxS9h6F88bsI6DRtthmLhWG8d0iNYJpmZy+/CQ2XgGtcR8MWOwsYFm6AhZRUgQ3CAV/9IGTeB/BP4rfu4VhT6wEkL8/D72Ati92d8Fzm8GwxJY35z/r91qUdPpdVElmSotydOCdRDy7OUzhrubSIqMoVt0W13iIKTT7iGpGnfu3Lnp0y15/fakATfUFUmaI6hwTQvLsCnSjKzKiJQSP2oc3bt7e9SKYLVecH5+Sq+/gSQ1nug8K3n3/feQZbi+vsb3U05OzgjCgr2dXfq9DlfnFyiqTJylKIrGeh0wHY25vmzQ/ffu3UNSFHTNwmv3WfmNXTAvK2RJR0IjK5tlBCFJLFc+tuOh6Bp5DVarxdn1JaZnoeoKVVUSpxHIEkVVsl6smU7npFWCM7DobLWbmXheEUYJqm6SFAWz5RWSLmFYDd9RUw2slsvm9hYnr6+oMpUoLFEwuH3rLoZlYVoqb09esrHRZblYY+genttjvV5Si4J+v0MUB2wNN+n1PbIso93tsFgsmiqq74NI0VVIk4JOr898McFzW6yWPuPxHNe1QZaI04yd7T12d3YwNBND18nLjChO0AyLKPw53an5kFWipqhq/CgmlUtQFRRVQhINMR1JsArWoGpIsgo0XUCyqhJlMWEWYZgma3+JpAlabhtJLhj02vh+jG33GI9m5JlAxmEymfLuu+8hKsFqsbqBQJQ3RK6UUjSdUWWZ0+s0r4UoZVRVZTK6RjGa6oMm66RRhqUbtL0Otu3yve/9MbIs8/jxw+auqRYkSXaTXa2ZXC+wHJeijBseZ5XT7fZIMkGel4xGVyhaSq8HZZ2R1SlZVnAxnvGP/7c/YnBwSCAK0rokiTJenx+zsTcgzhv+palbeK0WYRKwu7vH25MLsiwjywvOLy9v1n8N0tgnjGYE8Zq8qnG9LtPplLbb5/z8nCBs6goPH94nykPW8Zo484nTHM2wmvc+FeswYLlcEMYBlmtR5DVlJjOfLPBsj6oSLNcLVE0DJPobAx48eEC318I0TVTdIIpjZLkBfUDNp58/5+JyTq+7RVFkaKpKGiVIpWA6WvLNb36Lra2tm+hcxb179xBC8OzFS+IoJUuapgPd+EsUq0mS9F1gIoT48F99+M85VfwSz/2r1/0vJEn6qSRJP82SElnVaXeHyKpOXJZsbN3CMuH07A3dzgDb6TD1V+iWyaA7wNZd3j5/BVlTFT2bnnGxOqPT7f5ZQcRUFYoyxTAMgjJBEjmyUqGaFs8u35AoAq/t0u+1ccw2cZkjyTWqpfGjD/8fqrrg6PZt2o7HyfkJvcEGy+CcLPdR1AZ8UOUVqmKRpk17paa6bGwOWUQrVEOiP9iiLEuWS5+6KKnSnCqHPC958eoJ6yjmweN3qUsokxLbaoNqsQxjCglmwZxPn31GXuUIWVAqoiFPr0qMwkAqC4LC5zoco4gKS9FYjCas/DVGx8Ftt9Bdk8vRBavpNUURsXOww/XpOUQlmR838SJV482rt0RlxourN0T4CENBkhR0xWajuwmAaTmsViuODu8yGs3woxmG1SLOaqIogjJj0O9Q1Hkzk72e8unzp8RJRhzHzOZLPM/ANHWO35yydXDA1fya09EJRZ1gWw5VqRCFFe1Oj7hIqCnJsgpFNqgrCVOxsA2TJ+efkNcpOg3Ziarpsd+/c0hZV1Si6VXXNIO6UihNQUSGIjXO9iBaU6chwWLF1sYeG4MdFElja2OL6dUcU7WIgpDnT56SJiGKInP69hXD3nbjatd1RC3huW3SKOXs6oSsjCko8bwWklxSE2KbbYpMRhIyrZaOoks8e/mErCqRDY0/+cGf8vzNSwbDIUXeOJDqvODevQe0OwNUVaXKcuoqw7AtakliEYaUN8W8L77X5h/8g2/zzgc9Bvs621stKmq+/7OfoLVNzo/fsBqtqaSa7/2LP0WoJkWtYeQ1mqTiJwXn4zHXi2uKCqqyYP/WHpKsoSs6frTGsy1sVcfSNdI4Jc4KPvzsEyqtRLVU4iwljCMWqwVBmFFmKi3PxDRNNja3Ob0+JxcSiiqhawpxmpElMbouk+cJyAayrjJdXVPJJrrtkQO3H93n+ZvPkbQa07AJw5jdrX067R6lZLAuU/w8QrEEeRyhSiCjMJ+v2T+8x2fPnhPEa3a3t1Flifl8SlFkZKUgiytu9Tc52txF/nOHrT9/+2Vmmt8CfleSpBOaws9v0Mw8O5Ik/XxNdA+4utm/APZvBkYVaAOL/88oKsT/IoT4ihDiK6ats1pPqUXGbHGKYVQYukstmYRRhGaoaLrJcr3gy195n9H4AsdyEJJJyxmQhBmCCllvfCyaolKmOY7ZQlFULvwZZ/MRigH+as50dkVUh8ieALPkxfEnLBanlGWJ4/ZYB37TUSLBJ08/JapSvv8vv8/B7h5pIjBUhzwqEGHKptvCkCTqumS4tcH9B7dptTrEYUC74/LZZz/AMS0O945QhYouK6gKZKmP4yj0OybXFyfs7d9mNA8JwpRoHWPIDZF9PF2wu73HYDDAcmyKukCyFIbbm/ijFbUvcI02k9mCRM4p5BxJLhFlxPHrz/DjNZIs2N/ZxXVabAw2sXWb9WLNsNXl8YOH1HXN+ekxWeyjCYFQoNXe5tXrY+49eIyQStbJEkXXyFKfPC95+uL1zbezzMXZW959/AhT11gsFkg3ld+8rDg6vI2/8PnyFx6RhxHvvPuQR48+oBY6jmMiSRWaZnL6ekKcNczMJC45PLxFEMxv3N6CqoKySmnrDgt/QSzHCDVlNr+kqEpUqyHBKzTk+eFGH8c1yGi87JZj49ibvL16S6Ll1FoDU56Fcy5Gp+wfbHF1dUEcx6yWCQf791jNQhI/RldqHt57yPZgm6OjO+R1QrfdwbA8Dm8fkBc1t+/f58nzTzAMA8c1CKIQVTdw7Q2yUlDWMoOtFpIimAQLgiyjrsGxbCxVR1TghxHrJGa4sYUsQ1VnxPEMVUhkUYij21yenFEVNRIymi4TJQGH93Y5Hb9knUyxtzK+/M1DNjZ1fuu7X2E9u0LkJY7XIcvBdD1u3T1EMTQ0w8A2XEQJaZ4TZzWSrDIYdrm+uqDTdgnXIx4/OiJK13g9lziNWK3X3L51l53+HlVak8aNpC+OU2zbYX/3kDKRqAuZukhYL67pdwd4XhtJqTm/PGe1XtPZaON1W2QUBElAp+ORxRm2qlPVEsOtLb7/g39BpUj4aUKUZvS6Q66uL1FVkzQqKdOMw1t7aEqFasisY5+jh0d0eh6L5ZQ4CUirhDcXp+iOxnw+RTcVVE2iO2yh2jonlyeI4pcv/v7CQVMI8d8IIfaEEIfA3wO+J4T4+8AfA39wc9p/AvwfN/v/7OaYm+e/J35BiV6WJWrReFs6LYfJ6KzJHJYSw+GwIXpbFqqqcn5+3sBEy5rN4T6m4XL//n1qqWa5XjOdjRFVQZZlzJZjkixiVQTEUoGi6UhAEPn4ic90PsaPVqh6RZousAwdVWq6cuK4pK4hCGPyomJzuIWoYHOwQ10p6KrOxsYGhq7/GTU9L2uOjy+IwgYOXBcltmMwnpwTp0vKXCBLOm3XI08j6jJldHWFDOR5waOHj1kufKgFigxtr4WiqXztG19nHfhIioJqqARlSJLFbPU3qeIaz3bRDJ1VFmK13CYsjcxisaCUBNXNulBZ1xiGzcXJJdtbO5SazOuLMzq9Fm7HQTUkijSjY3co6prtnR2iKKQoU2bLCWHckKSEqLA9k1arhVxbWLqH6zYqXcdxWE2nyHVNlVc8fHQfXTdZhgt+7Td/jYKc49PXaKqFKssgCaKwoapHUdAE+XUbVVbI8xhRVkRhSq/bppY0ZFWlyBNeH79ElsEvI0q5acXN8xyZhli/Xq/w/TVBFpOWGVUJsjBRDZ3SqIhF2WQwFZWyhI8+/llTcS1LHMdhMBhgGAYyEpPZAk3V6fY7KKbKKlyz8tdUVYN6M2yHJM1J84QwTsnLjDCJSPMSTXcI4wRZsQnjgKvxiDdvTuj1eui6ThRFmKZ9w4Ds8evf/jZFljMaX9JuuyTxmrqquHd0hzIv8MOi6QCzTCRZod33OH57zGQ6otN38Voqo+UJj7/8mLiMkIWCLFkEfkSSZwgVWp02WZaS5hnPX77CMmySKCD2A1RFoiwywjC/6SRLkJUSy9ZY+StUTWukeMuAr37wFWI/QpFVhCQTRgmKbHB9MUZGRZGbpYg8LRj0Nlmv10hSQ1tqtztYugNIFI3zg9l8QlWWdNoept2iEjVLf4Wsa0TxzwEuOQ8ePqSuJHaGB2RxCnXNeDLCMAxMy2tYFUXOeHJNlkVomoqfLtHsBnpjux3WYUCUJizXc7a2d3Ec7y9v0PwLtv8a+IeSJB3TrFn+k5vH/wnQv3n8HwL/6BddqKor1v688dBkBY5hsl6vkLXGMZJnJedX16RZhddqMxzuoCs6umGiqjphELBcz3l7ccZwOKSuK1Rd5XJ0wWh5xTz1yWSB7TiIuvHn/Hyti1ow6HisF9coFEBOXVa4lkm8TnAsB103+PKXv8xGb4P5eIYQgulyRVTkxEXJYrEAGopP4GcYRoMri6KYbqvDYNDHMGXypGa1iIiimLKs0HUd3/epipIsSaEWuLZHWRQsZjOqokCRZF6dHHM5vebk4pTxbEwhlyhmM6uuq+ZWP01TVNtkul6SZDlFVVMK6A0GSEKmKAT93jZX11MOD++yWPi0tzZZhCG27VAWFcODAwpR8/r4BMexSdOUs4tXlKIkTXNqIVHepBiyPGTlr6lLi153m72d27hWm26vjW1ZeO0ObrtFkmUMBgOePPmcdRjQHrTxujbr9ZJ2q0tVQlUJNE1GNw1AxtBNVqsV1DWqqnL//kMqIXNweIRimBR5Shnl9LwBqSJIKDAdg0KUjZQuS8nyRmgW5TEYGqqqU0QJPa/L26s3jMMVkixQZB3DNAnDENs0iEOfomg4AJP5BK/tkpY149m08dlXkNY1hWiC9EEQNFbNIkVVZYabA6aTMavVjFa7R00DTYniEt3SEUjc2juACnRTYxX6nF5eoWsGq+mcYLmm023x+J0HXE8ukGUwNB2qmqoStPst9g5us7t/hOs53L/3mDjO6HZbjbiuygmLNXpP5/T0lPPzc5bLedNGS4lpa7w9eU4lInRXRVUlHj24jynBFx88wtSagVw3FJIsRzfNPwvh/9xFlWUZ4TpgPl+yWoa0233CMMbrtOn1eqiqjq7ZhGFI4CfYusPpmxPaLZfBYA8JDVu3aWttklVGmRTois5isWgMlb5Pu91lvV427c1FRSFA0xSyJObk5IT9/VvoutE0B6QZpm6gqTq20YHaIIkrdnZvsQ5CgshnuVxTiwKBTFEKbMOGqqakbJoD/H9LEGIhxJ8IIb57s/9GCPFVIcRdIcTfFUJkN4+nN8d3b55/84uuW9cV63WEJEnkeU3oR2R5RLfbZWNjyHy+QlVlVFVnOl3i2F7T0hat2dnaRlOg1W2R1iW226LTbRBZpVIzDpfItoakKhR1jaYZGJpJVVT0On02ekO6XpfEXyDKBEURhHFCFheIUkISMvu7u/z0w5/w5OlnFHnM5uYGWVUSphmKaSJJCt12B0USdAYuT559RlEUHBwcosgWjt1BVQy2t3dxbJf33/sKqq6jmzbdbg/bdlgvlyRxSKfXZWtriOd5XF6do+oqnz7/lIO7d9jc2aaqS2RDAq2Rvtmui+W1GmxWnpLLFYbnkRcVlu3htloURUmRVpS1RFFLXI8nXI1mrFYrtjY36VgdFE1HdR1en5+jazZ5mSFrKkjljXmyWSdeznJcx8LUVdpem63tQzTVYr2OCIKA2WSC5jgMdw8Y7mxzcnKGYzrUac7rZy9wbZ1uz8XzDFRZBaFi2BbtXuuGzSgRxT66oaGqckMjz1IMy+b07IpF5PPg0X2+/a1v0/eGZKJCWApB0gT9F/6avK7wBt3mPSAJchryT5rH7A73CYIA3XH5+jd/hd2tA8pCUGQ5q9WKJIlxPZtW2ybNQqI0pkJqEgGzCXlVIykqimYgykavcfzyJWHY+JH85QJZSOiqShwmjYZBbnryZbl5D985OMTQVRRFYR1ERHFKXUOSRCTBGlmWyOuMNI9BkahqgWnajftcyKz9kJ/+5EP8IGA6naKpTY5xe3sbzbCpVEFSrYnDFUd3d/hP//O/y2DDwW4pPD/+mIur14xHp8zmV0ia4NmTT6nyjPVyyd7OfkO3UlUkSWDaFnlWgpBxHBdN07ANE+lGVeyHMUmaIysKGxt9qrrg4cP7uC0PSVHpuF1s06Pj9Vku57hOB9NsUga72/t846vfQlcNyrJpfxbIIDWt0i+evyBPY1SlaW+OkhDDVLi6PG2somXOw4cPiOIU27bRVBVZ6FyfTkniHFHLpEmOYWp4rnHj12rhOg7+3IdaQlYM5qsphvHXjHIkSxKddoder0PL9ZAkgSLXlBU8ffaMbs/BsFRQZO4c3efh48e8eP0cx9VYrqZcXp5zeX1BXguyImc2m1FUJaga1+EKP4tRlEbf0O33uH90l0GvzYO79xClytXZGMtoVBeCinfeeYfNnW2++MUvsjnoc3J6TFYmLIIFXtflYnxJJZpv3DIpuH1wG9vxGM9nIGUURcGd248YXU+Iopg8zynLGtO2+NKXvkRRV3itHknWVO7OL0c4lnHToimxtb3fmBMtE9t1mK0XuF0PUdY8uHOXqipYx2tmqwl2y0PIOlGSUUkVQoWCRs4VZxF5mSPLDbtzNBoxGG6S5zl37x9xdHgLRYK6rBrorqLQbrUYX4+QVZ2yzNnbPWCxaKyfWZZz7/42SRTT84YMehtEccxoek4lZbTaNoONDpPZkul8hR+uqaqCNIi4f3gHW7OwzDZt1+PBvYMbMVxJiWAdNZguISpcT2Oj791YF0uCcEFRpOhSTRjE+HlOkGd8/atfQzMVWt0OkqoQFxmyoTFfr5vKraxSC4miBMM10NoWaZCx2R4SZwHHp2/wvDaPHjym0+pgWwaObdLptFn5K/IyJ08bXXAcp6RR8+HUdZ00Sun3WvS6Xbo9jzJPkSSF8eiKjd6Q2wd3iaIISRSkSQiiIazLKERRSBCsabc86qykKhr03ze+8Q36ww7z1QQ/WJBXOZpucuvWEYpmkKQpg36frtdhf7fhmobxmlavj93qsAp8cqmgteHx9uVztgZDprMJq3COZuvIqsLm9i51BYZmksQFhm4hKTob23sEacx4sqCqbpB6dYYiQ5o2vfF5WkAtoSgK3W6bOAm4e3Sn0Z5IkOUJH3/8EbPFlIKSre1tgjigyCK+9pWvYagarVaL+XSGJEl8+OmHBJHPF77wCF3T8DyP+WzF2o9IkgTX1qmynMSPGkOlCpJUo2oSRRnz/NUnLNYzXNdt4kiKyvR6xH/4d36fh/cekqYpt2/fbmauroelmri2A0JGqiR0SUGRZCSlZrDR+eXHq39bA+G/2SYx6G6AVGFYKt1eB0UqURSDvb1DWq0WSRoipBpF0/jxj39EWcXE6YJex6IsYjRDaxQIkoysqmRFyTKM0TyPVq9LFCWYht3EiEbnVFXB5eiSn330KZfnM9pOp3kzmSbz5YzN7S00TcHrumxuD9m7tcW7HzwmrwtqSXDv6C4Dr8fD2w/44L0PGnK8qMmKkrtHj6B2mM+XmKbByh/T6bS4ujhnMZ9ydX6FbbvYVhtVM3j33cfs7+9y++gOuah48uIll1cznHYH1TRBk/jos4/IqwJDUbFVnc2NDk7LoLXRJsoaJqPXMshERG2UnE7PODjaoaLi4vwUUVbUck273cZreyzDBX68Ji1i2lsddF2nilJ+86u/iisrWLrZOHZyga7bnF+eAVDkjdva1lwUFDRNsAxGLFdXGCaURcD7Dx5TBjkDt8WG26XMUlRN5+zinI9+8jlpnDMaXzDY6PL27VuytMZrdcmzkjSLWCyumEzGFEWB5VqsgwWWrZHHIW3PI9U1Pr864eTynN3eBqeXV6hGQ2KXFZUkq5RzQgAAIABJREFUy0nrHBQVWdfQTZtcSVmIhCRJ2HQ2SIKI47MTrkfn9FoeeZpw7+gurt0AQCoEhmHQG/RYLFZYusHB3iHHL19hWxoP7jxgOhvx9vj1De8yoy4Fezs7/NZv/DZXl2NsXWFj0OVgbwvXK6hFYwNdRTP8cE2e53ztS1/l/UcfYOkGP/jxD1hFKyRJcHl9QVHllIXg4vKay+trLNdBKwV39vbQZAlNqwjjBMtxORuNmEwTJLtHlss4wiFc++zd2mMyv0TIzXJQliTURcmj+48oywrbtonTBNXycLod4rJGyDq1KFktZ7x9+xpNNakrBVM1EXVNFMREacLp5Rm1BJph0up1Wa6XbG9vcT0eUSkC3w+oihxEzsuXL+l0OqzXEzpdhxpBKiWcjk84PnmJ41joqsJwuMPdo8dEwRJDVVClBqrTcT2iwCdOVnRaNv5qQrttYFoKF5cnLOZT0iRBkyX++E/+OfP5FFlWSYucNCq4d/shFM3a5zuP3sXSLQzNIssDVFUlzP6aQYhlWSb1fVQkCkmiKCT8+ZgsDdnZPyRPCiSh4HU79Hsuee7jug4tz+Li6hXdYY/lcoWmNOtHZQXVTYi5zgoURWH3oCEiCSGRFA2Q4/zyip29bXZ3dhiPRtQlhIGPq+uotcr59Rmz5RV37twlS3IO9/bpun1c08Nrt6gVQZCkVKIgTkKqDA72biFR8dMf/4S6AFV3sBwHxdT5nX/vbzJ0uvzhd/8OQkjYrQ0000JRdYRmMAsWGK6GrtW8+8WHuI6HY1t4uoPTaVHoJU9fP8W2bbJizc6dPmHmY7sOdrdFlPnce7jPPLymv9EhjRPyPEUSBYoKaRqRVznj0QxDd4mTnErkTOZTtgZb7PUH9HtDNne3KfIMPwkQioqsGUjU7G3tEK5TTMPj5PSYti3TsiRube+SpwkoJbKZU2kZrqNiImOresNC9Ncc3D4gD0OiRYRmuCRZiGd7FAnUyKhGcwtYFgqO3UOUGpqsI4tmjaxEJskyMj9mlcWcLyPs0iMpU1JF4HY76JrNvf079DY6XCzHqKZKWPk8nx2TiQJNUzifnNOyOui6QRj7bGy2+MbXvk7gx6zmC5IkwrQNsjrFch32tm4jlJw3p5f8we//R2wPtuh4LSoJBpsDdMNB0gz6m1soisLJ9YRaKhFC4vJ0xHx2jSqp9Af75EpOIWJMx2AynYJqcH4xwrIMNF1lPp+yvbVPrzukKCpqSUa9ge3maUxRVWwPtlCRkFWFL77zPtubW1RFTrc/xDNdonnIl7/0de7cu49QKuIsoT8YIuXwwf13eHx0j9dvXmBaHqt5U2S9OH+LQKaUMlzPZntrH4FCFDea3uUq4OR8jInG3YOHKJpNb7hDUeQYZrMeqSiCyWJBKWtkZcNA1TDwTI8oWpAkMYkfgFSSixzHa1PUOY7jEIQr5qtxEytKYuokx7ZcTNugqCuiOKHX20AIiZbdIQ4jtjd2KbOK3b0t0jxhNF0xjzJO59dERcUHX/5VallGCJnVIsPQOmwPd3n54hmlKJmtlmiqhYzGOvhr5wiSeO/dD5pvotWCjUGv4SVKjb/ba7eJIh9Fknnx7CV3b99FEhXnFxeUoubxO19A0TWQFaIoafBjdU2r7bAO11xcn7NYzTm/vEJICkgaq8CnBvIiw+26FHKJbmpMR2ParS6G3lC3+/0+z548ZTyasF4HaIZLltZUBeiKzt27d/jBD79Pr9fmYH+Pvf6QYLFGpuLo4C51UlKkJarqMF1FxGXBD3/6I549e4Jt2/hxQkbNKgyQNJ2irBq1Q1ogqgrbsKhobjV10wJb4nx0TlTnXK6umQUzdvdvIStGsxyxmFDKJf3dHq0ND3+1AiETRQlVWaLJCp12myiKSPMMp91jsZoTFyFm22a8mhLkKUXV8BQdx2KxWjHsbuAvV1h2h6vxiKN7t3E6Lg8fHWE7Csv1FaYlISsCx9Vw2xLTxTmv3zylKDJUVefe3Qd88MV32Bz0MRWNIAjY2d8hzEJsr0NRFOi6RrffodfrsfZDHj54B9+Pabk9VEnl4uyMMAgwVA0ZCUWREEVOUCb0djep65rFdMZgaxtz0KaiYpRMCfISXXFJi5xCqpHkmqrMEGrNMlpzfP6S0fwSt20TRkvKIkZUTZPEe++913StZTHPXj/F6/c5mV6S5hnzxQhBgaFYtByXi+tzhCyhGTZBkjLY7mN7Bpeja6pS4vLiCsO0QVZYBgFB6lOrOZVU0u12KUt4+eIZhmaiKBqKbCALGceysAydpT/Bci36gyF5WTJZTvj8+cdsbA5BKgjWfhMYn88JghVpmrK331TeNVXi7dtXpGnKoNdvQMSrChkJVVeb5oGiBKlga3ODqszQVDB1i9WixjFViqLk+PiYdrvNYrHAtTw0WcUyDNarFZ5rYTs6hgadrofTbpFWBX4csgrXrMMYUUukWYhh1ShSwWI5phQxZSFwWh7Hr5+gGHIz6alkOm6f6XRJURTYtk0YxXzt618FUrI04vjFOUUOWZFjuSqdXpfJYsVHn33S+Lk0nfF0hNVqEWUJYZqwe2uXTreNLMsURYXybzAU/pUYNOu66fBYLQPSKCZNG3SUv5iSZRmTyQTLMDB1ncV0SRw2moflMsBxW3z25HOWqxXdbhvTbuIbWZY1zhDPY7VaYJgqluPgtbq0e32QFGzTpN/vs1xNUU2NzZ0t9vf2ODs9xXEsPnj/V3jy5Bluy2N3/5DPnj3FMFqsgwxda373w49/Ql0XyAosl3M+/uhnFHmOodb8zV//bcogxTEsoihmHedsHeyRVCGCgiLPabW76JZNXDRFEOkmauQ4DRPUMAwqUeBaHkG8prZLMGpWacA4mjBfTRpJWVFwOZ4Q5jkZOZ+/ecLF4oqnnz8jSTL6/eZD0ml7FGnSYNNMk7yQGlFYnaMYOueTCy6nU2y3jed1iNOE3f099nb2Wa/XfOs73+G9D95nc2+LVeQz86cUIsQwaTpX6pRazsgrH9VI8DoGrW4b23J5+vQpsiqxWM4YXV2jaRrHr19g2hq228K1OgRByMZgkyCO+MK7X+Ds7IzNzU00WUFF5eHdhw1XoGiMilEcoCkqkqPw+vINQoW8auI/qVZTkFPLFf3OJlItkNUaQzNYT5aUUYpqaVzP5yxCH83WsFsuluvgeDZ1LeAmhpTnKZajkpcJaVlRSI0JM858FFkgVTVpnOB1W/hhgG41+MIo9knTlLKqkRWN4XCHMEzRDIPeYIdSEqRVTJLFaIZOtzPg3r17jCdTNKP5G3q9HlVdMJmO2d4ZUlMgZKkRAvpLVFOhkrhB5Ll86b2v02q5FGWComvsHxzitSyGwx4ffOl9JEkwGo0I1j6PHx00tCbboMgr8izBc3SkWqDJCp5loqDRaanYpkWn3WsQfEXGb//Gb+PaDioqGiodp42oCtJ4jW1pyBo8f/2Cq9mEMA+ogXarD8jIMigSzBczvJZDXlZ0+zskSdrMRMsM3TQwdJvlIuDo8B6mYRNFCbpu8urFc96+eYFjm9imSZ5Bq+Nh2Tpua4ujB++j6AZlWbOxsYFma1ieS1pW5GXBOlwjFMFqtcLQTWSUX3q8+isxaCqyQl5KSLLO/fsPsSwHx3HI0oSTVy8gL1lMA4qs5Bvf/BrXk1HTvqjJhHFCq9Xi4YMHpHGCVNWoyKRRTF3U1EVN23OYjC9xLI2szCmqHEXWyeKCp5+8ajwxjtnMXiqBQOZ6fMXZ5QV3792nEjXHJ6dojkclg2boFFVJlMd4HQ8/iUjLiqO793nw6CGVBJarM74eIVHjWi7X12MWfsxPPvmEsi5RRM315SWyolIKGPT6ZFlCmWfEkU+aJjgtF8tzkaWKPArRVQXVAEmu0UwDSVMxNI0oXFDVCWVdgCyR1TlRHtLt9VAVnXa7SxKnlHmBoWm8fn2GZuhUAhTZxDYtsixhNBkzX6/Y3N1Flk2++7d+j6yo8Npd3r494f6jByyCNVGeECcZUZoSxj6SWlKLBN0AZIkgjVFMiSgPqNWSgzuHvD59yzJY8vL4DUUlWK5Dbt+6gyRXWJbCxclbHNMjCTIURSVOUpbrFUt/Sdt1uDw/o9tq8GJNcasJ0J9cneG2XCbzCwIRscoDdFPFNlRypWSVrFELmcPhIUJkCDMlSWOi2ZK94Ra1kHh5fEolqXQGA3TTJYxiJEnBdltkRUxFSVVVFEXGy1dPAAj9FZUoiaKAqshwLR1VkRhubTNfTtna2aGqahaLGXVdE0U1hmFiaxaiqhECLNtjuYzI8gLTcphOxxiGxXw+barpaU4UpyzWKySlRlVlkiTi8yc/IwgXeF6jD8myjLIqqOuartdDllUWy6bYIisGP/noQz5/8jNkKj598jGr1YLhVgMd7nW6PH78GK/lkOUJeRIT+Asm4wUqGpbeRpIk3nvnC40NIM3Y2dlCouDp00+Zz+dE/pqW5xAFjWIEIPIbU+vurQM0x6ISJbatkmYN49Q2bNKkIstKgrCkKhVU2SEIAobDIaZps7mxRbvl0W15mLrGau4zn6yb1zMOcCyDg909LMvg8M4+g80hYZwhSQ6q0aGsBbs7t7i+vibJYsaLCUVeoZsmktJgA8MwxrU9zs8vf+nx6q/EoFnWTQ5LMQwkRUEgs46bvOM3f+UD7u8foqFh6CbHb16Q5hFVKSNLBrJQUVFJgoC2ZSJXBWpd8oV7D9noDtGBJEpJgowiTygznyzysQybqqoYDDy+8zd+nUG7j6ZozOdNpfrFySsW6xVFJWj1W3jdFtOVz6uzVxiuTpSnXF5fERX/L3XvtWzLmp5pPel95vBm+rn82mvv2qacXElIoO6OppuggwvgAC6kTiCCDq6ASyA4ADWhIyBEdLSaVkmqqu2XnWu64X16z0EuFMEJlCIQUZ3XMMaXf/7f+z5PzD72KaqK6XzFZLPl7MkDvFGL//7P/gdGJwMs12o2qEBWVKRFSq/VIVwvicIQuZZ48/IVVZZSZBGWofD65VtqoWIT7LHsNmfHx8TRgSLJIa9Jw4LgkPLxRy+4vf6KIJhRU35o0DRK383mgOe1KGuajrQqkRcxH3/yiCAKkUS9cWIXIhdnZ2w2a/r9Ie1WlzwT+Fd/9udM76ZIssBiv2S2XZDmAZvNgp0fIOsWk9mUIo9I0z1xlqDoVjOQRRHF1NF0g/vZlKcfP8P0LHJRYb48UOQ11+/u+PFnP2IzmzFsWdganJz02O4WKIZIr99GkzVs3cVRPcbDEZ999llDX6oztsEGwZSYb2bUeQxKSWFXKJ7G999+RZpFxEVCXKWAwKjf49u7V7wPbhl+NOb19TWSIDPsd1jM70mTEISc25trPLdFXZa47RYFTfg+S2I6nsl2PuV0OG5ib3FEGmekoU8UHWh1+ghCin/Y8uDygjotCbcVg3aL6f2Efq9DHIRICHiW3RgEahlTN9ntdmz3K1b7Le3OgDSJsG2XIAjY7Xb0+kPyvKYoU4oyIk1zVKVp0ciiRMvu8+L5x2xWE/r9DodDgG15JFmIItfM13PuFxN++Ps/ZbqY47ou767est5uiA4JZZqQRRFxVNDtH1FUGr3OMYamQpGThBE1El6vQ15EREWA6agEiY9QFPRafZK4QFUUFpMVSqVgmiZxEaOoKlFQUFQlBQJBlGDoNmUNimojKyq7w5zN+o4kOFCkFdvFmq7lEft7Bt0W2+2OZ88+I8maE7TbHpEVEKcRaRbhBwHd/jmd7gjbNAj2B9IowXVdZKkm2B949ugxVZZDBftdgOt18Lw2w/7gN55XvxVDU4APZG2Rm/fvKKvm09r392xXa5yWhW3rKKbC67evybMMQzUoCwHDMBq/UBJhWQaGJiGJFWGw53DYktcJiqLxg09++OHzt8SyLGzPIC8zjk6PiaIIXWpgwrprUZQpnuvg2OYHMZlJnPhois7p6XHjOhdEqqLG0LTGCZ7H2KZJv3fMy++/h1rmo88/ZrJbU0vSB7J7SafXJUlzLMdGVmA07FFkObplUdYCgiBxcnTKxcURkiBT5jWq0eH7q/e02n0ENBy7Q57nPHn8nMVqiSRXlGWKphpUAliW1fhz8oo0K6ioKcqSQxChKI2D+uTsDFnVefLkAVmcMLm7B6Fq3NBJhCgI1FXO+dEYqcj5R//0H+N2umRRjCapfPLxDxCQKIqMmkaNkacpIJJnMeHugIKKJCkoikRdl6iqTOhHfPHZ5zw6v2Q925KGH1QPVU2RJ0zvrkjiA1WdNg0hAdIwwtJ0Yv/A/fV78jzGMnVKCpAF0jxp7rKLElFXycScWpcoy4pRd4juGVzN37P2l0i1TH/UZ7K+ozPuYVkOkiQ1wOIwwVA1lEpEysHVTKq8YL2ZkpcViAJJEjGd3UApUhQVglCz3++RpKZJVpYl0e7AYnaHJAkMuiNcy6XbHyCIFZPJDePhmCxKOR61ScIdf/KHPyOJYo7GpyzWKwBUWcXRTR6cnZIGEWcnp2iaycWjh8R5TppVCMhs1jssy0JAblB0mxlbf8V6s6TT7jUwClVmOB6xWC5pddp89e032J5Lb9AljAMMw0AVDUxVpypL9ruw0Ww4DnezOwzDRBAk3FaHtJBQFA1Vk1ms5jhem16vx3Kz5dGjZ4CAIDQZ4l67z2I2YzAYNOhHBA6HA0VV4jge8/kM03DQNYM0S6iqkjKrEeumbVdWcHpxyfHxGdvtltFoxHy1JC1yNMMhCGPSoqLdH3AIAvQPd8VFETCbvKbfdbEtk6qCIq2os4rH55fEfoCARFWKdNoD5osV7W7nN55XvxVDsywLDv6GNItRFZHAPxAFB/q9DpppoGkK7YHJZr/ANE3ESuTZ5SOCIOL69o4wjj5ktZogdhw3mKqXb96hmRJVCZPJnKqCIAjotAdohsLRxRGGazKfzzkaj9ntt9htB93UePHiBavljK7XQpNEDrst/f6Q5XJJXZQ4pkeeFERBSF3laKrE/e0NPXfAyfCI/T4gzCLCouBX375sFK37DZKmgiwTJTH9YZfb+/cURUGvPySIE3TdRBIVqARajtcM0dOnDE4veXt9jSo7nJxdcHZ+gu/7XN/eoCgSqqFiOjbQ5OWGwz5xHDJfNT4ZRAHH0en2OtxObtn7ezRN483b7xgOBuy3OyaTmw++lQSZGsvWWE+nJGHAzd01P/3J7xH7Aa7Vwvd98iIligKqqqQuC0xTb+AYWYhrGuRpxn67I9gfCA4+dVVxMj4h8Pcs5jPabpvpZM0nH3/GcrFGlVQkUWa3a5zphqni2Aanx0Pubq+oshyhKqmKjPViQZYnrLYrDFNvYkZBQi1ALgjcrZpN7I8//wmKpCJqMF3fYkkmDwYXlGHGarXAaXXIihrX6TG7WyPVIp7ZwlVbPDp7hCKp7LcLBFHk/b1PWhb40YEky3HtNnmRcHJyxHq1x/Pa1HXBZrni5ua2cQPt9jz/6FPa3R6iXHN6dkSa5vQ6fe5u39ByNb776pdMphP6/SHD4ZCj8QmKpPL88SOkouaP/4M/ZDwc0O8OyIqUWhB5+PQ5qu40yxHbxrbaBIFPnBzQNAlZEDEMg6LIqWsB23ZI8wxJlpmvmlbb199+g2lbKIrGqHfMyWiMpshUeUUchwzHA4Jkj6I1wfAgiDk5foDrdQijCFmWCeOY1XqHaThUCCwWO8qyZLna8eD0IVQ1u92GTqvLoDNCUhT2++YT27IsFNkmTkvKokIWFB6e/4DPP/kd1tsVsizz3bevGY1P2Wx92v0u94t7Ot1+44LSNG6nE/Z+QFk1BYQgDAmjFVEwIwk37PdbgighiTOOhiOKOKXrtrB0ix/+8CfIktZcY4j/ni2CVEXlqOUS79ZNGDoLsRwHzdSYLm95N70hE3LC0Ae5we/P5hPiDBBFltsN/WGHxeI9FBXxISMJE549fkiRihyN+4BPkQUIlYCkmKx3a0S5JqsSrI6H3rKI04AkCLm/vePV999RliVUJaJQ0++53Fx/RavboagLbENl2HOIwgOddh9FFXBsieX2FkVSaXU6KIqCoahIRYWuGVRkVKVIUUBaZOiqgSY0W+T9eoWhSSCBaBo8fvYJIiZxlDOZXnF58YjHz79gePaQxc6n3xsyub7lwfkJyT5BrTS8nkuUHAjjmFarRRRsOT0/Jg4znl48Z9ga8v7qGqvd5fjslO1uwWa35vLyFMfQOT29RJVBlgTCNELVDPrDHq/fXVEUFfc3bwmDNaIq8e79FVBRVSJVLQMmoqDRaXXQdR1BgiCMsF0PxZBIkx3RIWE+u+Pq7avGpyNW2I7OuH2Cgk4Ub5Fk2O8z5Fol9EMunz7jEMU8eHBBbzjATxqboq7UaJLAaNAlC0uGrR6b5Yoiz6hFAUlsnEG/+JtfkKYplXigqBLGJyds73f883/8Lzg5HvDw+IwgCFA1k8QvuHr9jidPP2IXbvjuzRtaXp/tKsTWbT5+cg5l1vTio0ZbUlQ5iqaSFWVzp1xlDHoDZAHy7IAkwGoyowhiHowfMbldoBsKZ+NTfvripxDGiGIBMtze3iKWErPJHVG+5dXb73l3/SW/+uqvqGURQRSJ05ys8vn2u1/iGQrxfo1ltkCqqOqM1f2K3WbNOtpzO70nKSL2YcT1+yl1XREmMYYpcwiW/PSL38fRXUb9M8Igxeu2kHUVRVc+DL4FslIy7o/46vUrak1gsZqy3/lkqYAsOpjGiFffz7i5es/rN9/y9PED8hguz8+plJp+v0+RxNiWB4pEx+szGoxoeV2mkxmrxRRdkNBVA0XW2B12/Ot/828QS4nnDz9lG2z45vuviOOYyXzOR4+fEYcJWZygiBL77Y6iSEjyAttqUyYrosOCYdtjO19SRzGuZiGJIm/evWSymdJtd/ijn/6MX/zbX5BWGYVQo6rqbzyvfiuGZlk2YIvtYoUs6Fim15wcC4k8Lz9ImHxUVcVzWqzXa/Ky5MGDIaZpEn64uG+1XcIkpBIqanKyPKLf7yOrEpZt0O322e8C6kpCrBXiKKcoKhAElps1kiQ1ge44w7Ic4qhZRtzfTTkejyiLRtDleR6iIiLKAr6/R6hq8jQGoeDu7hXL1Q0CGb/+9d9SlwmdTgs/CaHOkamRRYlOp8VisWC7WCCVBaZusV1tEYSau+kNd/MbdEtHUmQsy+Bf/9v/jUO0b5o6tcRsOcOPIvK85Gh8Sb9zjCyr6FqzMQzihNGwj+OpIJb0R33OLh4SxgnD8Ygg8plOZ+iWja6bXL274/rdlNHwCGoJQRLZ7/esdxv6/SGaYfHX/+6vMAyL779/ia5qyKKCLClUuUiWVVimh7/zqYsaf3/g6OikYQHkOVEak2UZ3Xab8+Mj3r15xWDUp9fr8Rd/8Rf8i//0P2E6vW9skKrEer6lyCviOCXOM2RVYu/vKMgRhabvP5/P2YdbLMdlOW9OJroqklcxkioQxhG6aQKQFSUHf8O3L7+hKJvWliA2CQXH1dEkGcvQubi8ZBPuWe3XxFmjSs7zkqPjAX/ws99DkWQsVaflOZRljoiEQHPSj6KIImvulZ8/edzwBISyQfkVBXmeMT4+IolTlss5URjy0UcfMxqOKQoIY58wiLEMG39/4LALGA2GpEnM61dvuL+fYpsmiBWSXNBqO4hSharqzGYTqqrg6ZNn2KaLYTiNb0tSMTQdQ7eRJBFRaJpeVSlwP52CqDAcjMmqhNvJNbKqcvnwEVlxwD9s0DWHWhJ58clDdF1n2B9gGw3yTVRktts1f/LHv8+Lj56z364Zj8d0Oj3CNObbl1+TFQ1v1rI8dM2hKkpMTePNq+948PABiiKSpSkPzx+wWa9xXAvd0hiNRvzsD38X1zY5PzlvkiSiTOj7HA2PcF2XUb+LUOVIgsxR7wRV1vAci47rsVqsEaqSP/3TP2WxnBNGEVEasN1v8MOAX/3N3zAeDyirjDQK/17ec+nnP//5P9Ao/M2ff/nf/tc/d/olpm5QVwLdbhc/2KOqEo5pIVUyaRJj2S3KtKLjOoRRDAKMj0d0W11EUaKipCwF3t9c0+l5JFlCGAZ0u32SNMOyWvyjf/Ifc/XulhfPPubm+o6W5/Hm3XdAiabpTd9WN6mKmlanjaLpVJQYtol/CPHXPgJwdnFGnAb0Wj0WsymiXPPw8cc8On/OcvGONC0YDI95+fol45NzJEWmLhLqWiTLY/I8Zbfeoog1LdtG1UzW6zW6rpIVAUlx4H5+T5zlOK6FrJQsV0ta7T6H/YHl8h7TEJFEjUPgs16vMUyFTsuh2/a4vb0my2NqQLdUJFXB6/bww5BaLlmv1yiKzsXFMa+/+4bVPOTBk8estktaXocwDnFds1G8CgqtdgfNsOm2+uRZwfHZiM1yhWkYiIJGHMWMBqcE/gFNsZBFlTwVWM3XVDVQQxKn+LsNv/PjH1GVGZKmI4girZbJ1fUbkGpKSg6HmNFgzHK14uT8grJKkeUS07HYHFYIYk2e5hwdnRCXO4qyRBV0guRArdR0ey62YyGLCp32gPvbt8hoBFGA4xkIdcFkueDk/Dkrf4llSA1PsU5xu232SUBZ1LS7LrUoEkdbsjxGViSW6zvarQFpVBHlAVUp4LouSZhSiwKG4bFZTui2+zx4+ICyjpkvN2iqjR/t2EZbLMOkqnO+e/kNt5MJcZBydjnkEOxQDQc5FznsfHqDLo8ePkKSJK6vZ6zXex4+OCNJVmSlz2wxx7Y7FHmFIgiNobOS+IMf/wFCoRDXDbh42POY3U/p9QbUCCiKiGv1+e7VW56/+IKrmze8ff0Nlw8u2WwWyIqApcssFwvq3Obt+zdIksxnP/gCSVBQFJnZZsLLd2+Q5QpTFxm2G3ndfL78sHDM0C2rYRhIMlmWIkkakiiz2axxbJvN3kdTNTRV48mTJ6xWK4IgICtS8jTibnrDuDfiB09/zNcvv2Pc66KbGkEYUBQph8MGSzOgFjA0iySAcJQrAAAgAElEQVSOGQ2P+e7blwxHzYHKsA1m6xWSqnJ8doof7NE0g81+R2/oEQZb0iDEli1+/dfT6c9//vP/7v9tXv1WnDRFScI0WkiihuuYUOUYmkpZJcznc2zb4RAEGLpJJYikRc5wPOL4eIxr2UCFH2y5/1Dkf/b8U+6mO2y7gyhp1MiYpsPeD7m6ekuUbPnu2y+RZRGEimdPH1IVOXfXEypEfvhF41ZaLBb0ej2KCvb7Pbqu8+kPPsZzbQRV5uvvX7Ld7ui02tS1wGw2o6hFkA00TePu/TXdVofFbEqdF43U6WjI0dERoqxycnGB4zhs1iuWs3uEukaom1aTaRogFfjBDkEW8cOAi8vHJElCWTWu9OPjMQg5W3+K3ZKpipg48NENlTSLUXQFVWp6ubPVhNV2SZzFbNfr5s36wQEvygInF138YM12u6WsCuq6AVO4Xotut8vrV9/T6fWoxJLx0ZDr6+umUCDI+EFKu3XEq5dvGz91WmJaHTabBgVWFRW71Y7Eb7rTd/dvEaWK7XZHFAeYjs5qO2d8fIRhOQwGI3TNoq4FRFkgiHySOiYqQyTDoNPucnpyTFE0d9hllbDZLZBUmeBwIEkywiRGMwzuphPa7TYXFw+QRQfV1DE8DcczCdM9k5v3H+ydGa1+mzTPkSqRVscjLQuiKMT2PM4uThuzpeORpjmu61JkCa7bgEH8MCAKYkzNpNPpMJ1PMU0b13XxWjqdXhtdtxh1R7x7+wbdNOgM++wCn7ysuHs/p9cbISugqiqtTpeiKPj+1Uts12AwGNBqtei3+02nXYCiLKmBIkso8piDv6OiMUkKH8ybpqmz2yxRFIWiKD8AWGoEJJ4+f46kSqy3a0zbYD5bkOUx6+WCzTLBMVtcnD6i1+lTlzWvX7/Fj32myxmHw4GOa6KrUBVJc594CNmstnR6fZBEaiTKSiCOY5bbGaomst4sUESdMExRVZ1up48sqex3Pp7nYVg6p6endIcDdoGPabj8T3/2PzM+HpEmBTc370Gu6PZ6pFmF1+miqiqDQY88LwkOEZ98/ClVBRU1k9kcx+mhay5FJTQZ36okyWIMQ6Mqc2RRQvvAnviN5tU/yBT8+z61QFU1hO0wjBBFkaoumm0kAmGaYdkuJQK6YXAIfLb7LWmRsw8OrFZLJtNbTEvFabWIwoq61Gl5Yx5cPiWKYr7++mtkWWzyfNEcVRPYHZakWcBsPiHPEizDpswq3r5uwEytttc4qeOmsywrInc31ywWC9I0RVGUZjFUNw2kw+FAIdUMjs+J45hO2+Xs5JQ8CxDKnKKG6+tr9ocDXquLpNnsQp/VJkSoCx5dnpPHCVlSkqVls1HOArI4ocgFXKdLHIdUdUKZNzi4JA1RFIE8Txt6U1k2EGPVRBA0Pn3+Y8RapShSonhHGvvs93tc16XXbbGczsjTAkEuKfKMweAITdfJk5T9LqA/PGa1WmHbJm+umtbMdreg1xsgCDUVIrUgIUkGw/ERs/mCUhCQFQNJ1tmst5yeXvLFpz/ij//oj+gPu7hdm8l0SqvdxU98ZEVpACZJShilFHmJIEiIQrPVNm2b6/s7gjylQGC73ZLFKUfjAYpoICsV/eNWA+7NK4RKwVAbl0ySRLRazf1yLehIisb99I5DtGWzu0GTRHrugO1u1aiSaxExB6mmgWT4AevFGkXRsCyrYV8WYJsmsizjOi3KKqXnediagWXY7NYbBLGkKGtESSPOfBaLOzTZxDM7dFoeV+/eIytakw/WDI5HD7h9d0eV55yejxEVQBFZ7zckWUoQ+ahaQ/+RJIWiqiipUXSNMAyZz5e4rsv+sGVz2HByfvIh8SERhwG6qhEcfOI4pEbkfnGHbbkc/DWKIdHp9VENGVVW6Xgjnj35lMO+CZLvlls8r920e+qSXKwQqpoyTqnKgqIoKPIK23Jx3RaT+xm6ZlHmBQLNS8DzPPb7HZbpNKfJJP07xYVhmcRpwnyxQJZldrsNdtvFcTvcL2Z4PZu4iBFllcGoz36/x48aTmotVNhOizdv3jEYDLi/nbCYLdB1nXanR5yW1JWMqjtkUYksa8RxzMXFBZvVlioDEHG89m88rn4rhqYoND7pWoDJdM1itaUsS7qtMSdnFyiGjuk6JGlKEB6QFBHDNjAthzwvSPKmvyqKApvlEkmS+C/+8/+SLM4RETAMlXavTRD5xEmIYoiUZcrv/t6PGB31GQ+PEIrmja3KGkIl4Foug/6Qt1dXaJrOarWh2+1SUdIbdKEqGQwGhHHMo8ePicMUhIr76R22O0JTHY5Hx5yfPKDd6qPLBkVZI3yIpZiGS7vTw3QdLEehrktajk2/28K1bGzTw9Id1A9RFlnSWa4WFGVCVaRYtt7IweqSLCk57HyKomI0PCMvJVreEMvsoCom/f6QKAiYTW7RNRXfb9onR8MRq9mGXmeIJMkEfoim2gwHJ3ie1wCBNaPJs3Zazd2wZTZKhzxFkoWmQqhLhEncULG1hky/3a6hFliuEzrtHpbjsjts+fV331LUOfNVgGFY3N3cs98HH04ZHg8fP2+uIA4HPMdpWAFJTr8/bjzqVYFu6ux9nzj2+Y/++J+gahKPPnpAr+8RH2Lur665eXv1wSMDg+6IJM6aX7ssc3x2ynR2j6HWeI6LrthomkGYpPj7kPPBEbZuUucZcRiRJSV5WlDXMOgP0VWF5XKKqupIkoQkV3Tabaosx7Ns6lrAsizKsqTl9anrmijeEoXN/bep6ew2O6oyp9XxWG82xH6KKiqE2z2//uZXxKmP126RlyV5WWOYGtCc/ludAVkiIAo6ed50vB3HQlVlbm+vuVvO+f7qOzRVoi4rFE3n4YOniKKIZbsIkoKsqU2zJ/UZ9ZpT7XI5RahULk8/4tuvv0HXbaDg0ZMnJEmGJEn4oU9W5FxePEEqFSzTRdEMPvvih9hei95oyLMXH+G22oT+njxJSKKAJMgRRYXPP/8CUarQZIm3L98QhzFJnqFaGnGRMJtNPvxGfeq6RtQEvL5BGO1RLYnNZk2VNjzMkoxD7KMbLr3OmCAIsHSDn/7ox02MT9eZTecNcjKJ+L+sO0kSERx8qlLgB598zunZBVH+D8TT/Ad7hJo43BEne0YnXQSpYL3a4lguSZaSZClV1WQIwzAkDiOSKPoQcq45P3tAFOZUlcBoNEIWK/78z/9HJLGiLGMO+zWmaTKfL0nzEgSpcfpUBaIoowgabbeL8QFqbBoOT58+Zz5dYNstilKgLARaTgvHcXAcC0VR6Pf71JLwYWirUOUcgiVBEDDqnxAFIfP5HKE2qRGxbZs4CkmThNCPCIKQfr/Lyfkxru2x3awQqpztZkXL8aCW8MzGmGxaOkmyQRQqsizDc1U8x8W1PQxdpdNqU5QV+yBoIh11jaYp7P05dV1SFBlFkRGGES2vxzbYUlUFDy/O6XguZSFwNDqmqgoOhwOmaWI5LtvtjqdPn1KWJZpqcD+doKoq/n7L5PaWIouRBYFB30EUKnQVdusJkX8giSOOjlx+9eWvKYWad/fv6Q4Ubu4mfPHF55RlyX6d0XZ76KrGcrXB9wNEUWw+/zqdRl+iaNSVSHxISMOAoqjp9l00QyeMElRd4+ruLTU5w4GHqYk8ujxj/OFea7sLkBWDQ7jBdR10XeXhgxFl0cCa7++ndJwO8SGg2xmS5znLyQq5gh9//hnDTq/xKIkCb96+BqHGMCRkVUXXdSQhp+M6XBydUOYZT58+R6hk1ssVYZBS1Qq1XCFqJX/513+J67Y4ORpAnZFlGbbXwnZMfvL5DznqDRHqHIHmOkdVNZazFY5lYpk6aZax30UM+mc4Ros0SqmqRjpXFBU//OHnrP0tcRWjSiKmrpOX0O8dYTsWZS2x9bf0ByNURcHf7SjTlKpOieKQo/E5h33AZrui5XXY+SvSMkdAIo1iVrN76rwgDOPm1JZkOF6L2WLFar+mN+yyWMyoqoJep8sPP/0C17HodruoavO/081Gk9JzvIa0T03x4dScVwX3tzcEQdiAwIsdb29eEYYHXr37irqqaNsudQl53lhHr66ucD2bk/EITVFZLdZkaYGuaQz7fdotG/+wxrJkKCu2uxWCWKErOkGQkNUl17Pr33hc/VYMzaxIWe9ndDpt0jTFtCwc1+T/+Mu/YLucUBYZhtWiqkQocsZHfVzPIAwDLNfj/dVLnjz8CFl0kNWUJFrjmDWDYYc0j1AUBV1rHNWqqlKWEYlQsA7WlGWJoduIkgGChH8I6Q56RGlEGIaUZYlje3jekCxvqOV7f87V9TdIkkS/32e9WCPWMmXiE/tTptO3hHnOar9ktnhLUhzYZAd8v+ErFtGBeL8iiw7s9z6dTgfP8zg7uyCKIk6OTvEP2yaGpDY1SkmuOOy2eKrBUaePadiEUXNCk2qF+XxOnqXEvk+VNz/DgpRCTKjLFEGQ0CyVj168oDXoIYo58/s3vHr1a+4nt6iagJ/skOSKwN/yq6/e0PZGdLt9RFUlrRUM20KUBQRVJkwCBoMx4WaOUoccjfvorkSU7nDMGkMTefzgEaJU4ycLlvsAo2WjWiJRfOD584e8f/uSn/zwJww6lwQHH02Q0GWTSgDH1mg5FmUlNkzMvCFUybKKJFfopoYs6dRVQUf3EMuM7XaPbomoNkTJhs8+fsHDs4tGg6HU9Dsem+WUKAlIk5zvv56ymc9J05zlJkSQa5brBbLhYtgCilTxq7/6axxFRURAEETa1hBLFwjCLXKRocoJu9UBSZKwWw73sysm17cMO2NqFHZRwuXFE0RRIC19jHbCcjvBtCXm01uUWqfdGrDcvObm/TeQFvRbPdIk4e7+HY7pcXO9RtF0fudnv0tep1zf3FGXGnUlM7mfoxkOWd0cLHzfZ+c3JoHnz56xXG8RVINKqVBME00XqIsUsZQRigKlFlhOZni6ha1bGJrE5P41olihGSrL7YTVborjufz1L75EU2VEEb7+1VeUkcZiEpIVMTeLK+Ii45df/w3b/QZBbnTOv/z1rxA1SMUIxdR58+4VLdcBISVMIvr9HtIHRYksy5QFmFYLTZKYrt5zc/eexXZJu+MglBV1LPK7H/8IXbOwFBdNMmmPuqxmE+qixLJ11oc1vdGQ6XRNVRTcXX+N6wg4jkleRPzeZz9g8u4lLdcjzmIkMUcW/j90BP3/8QiCgGHZLBcbxsNLOp2TRluQ5ewPK4JwDWKFaaq02y5pVpCXFdkhwJ/vKfOK9XqJJIhQ1zx4dIlswmT+ns12SZwmCEINdU4aB0gyjE+GZFlKmuT4UYymaTiujuXILJYT6rrJbpVZiqootNttkiQhLzI0TWO/XeOYNpqio+sqg+4IoQZVksmSgN6gT6vVYrNaoqvS30WmyrzAUAwEQaDVanFx8QDPbuEHe/wgwY9SDn6AY7c4PzvFsHXSJEFTZM5Pj8mLmCjes9/v6fcGuJaDZRnNPXBVYDkmmq4AVeMJ322p65pBf4gsKby5egtCgSIqpFFFfzDG9lxqodEJ2IbJdjWn67XwLJO7m2u22y3jo7MGcadq5EVFRcnNzXts28ZxHOaLBUVZkmY1ValBrVEhc3J8jqZabDYbHj580dQsdZXJ9Io0C/n226+QZRXbdqASiQ8bdrMJp8fnREVCQqNlXU3nqKrMeHxM4Mcc9gmqqqLKGuG+ps5l/tk//c9QTRdB1tAsg936gCTI9HoDqqpAlUSWkxmbzY44Kmh7OpenZ9zevOOjp5/SdofsdgsUVeJuMicrC2RZxHZMoNFDP33+MUEYNvreuCTYH+j0RwiayOurr3hwfoLtKoSHNav7W4Q0JQ0Tjsdjev0OigRZGZIWMcdHF7RabaJkBaLKwyefoJkaXnuA02pj2i5xGmEYIkmWsVgtgJosyTE0myTKcW0Hz3YRa3BaDpquoigNfKIoCuI4RBRF4jTh+OyUvCyokVFlheiwR5dUbM1sTvZdj6vbV/hRSBznKJKGaTaLxCAI0Y1GpZ3mNQ+fPuL44oTf+9lPWK1WfPPta6paZNw/Z3K/Ik9iPM/BsGzWuxDL9iiqmvninqzICcIQw1T49Ze/Ig5jNEVHllQuLx9yft6Ag2WlsVcKSKzWW8bDES3X5Pruis16hybaKJVGy7WxHZ3FYoGkixi2Tlbm6IZCWcUfShcGiqJjmiZZfmB81Ofg7+h4Lq6tI/09JuFvxdCs6wrL0nj87DGqrnIID+RliW4r1KKEJImsV6uGCZknfyelqsMMR7JxNI+qKFEkFVWxuJ3dk1NQ1SmO5zaeoSzBsixCP6BMC4JwT5pmxHHGbDZjvV4TJVtubl8SxDu+/vpLZFnGsW10XSeOAubTexAy0jDmsAtoOQNUySBJAzqdDqKkEMc5VV3i+0vCQ4wq60zv30ORczIYkQQhmmo0WTa/4TfWeUFeV822NkuI04SXL9+SZwW7/RLb0LE0lSyNCKMNklzz4OEF9ofPlCgOOBqOSJKE+XzKd6/eIaoCkiIzn08pihxJVYjivFmwkSNWIjJGQ/KhRJIERuM+RREgigkPzge8efkli+kdp+Mj5tMZhmpzenJBljVFg07X47PPPsOymuZSWRRIgkCWadzeT7m5uUFTHQzFpihj4rBAVVokeUYh5Lhtm49/8IjXL78mOhSomsVyOuPR0QnjTq952Uk1uq7S73XYH9Z8//23CLVMkVZIkkRFzcWjJ5wfP+ev/t3foEg2o/ED2t1B45aPP8S7Nls+fvEcTVc4PT4hjTNadpuW1yeNA7779S8Ztgac9EeMBmOOhidYtobdtrl8fEGcp2RVwdX9NZWsoBg2qqqhqS22/oG3999jewb73RxByzmEM2aTCfvVjPOjE+5upxx8HwEJ3ZA4v3zQLHGiNbPFFWlWEMQFKz9lFyYcnV6QVwKiKnB8OWa2WDYaljTFtk2C3ZZRd8hHT57i7wM0zcIwNA7B/kNtNSeKDhwdj5BECOKQxWpJlteUgkSUJ6yWMxzTwdR0ojxmtlwhSDVnF5f0+iOCKETVTASxafEoioYoaUiiTueoS6L47KN7DkEENSiywavvpnzy7HOyNOX99Bo0hZPTRxiqh7/fUVYJgiCQZGDaOorSXFslYYxQCQwGI67eXeO12ui6SehHeK7LsDNqdBVdg3fTK4bDIR17hF6q+Os1W3+FINRkVUZeFIhiRVkHiGLGYR/h2B2yFAaDAWt/TiUKJEmILmuISCj/voXb66oizQLevv8KP5qw3t6xWq9RVRVJ1MnzCtNwUBQJUYI4S8nymCgMMHSdjz96wd39LYKoIH44xa3XW4LwgKpbdLtH1LWEUCoMB2eUhdIg6KKY0A9ouw4IFWESomgqqioTJxGy2Fwaf/3l3zZvIwmC3YZge8BWbMgF6hpUU6GSJLKqphJFBLkmT0MuHz7i6bNn/Ml/+Ie0PJvVasaLFy+ae9m4yQRqmkZeFoiygiBXdLt9+r1jhv0Bh0NAmRX4uzWmoZPGIWEQsN9vWa7XdLtdHMfB1gyCQ4ipN38cTQdFUVAEjbxIWa2bbf9geEQcNyH7Msw5P3uEqipkeYCk1QTJhn04Ja/2RPGM+fyaYbeFKFQk0QFFlFCQefr4GYPemGfPnvD996+oawVZ1cnzBhRSCTlRmvLu/T2TyYSj4xGaUnN98wrb6pKXBbpp4bUM0jAkCXc8u/gYSYGj/hEXvTNW9zcYskhVlqRVyvqwIUkSul0LUcjIk5TDwWfv7/j25ZeMB2O++OILaqHG63ZQNQ1FkxkOuwxHHVRDxg8DXNdlu91iGAaj0UmzuT4ekiUBu9WCLEmQEEAocFs2Fw9PWe4WPHhwQU0JUt0oRmTIypzVcoJrO+i2Q5g1dV5JrvGO21z84BJBkxj0huiqRdvrQK1QVhDHMVkeglwxHg+xOyqvrl/h9kdoLZdcEPj4xSfYrsFkfs/2sGWzbX6fXsuh13f4+MVjgv2CKErQtWazvz1sQa6RZJFaaBCJhqoRJSFF1dyh9jtDLE2mqlPeX19TChVBVqCbXbxWn7u793S6DrJSIkkSnU6PvCpoey1MxUSqIYoCivrAYnVNlmWcfAigy6LCerliv9lgOCpxGqIoCm/fvsa1LcosxbUdVF2kJse1TZIPlczRaMT1uysuzs4pa4EoyXn26AVHwyN2mx22Y/L+9j2iISKJUJQZp8dnzZeqbVCVOdPFnKzO2e/3xNGBqkh5/vwFhm6RpiHvb69IqxSn22+YCXXObrPC8dzfeF79VgxNAYEyTVBlyNIAkZKT8bBpuBgO69Ue23BJk0bjqWsmZVGTyzXHF0Mm92+p65p9mCAoGqZmkO6zRjy1WtHp9+l2uwz6Y3qtIS1vSBTF6JpLXZeE0Y67uxuiuEBSPWRVYTTu0et1sS2dB5cn+MGOssrZLtZkQULmp1AJXFxc4KchN/M5imVhOR5xmhBnEbPZjLwquZ/dY9oaqibx5Ve/ZL1bUUs0OgOhJEhi2p1my2rbNhQVd9c3yLVEy3YJ9mtu3r/i9PiIzz79grPTB5RlzcuX3xFFAZqq8ujyIR2vjSgIPHhwiq6oaLLWhPVVDaGqKbJGb5BnKf4+4LDzubi4xLIcPM9Dsw28nsPgtE+Ybzk+6TE66ZOke5L4gEKNv16zmc55+ugJ6+0ezXIYn543jm/HQRAE8uLAcKTjtWTWmzlFGZNmCYIUEUUximQjShr30/sGlpGnPL54wmq+wLE9ZF3j8uEFSRRiiCKyIpIjQNEAFqIo4tGzhxwOe7Iyozdq87/8r/+K71/9mihfM529Z7Fe8frtlywWd8TZnoKE+XLJ02cfYVo6WZFSVDDZTDg+H/HFF18wHI4Iwz1xvqOSIIpSREFGkCWWyzl1mVLVGZIskOcJcbal7RiIZcFwcMb49Bn3yzl+UJDGGY8ePaI97PPN65e8ePaCKi9xnS5H44dsdguS0uf0/AxJAd2GpE4x2ialkFHWEpvDlkePn9PudBGEGtdqsfN3uJ5BlKz5/vXfkuU+nU4LVbGhFhmNj5volCKy2q7YrtZomtYsPsucyA+Qi7rJBWuQSgVX8wmKpjEcn3JzN0OSJG7vb7i5v24qqIhYhkRd1lyePkSloopzFDEnCJqBV1UV46M+frykFgpAoK5z4nhLECypi5i799eokophGJweH1GLAqIoNEOoqjns96iqiiCJxKGPpbVIY5nZdEl/0OPg+5xfPEKWZbbrGcvNLUZLQ7NswrSgqirOzk6xTQuhrml5PVTFIAgCNF1ku5+RpBFJAZruIEo1q/WEJIrI0v9Hy/j/7fmtaAT9N//yv/p5Zwi65dFtHXN2+pgkTTn4EYohY2gKVVmhmxYnR6fMF0tWsx1uzyOtA6bzW9x2l29e33J2dkwRZIxbXZIqBkmipOTbb77EUtvs/R2Wa7BebfCcIfPZDbJYcjiEIKlcPHrBzc07dps1vU6X2fIOSRHwo4BWd4CtOlDAR8+eNja+dMcu3xHlNWmeczjsyMKMOq8QRCgpyOqCUoTDdsV2HWHqCr3hgEqsMBwLzXCgFri7ucXUNWQBPnr8Ca7lsN5MKMhod1oYmk7HbRNHEcvDhq1/QFUVoiilrCq+/PY72oMWhmMiSwq9VofVZo1YQhLHtDtdyiJHUmWeXj6hKmC7j8hyibvJBBERP4wpKhHdVCkLEKhBKLFsBUWxyCIfXVFZb1bsDgfyNCHOKiTNAalCV0Q26z1pXBH6JaNxD0UF1xuR53tW6y2fffoHvH7zil5vDHnJsHXC0XhEsDsQZDv+91/8JUaryz7e0Ol3oJSQq4pBr49Q6xRFjKrVpHmMLOvYlklNTC0XbMM5TtslSVMUMWd/OBAXEbbrstscqKuaIAhJsprj4wuW+y1+smI6X/DRR58iKQWabVNTs9ktuLx4wpfffokkSOjq/9nemcVYkqV3/Xdij7hx9yX3rKysqu6qXma6Z6Y9i63BsgHhwfjJD0ZI+AGEBDyAeEC2kJB4hAdkISGMxCKQMBjMZkYyxvIiDQLP0rN2d3V1bVm5571519jXw0PcHlqjwdONmMkscX/SVZw4cR7+ETr3izjL930GhlW533rTMZsbPc5On6LkShUvs+GSFgqLWcz08TllnOLUWzh1nSRLKMqUZr3D9sYGj58+odFucXpximYaBEFKp9tlPJsynV2gqXq1Pa1UaDdbLKZj/Pkcw8wRovKGaTRdiqLEm+Xs7exxdnqK02yQ5QWUMBqPKXKJW2vx6PgAx7YpkxxLrb4GFU2ltdlHsXWa9SbHx88QORQ52GaDzc1N4ixCMxRKGREFMaai8NK9fSgkYeThzVNsyyKOQ4QKmztdkjzEqbvf3Tge+LPKa0dvYKo2ZxcXuHWHNE3QDYtWu0UQ+JxdnFTpn+sugb+g1ejTrA9Icw/PnxPFCbpew7VdDg+fUmvrxOQ4NYcoiOi2e2RFjAJEQUCSZHhBjFEzOTx5gmkb+H6AqTeoWQ0uzo65sbODadvM/Ix3vnrx/HgEqYpGq93Hdly6/R5zb4Hl1Nne2WM4HEIB0/GQLCuYz+e49RqWZaBrUMoU263SWrg1SMOEV+++RF6ktOp9VFUnTSPKsuRjr36SIhfU3RZlmYPUyfOU8WxKo+OSFhlCFQRBxI3dm8tQ+Bm6qaFqBlmuMNjYw6zZxHnCPBwzXVTRk4qiIM9KLE0nTwv63XXyImI4OkfKamK+VnPY3moiZE4a+6SZjx/5CE0nTZfeLUWBbdtEUcTFaIxEqVZ/FUiyiNHlMUniYdkaqqGSyAKzVqPQSm7cXqPeaaJqBoqmcXl5jmmaNJ0GhhDsbKxTq9Wq7TeRz8nlEV7gM7kMUAqVcOYTzmMSP+P87IJms4Nt1SjLnDxPq5BfzQZCEywWEyzdAEUwGl+SZgJdb7DwEzSlhm21+OSnXsUwJVHsM5meoaoqhimYTnzyUnA5m3H/vYccnx/za7/xL+n0mzQ6HdyFKNAAAB5ySURBVG6//CrvPLzPbD6hkCWUBYvJmIuzY+aLCZmck7Ng7i8wTZPpZIhVqzH3ZuiaSZ4WRIGP0FQUDUbnIzRFRVchy0rK3ObVl98gCGM0XSfJMjY3NykpaHbXiJMMKUt0xWQ2X5AVEolGq9VDlgq+l2CZlXvvrZuvkBYpw7MnPHzrbSy3zs2797hx72UuFwu8+YJgNkJVSkoVMnJUVWWtv04YRRg1izgW1N0eRVHi1mwc3aTTrGOaNeZzjzTL6Ha7kHtoSlylSdYsVMVClgaDbo8s9nGdOklcYOjOst8aDNbXyNIc03DQNQcpFOI8495Lr7Gze5PQ8yunjqKgVnO5vf8y7WaLfr+HYWhYlsbmVo9mu0Wr6/L48D2eHj8jyRNU3a0cEJSSOA7JipI4TXCaDlIRRH6BodYxtDr37r7GSy+/xquvv4GqWXT7A0zLodFokGUJ88WYUua0O03Oz88xFJVup8Hbb3+LUslJsgxZVk4cumKyu1d9WE2mQ4YnR3TcOjklmjAYDc8pyhTTtkDTl1GQoNnosbt3B0NrkmYhrW4Xz0+YzWNGo9GHtlfXwmgqikp30EfT4eTiCWnpMfM94rSa49vY2kU3HTShkScJo+Fp5Q2iKoRxhOG4DAYDNgYdHM3gO299i9mi8vdFCnTTYm1tA9+LuX3zLpNxtUXk6OgZRVHQaDSrRZ92m7iI6K8N0DSDb3zj23gzD8OwqkyAhk2BguG6GK7Dwp8TRgF5VqJpVToAIWF/9wbnRyfEXkDNdnHserVB3RTVhnQKLs6PqocvCmy3xtrmLjdv32TuLVB0hdPRIb1+hzQp0A2bOEsRSgYiZbGYEAUBUJIVBbPQ53x8hmarBJFfBXotMsIoQJEQx9VK81e//ia5LJFFyWIxo9ZwCMKQfrdH7AVkYYyhqAzPhyhSIQgCDp6dcHB4xNnFCM/z8KOAZ0cH+N6MRtMhDH3iLKUQKnmpkRcKZaGSRCkHTx8ilII48giC6k/h+z6Pnz5hfX2fMAy4+9I9dvc3ODx7ypfe/AO8JMHzPGqWYK3foUCSyQw/DGh3XdJ0gqJFzOYjsiRBVVWCcMatWy9VewmTgiKvnvNkvKC/1oNSEiwCdrd3abkt7t17iX5vjSdPH4FI6fe2qDe7TGYTjk/OOD55imFqbG7tMxpf0mw3cJwabqOFomvUanW21m9QpgLPjyhLGHRaOJZAUXUWcYAxaLP9cpX/ez65qHzXTYPL+SVPDw7RTIGqKBSZhiJ08kzB1BtIwDAsTo6OKKKCmqVjGwb7uzt02jZFVtJqNMmSkqODU7qdNVzLpkgzBv11TLMymEmSAFRR3cuC9f46itCpuQ2cZh3FMJhOPMq84PTZMZQlF8dDLLNBp9dGMwoGm13MmkGaVdkRSlHSXW/x+OAphVaCUuVH77e7OLZVBdWwHTRNoSwL8lhw/53H5JlKmBQESYpQNO7ee4XLqY9p2qRZjqIKOt0ma2sDhsNzWu02RZbz4P5b7N/eIfBmtLsdVENnMhlzOZlh203isGB3a7cKNXh+TJIkJH7MWmcNXa3iVdy6dQtFUdAtm6xQQOpQKJRZztpgizDO8IKAOy/c+vD26odhBD8qiiqYLoY0Gg1UJaUzsAmyBBWVIs45PD7EdBpQSrrNDru9Ter1OmGeE2dg1+q4VoN0mjE+OqRIPRzHoiDBMFWEFBiKIAkuif0Fk/kM262TF0HlAkmOYgu2dl6gKCQoKhQ5umqws32TRFbua0I3iLIQ02mBXqfZ6LHWXEeUOqo0QFZ51wFu3bpJt7WBbbZxnTqqKijVnExAp98jSgPyImU+PWd4esTF5IRCwlqvQ5jOcNoaX/v6f8eydbJCxTAMJv6Q0eKS27deRk8FReQRxDMymZKREcQBrUYbpdQp4oIiS9HQMC0VdJ3e5hp+7BMsxoRhSDgN2OwN2NtZp2Y1mc9SNje2SRKwXZtZeE6u6bjtDQb9Xe7euoumw+b2Nqpm885b9ylzWSU3kyWlVGjU2iRlynzi45p1LL2Bobt0mg00DcqsRFBS5BpaWaBJycHJfRprGtJOefjwq1h6CErMYj4CJUMYCk6jTr3bRNclhlqlX7V1C9upU3PbHBw+o9dbo9taI41iojBH1XWmizm9XgNdr/zwyyxnND3g9//nb1LvWiSZIPByHj99j3cevEWr1eG9J++SlDGq7WBYDo6pkSMZzS4pZMbo8hDN1BiFC8KkcnF9/bXPIXKVx/e/jW1AkvrEUUGaJ9SaDcplXEndKilNBS/yCWY+IpFYloXrGKRJArpOhoauOWSLMe989VsMnz1ifHaGpddo1HZx7DWSIkcxS8aTEYoOpaJTliU6BrqqkccRmsyxXZu8rBZuXLeG6zbIsozjswMQOXmSszHoEnsTbAtG4wOyIqE/GKAZClJm6EJhOp5QZBpCNSmUHMuyaDUayLQkj3L6rS6qgFJWqYptVcGQKpuDPkLJefT0HRbJnDKXVdLDXo9GpwoMM51PqhGXkMRxiixg7i04PnrG7OKSyAspsmp0pkiqnEpRQt1pcno8pbO+TViWkEPNdmk469StPiITZEFEmSaIsmBzcxNb0UhCj5rWZqO/TaHBIosYTRYf3l79cMzgR0MIUBTB3Jtj1R28MMBUDMocNGxCL62CIvhTnh48wgsDTs5OkVTRXQxF5fDwkOnEI/QDLGGgSPC8OWmcUJYFjUaL0PNJUw9ZRNUfvNXGrTexbJfB2hppGlOWKUkacnY5RDFUjs5GgEWJSavT5eL8EY6toQqFfneDQX8HXbXRFJ2iyGi4LsenRzgNmyiPycucMA4o8gwhHXRTZzIb0ulaGBoohcXlxTFSBiSxR6fXJskiFv4EzYRcluxur5NlVVT0OMoQGOxs76MoCoooGQwGmJqOJhRm4wkqEpkXpGnx3W05QeRTyMqrShESw1S482IVWWY4HHL75m1u798mTws++frdZVpalbVBFzJBHsSMLk/JSoVcLelvbFa+vVFEEoVEQQilIC8rF7eGa/PJ1z9HlsD52Zg8lRhqHddxWMzGHD57AopOlCbYTgO3Ucd1Ggx6/SoAc6NDu7FBWQKqgu3WEIqGodXZ3LiFqtpotqQQOXla8PTxE5KsqIZkKLiOg21bXIzO8YIJmlFwPjokkzFZWaV1dmouo/E5k/mEKE0wajZSK6nVLB49ekBexNTbHYqycmWdT8boAjY3NrAso9oxkMCnf+zHCcMQ17WQqc/RgwfYqk69XqdUBGlmksYJp8fH+H7l9nh0ckGUpSR5CqrC4yfvkUQz/NkY16kzn8/RjJxGq3L+yIXkpVc+y2LxfoBmnSQJmXlDTi6fcHL2HlkSsNZvkcY+eZJjaQ4qVVwEITVCP8bUDbz5hJqrEeceO/sD9m6u8fonP84n3vg43bUGQTjldHhMWebVV2uQEs4j1ntrFGnOWmcdyhwpc9IiZ31ji95an1yGlGRoqo5tm6z12nTbLXRBlTF0MUE3BEWeEoY+WZHR6LiYplpl3LRcyrLk4OkDeu1NBt0BilpiWRb+YoYQgp2NfXrddSbTIbdu3WE2m2BbTbrdAaqi4zbqxHGIKVRcy0Shiq7v1moEkxmoktsv7mPUTCbzGe3l9sXZfPKh7dW1MJpSyiq0W1nSqnW4OLigSGJ2Nvt85o3Psbu7R6fpsJiNODk7Q9UNpBAoQkWqKsPJlPXtbfZeus0bf+wnSESOFy3QDEEQBEhZ4AURhZqwsd1ib3+Dmuti2jZazcFpdymEgqapFGkVSFaiMJ6F7N/+GLrtoOoOqtEk8ELe+vqbnB895vLyIcdnb6GrOY6tU3OaOI6D5dqcjM/JNUmz18Lz5vjzBYUUWK7LT//pn632+WkallAxRMHw5ClxsuDs4pjBxjpWzWX/xTv0BxvEyZxOs8fe+sfZWX8Fb5EwmpwRxylkoMiSjbVNGnaTJIqxdQMFlTJTqbfrHJ4dMfVm5HmKrqskkUcUzHBqOjdv3yAIPGy3Wn29GI7RTQdFWnQbNwnDENPW0Gs1zqePOT19m8X8EtU2MeoNtrY30AXMxhfUnTqTmUez3uBzn/sJvvSl/8GLL3yMzY0dBoM1Aj/ns5/6KW7u3SJLFmxvb3DjTpeNvQ32X7iDYTSqLKL1Jrbu8vnPfAEl11BR8UMfL0ix7AZpquD74HsxqmJwdnpBUUhMyyXNBN4ihEySximNZp9CKJycn3Bw9IRa08YPfdr9HoskQKigOjo7+3doNNssvCnthkXdMnn84AG62WA8LzB0nTwJsTSdLI6QIkfRq6FlEIRYrotiaohSMDmc8NaXv8Xw6ASh6hSaip9JXrz3Kdb6N/CmMzbXdlA1C9uuAk3rQiOYDpFBwHx6QKdjoCgOt+98ilsvvMbp8Bw/C/C8AG8eUqbgBTm67VCKks5ahzhe8PZ3vkISjGk4dfxZwMnpMbap4dgao9EzwnhEs62hKDG2qVDEKYuFj+mY2I5Jr99kfaNLEvm06y069S7BZcirL34ckUPbadN1e4TegiAYs769RpTHnA0PyYsZ5CmRX+0sSfKI6XTMfO7RaDe4mJzx7fvfxHRNSiRPnj1ZJqeLcOw6qmJSr7lYtsn62i4CBSEgmCe0Gk12NrdQ0QnmHrPpOSdnj0izkOHoHMduMZqdEecFnV4bt26jCDg9PeLu3buIXCEOA0bjS3IlZxzMODw/59HTpxSlRFOfs32aRVmgCAtLs5mfLqgpdQy15ODZfToDB0lSvdk1g5v7t6vNq5ogz0uUQsefRQiho9sOD48O6Oys4XQbqLag3nKI4oBa3eHhk/u89+Q+IFE1MGyVbr+LU28gdBshNKIgxzYahH7M53/ypyhk9aYbnl5iihqm3mK9v8WDtx/z+Ml7TLxT0tSvMlkqOvNFQFmComvUOy1q9Tq2XUMVKkmeoFgGD48OUbQWt2+9TFmG+NGMTreJqkFRplxeXiJLBd1u0Gy3sC0Lbx4Q+CnD4SVRusCLZtQcg93dHaaTEZPLSxzLxdSsKlcKCjKvviy7/S7tXhvDNhASkiTCrTvM5mPeffA2fhKwCH2cTpve5iZ+VuAHc0YXj/EWQ3RNw7Q0kjSn39uq9o+WyXc9kRqNBmVZRV3SNZMkSxmNL2i3Gzx89C5R7AMFrmORlyq9To9Pf+YNanWH4eSco9NDktSn1W2h2w6XszG6aZOnBZpQSEMf1zJJopBCQKO7gapYpIFElCq226DVapGnJZPRjOl4hus02d7aR1MdhFZjMvHp9tc5uRii6wZBFBIkVXiyVrNHnmRomoEscjqtPkqucvjkGVGasb21R82pY+gm0/GEjc0Bx2cndLotWp0mYZrw5PCIrCzRTZsbN/dw7RqObVBmklgmJAJa3U3OD485e3xSuU82u8hMxdQsbuzeqZw0IompaqRxFSNV0wVnF2eYVp2iKNna2qIsYTxeUBTQag3IUtjeusFodIGhSRQ1543XX2d7cx0FSSlT0sIHNefi8gQvmuEHi2o1XK9haTUevPOQJEhRgE6rSxyknJ8MUTFo1uuMLy9ZzKZMxxNkWqX3nc+nNJoOo8tTxpdDZJ5jGgbdRgfXdJnPvSp2Q1JCLsmShDJPGZ2PyNOCwdoaeaYwn0QEXgxS0ml10TB5+vQhN2/f4vzkjE+8/lnCeUyexOQyxrVMWm4dihLbrlVfonGMYmrESYhqaDw7OyLIEjRLI40znJpLLqp4DFIRXE5nxHFKHpd02wP29m5+aHt1LYympmlouoUiDLJEYgiL2XiEJOXZyRMGa200BV6+9xKDQZ8kT4jiAEe32Rls07YbGFKjblWpfwskpVoQZT6qAYqmksscxZScXZxzOZlimTpCyVEUEKqGppsoQqPmNOi1NvjEa59k7o/xgxmGYtPvbpAlKe3WgJt7LyAAu+YSJ6BrFmmaE0cpUZSRFZAX1dyNEFWyNCkFWVpQUFapf9t9xuOAokhx6wb+3Me2qnwtpupQczo4dp2iKEjikiQCXTfRLRXdMTHNOvs3b3Pw5BFx4mOZNmGQ03DbKNU7mo31LYqiIM1zwjj87rMuspIkiQgCj82tPlZNw2yYhEVCIiVpLimVkrk/J/ZCDh48Il74pGlBs9Om02szGQ9RdcHJ6ZDhxRhDr9LLDgYboBq8+/BdzoZHjOcjoiRkNr+kKBIWwYSCjNFoRBTm1OtrrK13uRgeIouUVqtFlEagSEbjQ+LQo0gTNFUQxz5pKWm21lEVE8vQkEVOvdmm1exiCJ3N/iZ39l+gKCWnZ0MkKlmuVM+z1kSWCmUBCz9AMw3yUkXKyuVQUwSyyGjXe7zy0mu0202OD54uc8ZrrA+2iOOYhw8foKoqNatJrdGlFBpS1biczrBdg1xLKZSCR4/fQYjKX960TZ4dvodMQza7OyRRhswllAqdVhtF1eh0B9ScBkgVVYEsTzg8eVwF7tAsyizncnxKq+VimhoCSIsqRNx8NmM+nzJdzKnVavzWf/0vzGYzBoN1DNuiLKv+WOaSJM6WsTZdfC8kiQs2+zvMpwve/Mo3OD8f0nCbHB+fEoUJqq4TxgFu06bmmgipYBo6yCozpm4o3LixjambKFJBU1XKXHJn7wVaVoOtzgZ14bDmtrBVnbs3XkArVIKgmg+Oo5zxeIxp6igKbG3t0Oo6nF2cc++Vl6lbdXqd/nJdIafTanFz9xYUBr3uOkJatFotEA6dTossDxhsbSB0HbfW4Hx4QamomLUqBcr5+Smu7dCqN+l1+jSdBidHxx/aXl0Lo5lnGZbpIHRBIgsuZ1OCKOLw4JTxZIJlOsRxynwx5uDwAQt/hJQlkoLzixNeuXeXbrMFeY4XBqh6NQcVxz5F7qMpgvFkiCwzDMMk9EJC30MWOXGaVOlZiwKnZlGv10mShHfefZso8giSkCST1Go1puNzgiDgyZNH7N3Yr3ypdZtBZ5MwjOkN1uj0+uzu7qHrOgqC4fk5sqgmzjWpEgcRSVolUhtfnrO9WbVdBDOyPKnya8cRupJxeHif9x5/BUmMYSs8PXiXT37qVZIs5MbNXcLEI8sDVK3KiBgsIs7PLpjPPcIgwvO8yu2u7izn+iDPS1zXpdFu4flT4iwgzHxOR6cIFfKsRBQaYZCgC4dOfYsbW7uoUsMybI5PH2ObBp1GHX8+Zmtzj93tF0mylLxIKUudemuDZreN1HOC2EcqlYeWW7fJcp8oXlCWObpucmPnbrXCmwX40xENp87aer9KTeAdglriNmzKAizLwdR1pChpNNrVRmhFkqch3e4ahurQNF1cy6UUEi/2CPw5bq3J7f07JHFGEEfkOdhWnTTJ0Q2HMAyRZYGuSmzLQBYGF5dzVFUwOjsmiUMm0zl/+OWv02y2qTdqlMBiHjMPQhLKKoqVWWetv46iCerdGmtbG9iugyJL/PGYbs0ijhfUnTadehfLcri19wLz2RDVEGzsbtDpN8jSCNOo0el0aLf6mEa1Iv6db79JFIWML4e4Th1dNxBU8QJc2yIrSpxai5rTxDA0ptMJF+eXxFGOjsardz/Gzd192q0BhlFHNWoIzWA8mTIbTzANAylgNpuh6gpJEhFGPuPpJUmZkRQhs/m4CsydVK64i7mHbhosvIiyMFCESp7HlGWG4Th0egP+zM/8HGudNUQqubW7x/7eHkiNLMnxF3PqroFCga4Jaq7FYKNDkHk0Wi0ajTrbmxsMT0+w3TqxTFkEM5KswG12MQyTmuNw/+1vs797mzxNODx4zGR4wXp3DVDYurGHtYzZOZtNGI4u0AVopWR/e5enTx5Rrzkf2l5dC6NZFAVpURIWCaprkGtwY/cWW2s7hGGKqlchuI6Pn5FmC3RDYtkahVoS5B6JjAhij4wqzerlZIIwNDRdkGcheZbimAalTNGEiaXanByekCTVG1eiVG5teY4iJMcnT5h5Q7w4pN5skec5li0qYy1KDo4f4zYd5sEU1VAJghDDMIjCeJkVs2A2meI4Nt1uF9sxWSxmGIpKmQsMtUEShxwdvc29O6+w3t9hc3ObOC5puAPW2pvE/gKUALeuE6Zj5oshrVaD9x4+JE1TJvMpzU6T/qCDaWrVEMWLeenuq8RRQpolzOdzTN2gXq88fgpZous6N2/eIs9zwtjHC2aoBmi2QponOJaDhoFWKKRhyM2dfVy3Q1LmWEaTLChIghDXduh3u+xs71NvDtBUnTQv0TQTVXNw3AaKoWFYJoZpYtoGc9/DsA0UvXJPjROPKEqYTC6xdAe1yAjnHpHvUZCxiC9Ji5iJN6G/sUmrvUGjbnPw+F1Mq8nWjT3CKEFRYizbJfFTmk4DTSjopkYQz6i5Jkq1TRZBiaIoqKq6DHyt0F/bwnFrOK6JJCXLUqbzgKPjcwpZ0u00mVyeAypZIfACn+liiiwFaZ4QZQE5OUIobPa2IVUwzRrokvXdXbxwwvjkgI5WI5nHbG9v88Ybn8Zx60hZcPDsCblMcHsup5Nj4tJH0xXOTi9ZLGbIomQ8mtHrNEmTKie5qtjU7DqOXa3KO45LluTomo1jN5lMFyRZyny+oNXqVSOhMMAbT/EXHkVakuYCzXKx3CalovPk8UOCwKPX63E5GdHqNMlFTpj5zPwZfjjn5OwZlqPTaDRQEDQaTaSikpeSPJMIxSQtcs5Hx+imhlmvcTGd8vTwGbPFHDQQhsqXvvKHKJpOp9HD1BVeefkWa+tVuuHKRfgYYSgIVUEWGfff+Q6dtstwNMYLFpxPTlEMHS+cgKIQhZcoZYppCs7Oq4Di0dxjMhzTbLVJy5L5zOPy/BxFhU6zga4J1rod/NmUe3duk+XRh7ZXQsoP7z70w0II4QEPrlrH/wU94PKqRXxEVpp/dDyPuv9/1nxDStn/QY0+fAq2Hy4PpJSfumoRHxUhxNeeN90rzT86nkfdK80/mGsxPF+xYsWK54WV0VyxYsWKj8B1MZo/MLLINeV51L3S/KPjedS90vwDuBYLQStWrFjxvHBdvjRXrFix4rngyo2mEOJPCSEeCCEeCSF+6ar1vI8Q4p8JIYZCiLc+UNcRQvyOEOLh8the1gshxD9Y3sO3hRCfuCLNO0KI3xdC3BdCvC2E+GvPiW5LCPEVIcS3lrr/zrL+phDiy0vdvy6EMJb15vL80fL63lXoXmpRhRDfEEJ88XnQLIQ4EEJ8RwjxTSHE15Z1171/tIQQvyGEeHfZtz97pZqllFf2A1TgMbAPGMC3gJeuUtMHtH0e+ATw1gfq/h7wS8vyLwF/d1n+AvBbgAA+A3z5ijRvAJ9YluvAe8BLz4FuAbjLsg58eann3wK/sKz/VeAvL8t/BfjVZfkXgF+/wn7yN4BfA764PL/WmoEDoPc9dde9f/wL4C8uywbQukrNV9LRPvAwPgv89gfOfxn45avU9D369r7HaD4ANpblDar9pQD/GPiz36/dFev/z8CfeJ50Aw7wdeDTVBuWte/tK8BvA59dlrVlO3EFWreB3wV+Cvji8o963TV/P6N5bfsH0ACefu+zukrNVz083wKOPnB+vKy7rqxJKc8AlsfBsv7a3cdy+Pc61Vfbtde9HOZ+ExgCv0M1AplJKfPvo+27upfX50D3R6sYgF8B/iZQLs+7XH/NEvhvQog3hRB/aVl3nfvHPjAC/vlyGuSfCCFqXKHmqzaa4vvUPY/L+dfqPoQQLvDvgb8upfyjQlJfG91SykJK+RrV19uPAfe+X7Pl8cp1CyF+FhhKKd/8YPX3aXptNC/5cSnlJ4CfAf6qEOLzf0Tb66BZo5om+0dSyteBgGo4/n/ih675qo3mMbDzgfNt4PSKtHwYLoQQGwDL43BZf23uQwihUxnMfyWl/A/L6muv+32klDPgD6jmo1pCiPddfT+o7bu6l9ebwIcPvf3/hh8Hfk4IcQD8G6oh+q9wvTUjpTxdHofAf6R6QV3n/nEMHEspv7w8/w0qI3plmq/aaH4VuLNccTSoJsh/84o1/VH8JvCLy/IvUs0Zvl//55crd58B5u8PHX6UCCEE8E+B+1LKv/+BS9ddd18I0VqWbeCPA/eB3wd+ftnse3W/fz8/D/yeXE5g/aiQUv6ylHJbSrlH1W9/T0r557jGmoUQNSFE/f0y8CeBt7jG/UNKeQ4cCSFeXFb9NPDOlWr+UU9Ef5+J3i9QrfI+Bv7WVev5gK5/DZwBGdXb6y9QzUH9LvBweews2wrgHy7v4TvAp65I809QDUW+DXxz+fvCc6D7Y8A3lrrfAv72sn4f+ArwCPh3gLmst5bnj5bX96+4r/wk/3v1/NpqXmr71vL39vv/t+egf7wGfG3ZP/4T0L5KzSuPoBUrVqz4CFz18HzFihUrnitWRnPFihUrPgIro7lixYoVH4GV0VyxYsWKj8DKaK5YsWLFR2BlNFesWLHiI7AymitWrFjxEVgZzRUrVqz4CPwvud7AfLtEmZgAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_ = draw_boxes(image, boxes, scores, classes)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The above cell probably only shows 1 class. Keep in mind that the model\n", + "is able to identify multiple projects in the given picture.\n", + "You can try a different picture by specifying a new `image_path`. \n", + "\n", + "Remember to clean up when you are done." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "n2cube.dpuDestroyTask(task)\n", + "n2cube.dpuDestroyKernel(kernel)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Copyright (C) 2020 Xilinx, Inc." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/pynq_dpu/overlays/__init__.py b/pynq_dpu/overlays/__init__.py new file mode 100755 index 0000000..e69de29 diff --git a/pynq_dpu/overlays/dpu.bit.link b/pynq_dpu/overlays/dpu.bit.link new file mode 100755 index 0000000..0924a8d --- /dev/null +++ b/pynq_dpu/overlays/dpu.bit.link @@ -0,0 +1,14 @@ +{ + "Ultra96": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.ultra96.bit", + "md5sum": "8a7d2b62ea72e7c5db798babd59ea6c5" + }, + "ZCU104": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.zcu104.bit", + "md5sum": "8a3e53750c7a46b513313af4e21a5bf1" + }, + "ZCU111": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.zcu111.bit", + "md5sum": "98d951f0afe392a60da787692a8193fc" + } +} \ No newline at end of file diff --git a/pynq_dpu/overlays/dpu.hwh.link b/pynq_dpu/overlays/dpu.hwh.link new file mode 100755 index 0000000..dce0457 --- /dev/null +++ b/pynq_dpu/overlays/dpu.hwh.link @@ -0,0 +1,14 @@ +{ + "Ultra96": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.ultra96.hwh", + "md5sum": "8e1f936b1e070c6b02c582109d720386" + }, + "ZCU104": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.zcu104.hwh", + "md5sum": "d7edbaa5e2a65234a89eb8e50e35f6fc" + }, + "ZCU111": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.zcu111.hwh", + "md5sum": "acefbbcb547ef9c84dcd992e629ee87c" + } +} \ No newline at end of file diff --git a/pynq_dpu/overlays/dpu.xclbin.link b/pynq_dpu/overlays/dpu.xclbin.link new file mode 100755 index 0000000..8644942 --- /dev/null +++ b/pynq_dpu/overlays/dpu.xclbin.link @@ -0,0 +1,14 @@ +{ + "Ultra96": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.ultra96.xclbin", + "md5sum": "b44641a64bd054d368432f825ebee201" + }, + "ZCU104": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.zcu104.xclbin", + "md5sum": "21852abab2ec554f49aa51f56655dfbd" + }, + "ZCU111": { + "url": "https://www.xilinx.com/bin/public/openDownload?filename=pynqdpu.dpu.zcu111.xclbin", + "md5sum": "d0844ec6dd20b55ca626aaa4c257bf48" + } +} \ No newline at end of file diff --git a/pynq_dpu/pybind11/__init__.py b/pynq_dpu/pybind11/__init__.py new file mode 100755 index 0000000..e69e1bc --- /dev/null +++ b/pynq_dpu/pybind11/__init__.py @@ -0,0 +1,42 @@ +# Copyright (c) 2018, Xilinx, Inc. +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are met: +# +# 1. Redistributions of source code must retain the above copyright notice, +# this list of conditions and the following disclaimer. +# +# 2. Redistributions in binary form must reproduce the above copyright +# notice, this list of conditions and the following disclaimer in the +# documentation and/or other materials provided with the distribution. +# +# 3. Neither the name of the copyright holder nor the names of its +# contributors may be used to endorse or promote products derived from +# this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, +# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR +# PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR +# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, +# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, +# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; +# OR BUSINESS INTERRUPTION). HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, +# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR +# OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF +# ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + + +from .compile import Pybind11Compile +from .proc import Pybind11Processor +try: + __IPYTHON__ + from .magic import Pybind11Magics +except NameError: + pass + + +__author__ = "Yun Rock Qu" +__copyright__ = "Copyright 2018, Xilinx" +__email__ = "pynq_support@xilinx.com" diff --git a/pynq_dpu/pybind11/compile.py b/pynq_dpu/pybind11/compile.py new file mode 100755 index 0000000..9128201 --- /dev/null +++ b/pynq_dpu/pybind11/compile.py @@ -0,0 +1,109 @@ +# Copyright (c) 2016, Xilinx, Inc. +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are met: +# +# 1. Redistributions of source code must retain the above copyright notice, +# this list of conditions and the following disclaimer. +# +# 2. Redistributions in binary form must reproduce the above copyright +# notice, this list of conditions and the following disclaimer in the +# documentation and/or other materials provided with the distribution. +# +# 3. Neither the name of the copyright holder nor the names of its +# contributors may be used to endorse or promote products derived from +# this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, +# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR +# PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR +# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, +# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, +# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; +# OR BUSINESS INTERRUPTION). HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, +# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR +# OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF +# ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + + +import os +from subprocess import run, PIPE, Popen, check_output + + +__author__ = "Yun Rock Qu" +__copyright__ = "Copyright 2020, Xilinx" +__email__ = "pynq_support@xilinx.com" + + +class Pybind11Compile: + """Class to compile the C++ file into a shared object. + + This class will simply compile the program into a shared object based + on Pybind11 binding. The file name and module name has to be consistent; + i.e., file name should be `.cpp`. + + """ + def __init__(self, module_name, flags, file_name): + """Instantiate Pybind11Program instance. + + The program will be compiled during instantiation. + The shared object after compilation will be copied to + `lib.so` so it can be linked by other C++ program. + + Parameters + ---------- + module_name : str + The name of the python module. + flags : dict + Optional compilation flags + file_name : str + Name of the program to compile. + + """ + self.module_name = module_name + self.cflags = flags['cflags'] + self.ldflags = flags['ldflags'] + self.file_name = file_name + + result = self.compile_cpp() + if result.returncode: + raise RuntimeError( + "Calling g++ Failed: {}".format(result.stderr.decode())) + + def compile_cpp(self): + """Compile the C++ file for Pybind11 usage. + + The flags are added based on example from + https://pybind11.readthedocs.io/en/stable/basics.html + + """ + if not os.path.isfile(self.file_name): + raise RuntimeError("Must provide a source file (*.cpp extension).") + + include = check_output( + 'python3 -m pybind11 --includes'.split(' '), + universal_newlines=True).rstrip('\n') + include += ' -I/usr/include -I/usr/local/include' + include += ' -I{}'.format(os.getcwd()) + link = check_output( + 'python3-config --ldflags'.split(' '), + universal_newlines=True).rstrip('\n') + link = ' '.join(link.split()) + ' -L/usr/lib -L/usr/local/lib' + link += ' -L{}'.format(os.getcwd()) + extension = check_output( + 'python3-config --extension-suffix'.split(' '), + universal_newlines=True).rstrip('\n') + if not self.cflags: + cflags = '-O3 -Wall -shared -std=c++11 -fPIC' + else: + cflags = self.cflags + if not self.ldflags: + ldflags = link + else: + ldflags = link + ' ' + self.ldflags + + cmd = 'c++ {0} {1} {2}.cpp -o {2}{3} {4}'.format( + cflags, include, self.module_name, extension, ldflags) + return run(cmd.split(' '), stdout=PIPE, stderr=PIPE) diff --git a/pynq_dpu/pybind11/magic.py b/pynq_dpu/pybind11/magic.py new file mode 100755 index 0000000..8816fe8 --- /dev/null +++ b/pynq_dpu/pybind11/magic.py @@ -0,0 +1,86 @@ +# Copyright (c) 2018, Xilinx, Inc. +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are met: +# +# 1. Redistributions of source code must retain the above copyright notice, +# this list of conditions and the following disclaimer. +# +# 2. Redistributions in binary form must reproduce the above copyright +# notice, this list of conditions and the following disclaimer in the +# documentation and/or other materials provided with the distribution. +# +# 3. Neither the name of the copyright holder nor the names of its +# contributors may be used to endorse or promote products derived from +# this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, +# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR +# PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR +# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, +# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, +# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; +# OR BUSINESS INTERRUPTION). HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, +# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR +# OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF +# ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + + +from IPython.core.magic import cell_magic, Magics, magics_class +from IPython import get_ipython +from IPython.display import HTML, display_javascript +from .proc import Pybind11Processor + + +__author__ = "Yun Rock Qu" +__copyright__ = "Copyright 2020, Xilinx" +__email__ = "pynq_support@xilinx.com" + + +@magics_class +class Pybind11Magics(Magics): + @cell_magic + def pybind11(self, line, cell): + """IPython magic inside Jupyter environment. + + For the entire line provided in the magic, the first element will be + taken as the module name, while the additional elements will be taken + as optional building flags. + + """ + line_list = line.split(';') + module_name = line_list[0] + cflags = None + ldflags = None + if len(line_list) > 1: + cflags = ' '.join(line_list[1].split()) + if len(line_list) > 2: + ldflags = ' '.join(line_list[2].split()) + flags = {'cflags': cflags, + 'ldflags': ldflags} + try: + _ = Pybind11Processor(module_name, flags, cell) + except RuntimeError as r: + return HTML("
Compile FAILED\n" + r.args[0] + "
") + + +js = """ +try { +require(['notebook/js/codecell'], function(codecell) { + codecell.CodeCell.options_default.highlight_modes[ + 'magic_text/x-csrc'] = {'reg':[/^%%pybind11/]}; + Jupyter.notebook.events.one('kernel_ready.Kernel', function(){ + Jupyter.notebook.get_cells().map(function(cell){ + if (cell.cell_type == 'code'){ cell.auto_highlight(); } }) ; + }); +}); +} catch (e) {}; +""" + +instance = get_ipython() + +if instance: + get_ipython().register_magics(Pybind11Magics) + display_javascript(js, raw=True) diff --git a/pynq_dpu/pybind11/proc.py b/pynq_dpu/pybind11/proc.py new file mode 100755 index 0000000..c6f42c8 --- /dev/null +++ b/pynq_dpu/pybind11/proc.py @@ -0,0 +1,211 @@ +# Copyright (c) 2016, Xilinx, Inc. +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are met: +# +# 1. Redistributions of source code must retain the above copyright notice, +# this list of conditions and the following disclaimer. +# +# 2. Redistributions in binary form must reproduce the above copyright +# notice, this list of conditions and the following disclaimer in the +# documentation and/or other materials provided with the distribution. +# +# 3. Neither the name of the copyright holder nor the names of its +# contributors may be used to endorse or promote products derived from +# this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, +# THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR +# PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR +# CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, +# EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, +# PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; +# OR BUSINESS INTERRUPTION). HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, +# WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR +# OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF +# ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. + + +import os +from CppHeaderParser import CppHeader +from .compile import Pybind11Compile + + +__author__ = "Yun Rock Qu" +__copyright__ = "Copyright 2020, Xilinx" +__email__ = "pynq_support@xilinx.com" + + +class CppProgram: + """Primary processor that construct the C++ program. + + This class leverages the CppHeader parser so we get a list of functions + and classes to be considered. Multiple sections will be added to the + Pybind11 binding during this process. + + The `process()` method is called upon the instantiation of the class. + + After the processing is complete, a `.cpp` should be + available to users, integrated with required Pybind11 bindings. + + If the original program does not include a header file that has the same + name as the module (e.g. `.hpp`), a header will be generated. + This helps users compile other C++ modules with this header file. + + """ + def __init__(self, module_name, original_text): + self.module_name = module_name + self.original_text = original_text + self.use_generated_header = True + with open('temp.c', 'w') as f: + f.write(original_text) + self.cpp_header = CppHeader('temp.c') + self.cpp_file = "{}.cpp".format(module_name) + if os.path.isfile(self.cpp_file): + os.remove(self.cpp_file) + self.hpp_file = "{}.hpp".format(module_name) + if os.path.isfile(self.hpp_file): + os.remove(self.hpp_file) + self.generate_cpp() + self.generate_hpp() + + def add_header(self): + with open(self.cpp_file, 'a') as f: + f.write('#include \n') + f.write('namespace py = pybind11;\n') + + def add_cpp_program(self): + with open(self.cpp_file, 'a') as f: + f.write(self.original_text + '\n') + + def add_dummy_main(self): + with open(self.cpp_file, 'a') as f: + f.write('int main(){return 0;}\n') + + def add_pybind11_head(self): + with open(self.cpp_file, 'a') as f: + f.write('PYBIND11_MODULE({0}, m) {{\n'.format(self.module_name)) + + def add_doc(self): + with open(self.cpp_file, 'a') as f: + f.write('m.doc() = "Pybind11 module {}";\n'.format( + self.module_name)) + + def add_def(self): + with open(self.cpp_file, 'a') as f: + for i in self.cpp_header.functions: + f.write('m.def("{0}", &{0},\n'.format(i['name'])) + for arg in i['parameters']: + f.write('py::arg("{0}"),\n'.format(arg['name'])) + f.write('"A function with name {}");\n'.format(i['name'])) + + def add_attr(self): + with open(self.cpp_file, 'a') as f: + for v in self.cpp_header.variables: + f.write('m.attr("{0}") = py::cast({0});\n'.format(v['name'])) + + def add_class(self): + with open(self.cpp_file, 'a') as f: + for i in self.cpp_header.classes: + parent_class_list = [i] + if self.cpp_header.classes[i]['inherits']: + for j in self.cpp_header.classes[i]['inherits']: + parent_class_list.append(j['class']) + f.write('py::class_<{0}>(m, "{1}")\n'.format( + ','.join(parent_class_list), i)) + + for j in self.cpp_header.classes[i]['methods']['public']: + if j['constructor']: + init_arg_list = [k['type'] for k in j['parameters']] + init_args = ','.join(init_arg_list) + f.write('.def(py::init<{0}>())\n'.format(init_args)) + else: + f.write('.def("{0}", &{1}::{0})\n'.format(j['name'], i)) + f.write(';\n') + + def add_pybind11_tail(self): + with open(self.cpp_file, 'a') as f: + f.write('}\n') + + def generate_cpp(self): + """Process the entire program context to add Pybind11 bindings. + + The `add_header()` call will add 2 lines to enable the Pybind11. + All the methods between `add_pybind11_head()` and `add_pybind11_tail()` + are just break-down of the binding code. + + To debug, users can just check the generated `.cpp`. + + """ + self.add_header() + self.add_cpp_program() + self.add_dummy_main() + self.add_pybind11_head() + self.add_doc() + self.add_def() + self.add_attr() + self.add_class() + self.add_pybind11_tail() + + def generate_hpp(self): + """This method will generate the C++ header. + + This is often needed when the shared object is referenced by another + shared object. + + If users have prepared a `.hpp` file already and included + that in the C++ program, the generation process will be skipped. In + other words, we only generate header file when the file does not + already exist. + + """ + if '"{}"'.format(self.module_name) not in self.cpp_header.includes: + self.use_generated_header = True + else: + self.use_generated_header = False + + if self.use_generated_header: + with open(self.hpp_file, 'w') as f: + f.write('#ifndef {}_H\n'.format(self.module_name.upper())) + f.write('#define {}_H\n'.format(self.module_name.upper())) + for i in self.cpp_header.includes: + f.write('#include {}\n'.format(i)) + for i in self.cpp_header.defines: + f.write('#define {}\n'.format(i)) + for i in self.cpp_header.functions: + f.write(i['debug'].rstrip('{') + ';\n') + f.write('#endif\n') + + +class Pybind11Processor: + """ Provides a python interface to the Pybind11 program. + + Based on the program user provides, this class will add necessary + Pybind11 bindings to it so a modified cpp file is generated. This file + will be passed to the C++ compiler. + + """ + def __init__(self, module_name, flags, program_text): + """ Create a new Pybind11Processor instance + + Parameters + ---------- + module_name : str + The name of the python module. + flags : dict + Optional compilation flags in a dictionary + program_text : str + Source of the program to examine. + + """ + try: + _ = CppProgram(module_name, program_text) + except Exception as e: + raise RuntimeError("Error parsing code.\n" + str(e)) + + _ = Pybind11Compile(module_name, flags, "{}.cpp".format(module_name)) + os.remove("temp.c") + os.remove("{}.cpp".format(module_name)) + os.remove("{}.hpp".format(module_name)) diff --git a/pyproject.toml b/pyproject.toml new file mode 100755 index 0000000..9a1ea15 --- /dev/null +++ b/pyproject.toml @@ -0,0 +1,2 @@ +[build-system] +requires = ["setuptools", "wheel", "pynq"] diff --git a/setup.py b/setup.py new file mode 100755 index 0000000..d02d1e5 --- /dev/null +++ b/setup.py @@ -0,0 +1,247 @@ +# Copyright (C) 2020 Xilinx, Inc +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. + +__author__ = "Yun Rock Qu" +__copyright__ = "Copyright 2020, Xilinx" +__email__ = "pynq_support@xilinx.com" + + +from setuptools import setup, find_packages, Distribution +from setuptools.command.build_ext import build_ext +import shutil +import os +import platform +import re +import warnings + + +# temporary fix to ignore "Device Not Found" error +try: + from pynq.utils import build_py +except RuntimeError: + pass + + +# global variables +module_name = "pynq_dpu" +git_submodule_vai = "vitis-ai-git" +data_files = [] +dnndk_applications = {'resnet50': "dpu_resnet50_0.elf", + 'inception_v1': "dpu_inception_v1_0.elf", + 'tf_yolov3_voc_py': "dpu_tf_yolov3.elf"} + + +# parse version number +def find_version(file_path): + with open(file_path, 'r') as fp: + version_file = fp.read() + version_match = re.search(r"^__version__ = ['\"]([^'\"]*)['\"]", + version_file, re.M) + if version_match: + return version_match.group(1) + raise NameError("Version string must be defined in {}.".format(file_path)) + + +# extend package +def extend_package(path): + if os.path.isdir(path): + data_files.extend( + [os.path.join("..", root, f) + for root, _, files in os.walk(path) for f in files] + ) + elif os.path.isfile(path): + data_files.append(os.path.join("..", path)) + + +# merge 2 folder recursively +def copy_tree(root_src_dir, root_dst_dir): + for src_dir, dirs, files in os.walk(root_src_dir): + dst_dir = src_dir.replace(root_src_dir, root_dst_dir, 1) + if not os.path.exists(dst_dir): + os.makedirs(dst_dir) + for f in files: + src_file = os.path.join(src_dir, f) + dst_file = os.path.join(dst_dir, f) + if os.path.exists(dst_file): + os.remove(dst_file) + shutil.copy(src_file, dst_dir) + + +# copy DNNDK applications +def copy_dnndk_samples(src, dst): + """Copy DNNDK samples. + + We will only copy the samples that we are interested. More samples can be + added to the `application` list. We also need to refrain from storing + large ML models in source distribution; hence we need to remove all the + models. + + We will just rely on downloading large ML models from Xilinx opendownload + when installing the package; at that time we will download specific ones + depending on the BOARD environment. + + """ + copy_tree(os.path.join(src, 'common'), + os.path.join(dst, 'common')) + os.remove(os.path.join(dst, 'common', 'dputils.py')) + for app in dnndk_applications: + src_app = os.path.join(src, app) + dst_app = os.path.join(dst, app) + copy_tree(src_app, dst_app) + os.system("cd {} && ".format(dst_app) + + "rm -rf build.sh Makefile model_for_*") + + +# Customized patch +def patch_ignore_prints(file_path): + """Patch Python file to ignore prints. + + Some Python files in DNNDK examples have too many distracting print outs. + This helper function will patch the Python file so we can ignore print outs. + + """ + os.system('sed -i "s/print/#print/g" {}'.format(file_path)) + + +# Enforce platform-dependent distribution +class CustomDistribution(Distribution): + def has_ext_modules(self): + return True + + +# get current platform: edge +def get_platform(): + cpu = platform.processor() + if cpu in ['armv7l', 'aarch64']: + return "edge" + elif cpu in ['x86_64']: + raise OSError("Platform is not supported.") + else: + raise OSError("Platform is not supported.") + + +# get current board +def get_board(): + board_variable = os.getenv('BOARD') + if board_variable not in ['Ultra96', 'ZCU104', 'ZCU111']: + warnings.warn(UserWarning, "Board is not officially supported.") + return board_variable.lower().replace('-', '') + + +# install dnndk package +def install_dnndk_pkg(pkg_path): + os.system('cd {} && ' + 'wget -O vitis-ai_v1.1_dnndk.tar.gz ' + '"https://www.xilinx.com/bin/public/openDownload?filename=' + 'vitis-ai_v1.1_dnndk.tar.gz" && ' + 'tar -xvf vitis-ai_v1.1_dnndk.tar.gz && ' + 'cd vitis-ai_v1.1_dnndk && ' + 'bash install.sh'.format(pkg_path)) + + +# resolve overlay files by moving the cached copy +def resolve_overlay_d(path): + subfolders = [os.path.abspath(f.path) for f in os.scandir(path) + if f.is_dir() and f.path.endswith('.d')] + for f in subfolders: + dst_name = f.rstrip('.d') + file_list = [os.path.join(f, x) for x in os.listdir(f)] + if not file_list: + raise FileNotFoundError("Folder {} is empty.".format(f)) + shutil.copy(file_list[0], dst_name) + shutil.rmtree(f) + + +class BuildExtension(build_ext): + """A custom build extension for adding user-specific options. + + This will first install DNNDK package targeting the current board. + Also, a couple of link files will be resolved at the end so users + have the correct overlay files in the `overlays` folder. + + """ + def run(self): + dnndk_pkg_path = os.path.join(module_name, get_platform()) + install_dnndk_pkg(dnndk_pkg_path) + build_ext.run(self) + overlay_path = os.path.join(self.build_lib, module_name, 'overlays') + resolve_overlay_d(overlay_path) + + +pkg_version = find_version('{}/__init__.py'.format(module_name)) +with open("README.md", encoding='utf-8') as fh: + readme_lines = fh.readlines()[2:7] +long_description = (''.join(readme_lines)) + + +if os.path.isdir(git_submodule_vai): + src_img = os.path.join(git_submodule_vai, + 'DPU-TRD/app/Vitis/img') + dst_img = os.path.join(module_name, 'edge/notebooks/img') + dst_data = os.path.join(module_name, 'edge/notebooks/data') + src_dnndk_samples = os.path.join(git_submodule_vai, + 'mpsoc/vitis_ai_dnndk_samples') + dst_dnndk_samples = os.path.join(module_name, + 'edge/dnndk') + + copy_tree(src_img, dst_img) + shutil.copy2(os.path.join(src_dnndk_samples, + 'inception_v1_mt/image/words.txt'), + dst_img) + shutil.copy2(os.path.join(src_dnndk_samples, + 'tf_yolov3_voc_py/image/voc_classes.txt'), + dst_img) + shutil.copy2(os.path.join(src_dnndk_samples, 'common/dputils.py'), + module_name) + copy_dnndk_samples(src_dnndk_samples, dst_dnndk_samples) + patch_ignore_prints(os.path.join(dst_dnndk_samples, + 'tf_yolov3_voc_py/tf_yolov3_voc.py')) + + +extend_package(os.path.join(module_name, 'overlays')) +for arch in ['edge']: + extend_package(os.path.join(module_name, arch)) + + +setup( + name=module_name, + version=pkg_version, + description="PYNQ DPU Overlay using Vitis AI", + long_description=long_description, + long_description_content_type='text/markdown', + author='Xilinx PYNQ Development Team', + author_email="pynq_support@xilinx.com", + url='https://github.com/Xilinx/DPU-PYNQ.git', + license='Apache License 2.0', + packages=find_packages(), + package_data={ + "": data_files, + }, + python_requires=">=3.6.0", + install_requires=[ + "pynq>=2.5.1", + "pybind11", + "CppHeaderParser", + "mnist" + ], + entry_points={ + "pynq.notebooks": [ + "pynq-dpu = {}.{}.notebooks".format( + module_name, get_platform()) + ] + }, + cmdclass={"build_py": build_py, + "build_ext": BuildExtension}, + distclass=CustomDistribution +) diff --git a/upgrade/Makefile b/upgrade/Makefile new file mode 100755 index 0000000..e5fe0c2 --- /dev/null +++ b/upgrade/Makefile @@ -0,0 +1,27 @@ +PACKAGES = pynq xrt ubuntu_pkg opencv protobuf json_c dpu_clk + +.PHONY: all $(PACKAGES) +all: check_env $(PACKAGES) finish + +check_env : + bash ./check_env.sh + +finish: + @echo "" + @echo "Upgraded PYNQ image successfully." + @echo "" + +$(PACKAGES): check_env + @if [ ! -e $@/.success ]; then \ + echo "upgrading $@ ..." &&\ + cd $@ &&\ + bash ./install.sh &&\ + touch .success ;\ + fi + +ubuntu_pkg : pynq xrt +opencv protobuf json_c dpu_clk: pynq xrt ubuntu_pkg +finish: $(PACKAGES) + +clean: + rm -rf */.success diff --git a/upgrade/README.md b/upgrade/README.md new file mode 100755 index 0000000..4b6a9c5 --- /dev/null +++ b/upgrade/README.md @@ -0,0 +1,51 @@ +# DPU on PYNQ v2.5 Image + +This folder helps users upgrade PYNQ v2.5 image to be +compatible with Vitis AI. Currenly we support Zynq Ultrascale board images, +including Ultra96, ZCU104, ZCU111, and potentially a couple of other boards. + +## Prerequisite + +We have the following assumptions: + +1. As a starting point, we assume you have flashed your SD card (at least +16GB) with PYNQ image v2.5. +2. You can boot up the board without any issue. For Ultra96, we recommended +you to use bigger power bricks; for example, [4A power brick](https://www.avnet.com/shop/us/products/avid-technologies/90152-2208-3074457345635740760/). +3. You have an Internet connection from the board. Wired connection is +recommended. + +## Upgrade PYNQ Image + +The first step is to upgrade your image so we can install some libraries +required by Vitis AI. + +**On your board**, run `su` to use super +user. Password is `xilinx`. Run the following commands: + +```shell +git clone --recursive --shallow-submodules https://github.com/Xilinx/DPU-PYNQ.git +cd DPU-PYNQ/upgrade +make +``` + +The upgrade process can take up to 1 hour so please be patient. +At the same time, you can proceed to the next few steps. + +By default, the `Makefile` will install / update the following packages: + +* `pynq`: Install `pynq` 2.5.1 from source distribution. +* `xrt`: Xilinx Run Time (XRT) will be upgraded to tag `2019.2_RC2`. +* `ubuntu_pkg`: Install `devmem2` and `at-spi2-core` from Ubuntu repository; remove the old `opencv` package. +* `opencv`: Install `opencv` 3.4.3. +* `protobuf`: Install `protobuf` 3.6.1. +* `jsonc`: Install `json-c` 0.13.1. +* `dpu_clk`: Install a small Python script to control DPU clocks. + +## Notes + +The above steps help users with DPU on PYNQ image v2.5 temporarily. +For future PYNQ releases, these steps will be included in the image itself, +so we expect the upgrade scripts to be deprecated in the near future. + +Copyright (C) 2020 Xilinx, Inc diff --git a/upgrade/check_env.sh b/upgrade/check_env.sh new file mode 100755 index 0000000..1954f12 --- /dev/null +++ b/upgrade/check_env.sh @@ -0,0 +1,24 @@ +#!/bin/bash + +if [ $(id -u) != "0" ]; then + echo "Error: install scripts require root or sudo." + exit 1 +fi + +if [ $(arch) != 'aarch64' ]; then + echo "Error: only Zynq Ultrascale boards are supported." + exit 1 +fi + +if [ $(df -h -BG | grep /dev/root | \ + awk '{print $2}' | sed 's/G//g') -lt 10 ]; then + echo "Error: not enough disk space; recommend to use >16GB SD card." + exit 1 +fi + +url="https://www.xilinx.com" +wget -qO- $url &> /dev/null +if [ $? -ne 0 ]; then + echo "Error: please make sure you have valid Internet connection." + exit 1 +fi diff --git a/upgrade/dpu_clk/dpu_clk b/upgrade/dpu_clk/dpu_clk new file mode 100755 index 0000000..2e7c698 --- /dev/null +++ b/upgrade/dpu_clk/dpu_clk @@ -0,0 +1,42 @@ +#!/usr/bin/python3 +# +# Copyright 2019 Xilinx Inc. +# +# Licensed under the Apache License, Version 2.0 (the "License"); +# you may not use this file except in compliance with the License. +# You may obtain a copy of the License at +# +# http://www.apache.org/licenses/LICENSE-2.0 +# +# Unless required by applicable law or agreed to in writing, software +# distributed under the License is distributed on an "AS IS" BASIS, +# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. +# See the License for the specific language governing permissions and +# limitations under the License. +# + +import sys +import os + +pll_clk = 1500000000 + +pl0_ref_ctrl = int(os.popen("devmem2 0xff5e00c0 32").read(), 16) +pl0_div0 = (pl0_ref_ctrl >> 8) & 0x3f + +ori_clk = int(os.popen("cat /sys/kernel/debug/clk/pl0_ref/clk_rate").read()) + +if ((sys.argv.__len__() == 2) and sys.argv[1].isdecimal()): + perf_rate = int(sys.argv[1]) + if (perf_rate > 0 and perf_rate <= 100): + target_clk = ori_clk * int(sys.argv[1]) / 100 + #print("Origin Clk %d" % ori_clk) + target_div0 = int(pll_clk / target_clk) + target_reg = pl0_ref_ctrl & 0xffffc0ff | (target_div0 << 8) + #print("Target PL0_CLK %d" % target_clk) + os.system("devmem2 0xff5e00c0 32 " + str(hex(target_reg))) +else: + pl0_ref_ctrl = int(os.popen("devmem2 0xff5e00c0 32").read(), 16) + pl0_div0 = (pl0_ref_ctrl >> 8) & 0x3f + act_clk = pll_clk / pl0_div0 + print("Real PL0_CLK %d" % act_clk) + print("DPU Performance %.1f%%" % (float(act_clk) / ori_clk * 100)) diff --git a/upgrade/dpu_clk/install.sh b/upgrade/dpu_clk/install.sh new file mode 100755 index 0000000..7d3ffd7 --- /dev/null +++ b/upgrade/dpu_clk/install.sh @@ -0,0 +1,8 @@ +#!/bin/bash + +set -e +set -x + +# add dpu_clk control script +cp dpu_clk /usr/bin + diff --git a/upgrade/json_c/install.sh b/upgrade/json_c/install.sh new file mode 100755 index 0000000..599b532 --- /dev/null +++ b/upgrade/json_c/install.sh @@ -0,0 +1,21 @@ +#!/bin/bash + +set -e +set -x + +tag="json-c-0.13.1-20180305" + +cd /root +git clone https://github.com/json-c/json-c.git json-c-git +cd json-c-git +git checkout -b tmp tags/${tag} +./autogen.sh +./configure +make +make install +echo "/usr/local/lib" >> /etc/ld.so.conf.d/json-c.conf +ldconfig + +cd /root +rm -rf json-c-git + diff --git a/upgrade/opencv/install.sh b/upgrade/opencv/install.sh new file mode 100755 index 0000000..2365b78 --- /dev/null +++ b/upgrade/opencv/install.sh @@ -0,0 +1,20 @@ +#!/bin/bash + +set -e +set -x + +version=3.4.3 +if [ ! -f opencv-${version}.tar.gz ]; then + wget -O opencv-${version}.tar.gz \ + "https://www.xilinx.com/bin/public/openDownload?filename=opencv-${version}.tar.gz" +fi +cp -rf opencv-${version}.tar.gz /root + +cd /root +tar -xvf opencv-${version}.tar.gz +cp -rf opencv-dist/* /usr/local/ +echo "/usr/local/lib" >> /etc/ld.so.conf.d/opencv.conf +ldconfig + +cd /root +rm -rf *.tar.gz opencv-dist diff --git a/upgrade/protobuf/install.sh b/upgrade/protobuf/install.sh new file mode 100755 index 0000000..c610654 --- /dev/null +++ b/upgrade/protobuf/install.sh @@ -0,0 +1,20 @@ +#!/bin/bash + +set -e +set -x + +version=3.6.1 +if [ ! -f protobuf-${version}.tar.gz ]; then + wget -O protobuf-${version}.tar.gz \ + "https://www.xilinx.com/bin/public/openDownload?filename=protobuf-${version}.tar.gz" +fi +cp protobuf-${version}.tar.gz /root + +cd /root +tar -xvf protobuf-${version}.tar.gz +cp -rf protobuf-dist/* /usr/local/ +echo "/usr/local/lib" >> /etc/ld.so.conf.d/protobuf.conf +ldconfig + +cd /root +rm -rf *.tar.gz protobuf-dist diff --git a/upgrade/pynq/install.sh b/upgrade/pynq/install.sh new file mode 100755 index 0000000..90fd3fb --- /dev/null +++ b/upgrade/pynq/install.sh @@ -0,0 +1,18 @@ +#!/bin/bash + +set -e +set -x + +# check version +cur_version=$(python3 -c "import pynq;print(pynq.__version__)") +req_version="2.5.1" + +# install pynq if it is not 2.5.1 +if [[ ${cur_version} != ${req_version} ]]; then + sudo pip3 uninstall -y pynq + sudo pip3 install --upgrade --upgrade-strategy only-if-needed \ + pynq==${req_version} +fi + +# remove backup notebook folder +rm -rf /home/xilinx/jupyter_notebooks_* diff --git a/upgrade/ubuntu_pkg/install.sh b/upgrade/ubuntu_pkg/install.sh new file mode 100755 index 0000000..341ee66 --- /dev/null +++ b/upgrade/ubuntu_pkg/install.sh @@ -0,0 +1,9 @@ +#!/bin/bash + +set -e +set -x + +apt-get autoremove -y libopencv* opencv-data python-opencv python3-opencv +apt-get update +apt-get install -y devmem2 at-spi2-core + diff --git a/upgrade/xrt/0001-fix-for-pynq.patch b/upgrade/xrt/0001-fix-for-pynq.patch new file mode 100755 index 0000000..a8f2f61 --- /dev/null +++ b/upgrade/xrt/0001-fix-for-pynq.patch @@ -0,0 +1,61 @@ +From 045f04fe754703422d36e3d5fb83f4b8c38dd99e Mon Sep 17 00:00:00 2001 +From: Rock Qu +Date: Tue, 7 Jan 2020 11:21:21 -0800 +Subject: [PATCH] fix for pynq + +--- + build/build.sh | 2 +- + src/CMakeLists.txt | 8 ++++---- + src/runtime_src/core/edge/CMakeLists.txt | 6 +++--- + 3 files changed, 8 insertions(+), 8 deletions(-) + +diff --git a/build/build.sh b/build/build.sh +index 66b55a3..dbe043f 100755 +--- a/build/build.sh ++++ b/build/build.sh +@@ -136,7 +136,7 @@ if [[ $dbg == 1 ]]; then + time $CMAKE -DRDI_CCACHE=$ccache -DCMAKE_BUILD_TYPE=Debug -DCMAKE_EXPORT_COMPILE_COMMANDS=ON ../../src + fi + echo "make -j $jcore $verbose DESTDIR=$PWD install" +- time make -j $jcore $verbose DESTDIR=$PWD install ++ time make -j $jcore $verbose DESTDIR=/ install + time ctest --output-on-failure + cd $BUILDDIR + fi +diff --git a/src/CMakeLists.txt b/src/CMakeLists.txt +index 8221cbd..3ea2527 100644 +--- a/src/CMakeLists.txt ++++ b/src/CMakeLists.txt +@@ -16,10 +16,10 @@ set(CMAKE_CXX_STANDARD_REQUIRED ON) + message("-- Host system processor is ${CMAKE_HOST_SYSTEM_PROCESSOR}") + message("-- Target system processor is ${CMAKE_SYSTEM_PROCESSOR}") + +-set(XRT_NATIVE_BUILD "yes") +-if (NOT ${CMAKE_SYSTEM_PROCESSOR} STREQUAL ${CMAKE_HOST_SYSTEM_PROCESSOR}) +- set(XRT_NATIVE_BUILD "no") +-endif() ++set(XRT_NATIVE_BUILD "no") ++#if (NOT ${CMAKE_SYSTEM_PROCESSOR} STREQUAL ${CMAKE_HOST_SYSTEM_PROCESSOR}) ++# set(XRT_NATIVE_BUILD "no") ++#endif() + + if (NOT CMAKE_BUILD_TYPE) + set (CMAKE_BUILD_TYPE RelWithDebInfo) +diff --git a/src/runtime_src/core/edge/CMakeLists.txt b/src/runtime_src/core/edge/CMakeLists.txt +index ced4141..e49b292 100644 +--- a/src/runtime_src/core/edge/CMakeLists.txt ++++ b/src/runtime_src/core/edge/CMakeLists.txt +@@ -1,7 +1,7 @@ + add_subdirectory(include) + add_subdirectory(user) +-add_subdirectory(common_em) +-add_subdirectory(hw_em) +-add_subdirectory(sw_em) ++#add_subdirectory(common_em) ++#add_subdirectory(hw_em) ++#add_subdirectory(sw_em) + add_subdirectory(skd) + add_subdirectory(tools) +-- +1.9.5 + diff --git a/upgrade/xrt/README.md b/upgrade/xrt/README.md new file mode 100755 index 0000000..8d6914c --- /dev/null +++ b/upgrade/xrt/README.md @@ -0,0 +1,12 @@ +# XRT upgrade + +This subpackage will install XRT (tag: `2019.2_RC2`) onto your PYNQ image. +Although this is tested only on Ultra96v2 image, it should also work +on other Zynq Ultrascale boards, such as Ultra96v1, ZCU104, etc. + +During the installation, the following things will happen: + +1. The kernel source will be unpacked on your rootfs. +2. The `zocl.ko` file will be rebuilt on your board; this new kernel driver +will replace the old 2019.1 version. +3. The 2019.2 XRT software will be bootstrapped on your board. diff --git a/upgrade/xrt/install.sh b/upgrade/xrt/install.sh new file mode 100755 index 0000000..a52d4c6 --- /dev/null +++ b/upgrade/xrt/install.sh @@ -0,0 +1,42 @@ +#!/bin/bash + +set -e +set -x + +# patch xrt repo +CURDIR=$(pwd) +git clone https://github.com/Xilinx/XRT.git xrt-git +cd xrt-git +git checkout -b temp tags/2019.2_RC2 +cp -rf ../0001-fix-for-pynq.patch . +git apply 0001-fix-for-pynq.patch + +# build kernel module +cd / +sudo tar xvzf kernel.tgz +cd /usr/src/kernel +sudo make modules_prepare +sudo make scripts +cd ${CURDIR}/xrt-git/src/runtime_src/core/edge/drm +make LINUXDIR=/lib/modules/4.19.0-xilinx-v2019.1/source + +# replace kernel module +if lsmod | grep "zocl" &> /dev/null ; then + rmmod zocl +fi +mv -f /lib/modules/4.19.0-xilinx-v2019.1/extra/zocl.ko \ + /lib/modules/4.19.0-xilinx-v2019.1/extra/zocl.ko.2019.1 +sudo cp -f ${CURDIR}/xrt-git/src/runtime_src/core/edge/drm/zocl/zocl.ko \ + /lib/modules/4.19.0-xilinx-v2019.1/extra/zocl.ko +insmod /lib/modules/4.19.0-xilinx-v2019.1/extra/zocl.ko +if lsmod | grep "zocl" &> /dev/null ; then + echo "Kernel driver zocl.ko has been successfully inserted." +else + echo "Kernel driver zocl.ko is missing." +fi + +# build and install (dbg mode) +cd ${CURDIR}/xrt-git +cd build +chmod 755 build.sh +./build.sh -dbg diff --git a/vitis-ai-git b/vitis-ai-git new file mode 160000 index 0000000..c555fca --- /dev/null +++ b/vitis-ai-git @@ -0,0 +1 @@ +Subproject commit c555fcaf4c25639d50f2e437e6412af602b28ee4