{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Physical Layer Abstraction\n", "\n", "In this notebook, you will learn how to bypass the simulation of time-consuming physical\n", "layer (PHY) procedures, such as MIMO detection and decoding, via [physical layer\n", "abstraction](https://nvlabs.github.io/sionna/sys/api/abstraction.html).\n", "\n", "Specifically, we will demonstrate how to abstract PHY computations for each user by\n", " - Aggregating the per-stream SINR values into a single, AWGN-equivalent effective\n", " SINR value;\n", " - Mapping the effective SINR value to a transport block error rate (TBLER)\n", " using pre-computed look-up tables from the forward error correction (FEC)\n", " module of Sionna PHY.\n", " \n", "This method enables the fast computation of the transmission rate and HARQ feedback on\n", "a per-user basis, allowing system-level simulations to scale up to tens of base stations and hundreds\n", "of users, as demonstrated in the related [system-level simulation notebook](https://nvlabs.github.io/sionna/sys/tutorials/notebooks/End-to-End_Example.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports\n", "We start by importing Sionna and the relevant external libraries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:20.538574Z", "iopub.status.busy": "2026-02-13T13:57:20.538397Z", "iopub.status.idle": "2026-02-13T13:57:23.354234Z", "shell.execute_reply": "2026-02-13T13:57:23.353224Z" } }, "outputs": [], "source": [ "# Import Sionna\n", "try:\n", " import sionna.sys\n", "except ImportError as e:\n", " import os\n", " import sys\n", " if 'google.colab' in sys.modules:\n", " # Install Sionna in Google Colab\n", " print(\"Installing Sionna and restarting the runtime. Please run the cell again.\")\n", " os.system(\"pip install sionna\")\n", " os.kill(os.getpid(), 5)\n", " else:\n", " raise e\n", "\n", "import torch\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:23.357279Z", "iopub.status.busy": "2026-02-13T13:57:23.356998Z", "iopub.status.idle": "2026-02-13T13:57:23.360773Z", "shell.execute_reply": "2026-02-13T13:57:23.359868Z" } }, "outputs": [], "source": [ "# Additional external libraries\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Sionna components\n", "from sionna.phy.utils import insert_dims, db_to_lin\n", "from sionna.phy.utils.random import uniform, normal\n", "from sionna.phy.constants import BOLTZMANN_CONSTANT\n", "from sionna.phy.channel import subcarrier_frequencies, cir_to_ofdm_channel\n", "from sionna.phy.channel.tr38901 import UMi, UMa, RMa, PanelArray\n", "from sionna.phy.mimo import StreamManagement\n", "from sionna.sys import PHYAbstraction, InnerLoopLinkAdaptation\n", "from sionna.phy import config\n", "\n", "# Internal computational precision\n", "sionna.phy.config.precision = 'single' # 'single' or 'double'\n", "\n", "# Set random seed for reproducibility\n", "sionna.phy.config.seed = 42" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Instantiate a PHYAbstraction object\n", "\n", "By instantiating a [PHYAbstraction](https://nvlabs.github.io/sionna/sys/api/sionna.sys.PHYAbstraction.html) object, precomputed effective SINR-to-BLER\n", "tables are loaded for each available modulation and coding scheme (MCS) index. \n", "More information about MCS can be found in the documentation of the [5G NR\n", "Transport Block](https://nvlabs.github.io/sionna/phy/api/nr/sionna.phy.nr.TBConfig.html)." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:23.362931Z", "iopub.status.busy": "2026-02-13T13:57:23.362800Z", "iopub.status.idle": "2026-02-13T13:57:24.226279Z", "shell.execute_reply": "2026-02-13T13:57:24.225309Z" } }, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Instantiate a PHYAbstraction object\n", "phy_abs = PHYAbstraction()\n", "\n", "mcs_category = 0 # 0 for uplink, 1 for downlink\n", "mcs_table_index = 1 # Table index: [1,2] for UL, [1,2,3,4] for DL\n", "mcs_index = 15 # MCS index\n", "\n", "# Plot a BLER table\n", "_ = phy_abs.plot(plot_subset={\n", " 'category':\n", " {mcs_category: {'index':\n", " {mcs_table_index:\n", " {'MCS': [mcs_index, mcs_index+2]}}}}}, # MCS index\n", " show=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As can be seen from the figure above, the BLER depends not only depend on the\n", "MCS but also on the code block size (CBS). The longer the code, the lower the BLER." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Retrieve BLER values from interpolated tables\n", "\n", "When a [PHYAbstraction](https://nvlabs.github.io/sionna/sys/api/sionna.sys.PHYAbstraction.html) class is instantiated, the precomputed tables are interpolated over a fine\n", "two-dimensional grid of SINR and code block size (CBS) values. These\n", "interpolated tables are then used to obtain the BLER for different values of\n", "SINR and CBS. \n", "\n", "The following code snippet shows this operation in detail. In\n", "general, you are not supposed to call this method directly, but rather use the\n", "`call` method of the `PHYAbstraction` class which does this for you, as shown\n", "later on.\n", "\n", "This method also returns the transport block error rate (TBLER), which is the\n", "probability that at least one code block in a transport block is not decoded\n", "correctly.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:24.228515Z", "iopub.status.busy": "2026-02-13T13:57:24.228378Z", "iopub.status.idle": "2026-02-13T13:57:24.233147Z", "shell.execute_reply": "2026-02-13T13:57:24.232293Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The BLER for MCS 15 at SNR 9 dB and CB size 80 is 0.0511\n" ] } ], "source": [ "# Define the SNR and CB size at which BLER is retrieved\n", "snr_eff_db = 9\n", "cb_size = 80\n", "\n", "# Compute the corresponding indices for the BLER interpolated table\n", "snr_db_idx = phy_abs.get_idx_from_grid(snr_eff_db, 'snr')\n", "cbs_idx = phy_abs.get_idx_from_grid(cb_size, 'cbs')\n", "\n", "# Retrieve the interpolated BLER value\n", "bler = phy_abs.bler_table_interp[mcs_category,\n", " mcs_table_index - 1,\n", " mcs_index,\n", " cbs_idx,\n", " snr_db_idx]\n", "\n", "print(f'The BLER for MCS {mcs_index} at SNR {snr_eff_db} dB and CB size {cb_size} is {bler.cpu().numpy():.4f}')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate a new BLER table\n", "\n", "Optionally, in addition to or as a replacement for the pre-computed BLER tables that are shipped\n", "with Sionna SYS, it is possible to generate new BLER tables at specified MCS indices, SNR and\n", "code block size values. \n", "This might also be useful, if you want experiment with different type of\n", "decoders. \n", "\n", "For more details, see the documentation of the\n", "[new_bler_table](https://nvlabs.github.io/sionna/sys/api/sionna.sys.PHYAbstraction.html#sionna.sys.PHYAbstraction.new_bler_table)\n", "method and/or its source code." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:24.235112Z", "iopub.status.busy": "2026-02-13T13:57:24.234992Z", "iopub.status.idle": "2026-02-13T13:57:53.452118Z", "shell.execute_reply": "2026-02-13T13:57:53.451086Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "BLER simulations started. \n", "Total # (category, index, MCS, SINR) points to simulate: 3\n", "\n", "\n", "Simulating category=1, index=2, CBS=24, MCS=16...\n", "\n", "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " -1.246 | 2.7083e-01 | 1.0000e+00 | 975 | 3600 | 150 | 150 | 0.4 |reached max iterations\n", " -0.412 | 2.5528e-01 | 1.0000e+00 | 919 | 3600 | 150 | 150 | 0.3 |reached max iterations\n", " 0.421 | 2.4417e-01 | 9.9333e-01 | 879 | 3600 | 149 | 150 | 0.3 |reached max iterations\n", " 1.254 | 2.1917e-01 | 9.7333e-01 | 789 | 3600 | 146 | 150 | 0.3 |reached max iterations\n", " 2.088 | 2.0528e-01 | 9.9333e-01 | 739 | 3600 | 149 | 150 | 0.3 |reached max iterations\n", " 2.921 | 2.0139e-01 | 9.6667e-01 | 725 | 3600 | 145 | 150 | 0.3 |reached max iterations\n", " 3.754 | 1.8056e-01 | 9.5333e-01 | 650 | 3600 | 143 | 150 | 0.3 |reached max iterations\n", " 4.588 | 1.5944e-01 | 8.8000e-01 | 574 | 3600 | 132 | 150 | 0.3 |reached max iterations\n", " 5.421 | 1.4861e-01 | 7.9333e-01 | 535 | 3600 | 119 | 150 | 0.3 |reached max iterations\n", " 6.254 | 1.0083e-01 | 6.3333e-01 | 363 | 3600 | 95 | 150 | 0.3 |reached max iterations\n", " 7.088 | 8.3611e-02 | 5.2000e-01 | 301 | 3600 | 78 | 150 | 0.3 |reached max iterations\n", " 7.921 | 6.1944e-02 | 3.6000e-01 | 223 | 3600 | 54 | 150 | 0.3 |reached max iterations\n", " 8.754 | 2.6667e-02 | 1.4000e-01 | 96 | 3600 | 21 | 150 | 0.3 |reached max iterations\n", " 9.588 | 1.4444e-02 | 9.3333e-02 | 52 | 3600 | 14 | 150 | 0.3 |reached max iterations\n", " 10.421 | 4.1667e-03 | 2.0000e-02 | 15 | 3600 | 3 | 150 | 0.3 |reached max iterations\n", " 11.254 | 5.5556e-04 | 6.6667e-03 | 2 | 3600 | 1 | 150 | 0.3 |reached max iterations\n", " 12.088 | 0.0000e+00 | 0.0000e+00 | 0 | 3600 | 0 | 150 | 0.3 |reached max iterations\n", "\n", "Simulation stopped as no error occurred @ EbNo = 12.1 dB.\n", "\n", "\n", "PROGRESS: 33.33%\n", "Estimated remaining time: 0:00:09 [h:m:s]\n", "\n", "\n", "Simulating category=1, index=2, CBS=200, MCS=16...\n", "\n", "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " -1.246 | 2.5033e-01 | 1.0000e+00 | 7510 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " -0.412 | 2.4037e-01 | 1.0000e+00 | 7211 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " 0.421 | 2.3110e-01 | 1.0000e+00 | 6933 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " 1.254 | 2.1307e-01 | 1.0000e+00 | 6392 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " 2.088 | 2.0400e-01 | 1.0000e+00 | 6120 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " 2.921 | 1.8730e-01 | 1.0000e+00 | 5619 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " 3.754 | 1.7477e-01 | 1.0000e+00 | 5243 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " 4.588 | 1.5450e-01 | 1.0000e+00 | 4635 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " 5.421 | 1.4260e-01 | 1.0000e+00 | 4278 | 30000 | 150 | 150 | 0.4 |reached max iterations\n", " 6.254 | 1.0920e-01 | 9.9333e-01 | 3276 | 30000 | 149 | 150 | 0.4 |reached max iterations\n", " 7.088 | 8.0300e-02 | 8.7333e-01 | 2409 | 30000 | 131 | 150 | 0.4 |reached max iterations\n", " 7.921 | 3.6033e-02 | 4.4667e-01 | 1081 | 30000 | 67 | 150 | 0.4 |reached max iterations\n", " 8.754 | 9.2000e-03 | 1.4000e-01 | 276 | 30000 | 21 | 150 | 0.4 |reached max iterations\n", " 9.588 | 3.3333e-04 | 6.6667e-03 | 10 | 30000 | 1 | 150 | 0.4 |reached max iterations\n", " 10.421 | 4.6667e-04 | 6.6667e-03 | 14 | 30000 | 1 | 150 | 0.4 |reached max iterations\n", " 11.254 | 0.0000e+00 | 0.0000e+00 | 0 | 30000 | 0 | 150 | 0.4 |reached max iterations\n", "\n", "Simulation stopped as no error occurred @ EbNo = 11.3 dB.\n", "\n", "\n", "PROGRESS: 66.67%\n", "Estimated remaining time: 0:00:05 [h:m:s]\n", "\n", "\n", "Simulating category=1, index=2, CBS=3000, MCS=16...\n", "\n", "EbNo [dB] | BER | BLER | bit errors | num bits | block errors | num blocks | runtime [s] | status\n", "---------------------------------------------------------------------------------------------------------------------------------------\n", " -1.246 | 2.1049e-01 | 1.0000e+00 | 94720 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " -0.412 | 1.9653e-01 | 1.0000e+00 | 88437 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 0.421 | 1.8137e-01 | 1.0000e+00 | 81618 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 1.254 | 1.6665e-01 | 1.0000e+00 | 74992 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 2.088 | 1.5227e-01 | 1.0000e+00 | 68520 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 2.921 | 1.3977e-01 | 1.0000e+00 | 62896 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 3.754 | 1.2504e-01 | 1.0000e+00 | 56267 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 4.588 | 1.1191e-01 | 1.0000e+00 | 50360 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 5.421 | 9.6009e-02 | 1.0000e+00 | 43204 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 6.254 | 7.6693e-02 | 1.0000e+00 | 34512 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 7.088 | 5.0280e-02 | 1.0000e+00 | 22626 | 450000 | 150 | 150 | 1.4 |reached max iterations\n", " 7.921 | 5.6511e-03 | 5.6000e-01 | 2543 | 450000 | 84 | 150 | 1.4 |reached max iterations\n", " 8.754 | 0.0000e+00 | 0.0000e+00 | 0 | 450000 | 0 | 150 | 1.4 |reached max iterations\n", "\n", "Simulation stopped as no error occurred @ EbNo = 8.8 dB.\n", "\n", "\n", "PROGRESS: 100.00%\n", "Estimated remaining time: 0:00:00 [h:m:s]\n", "\n", "\n", "Simulations completed!\n", "\n" ] } ], "source": [ "# Define MCS indices at which the new BLER table is simulated\n", "sim_set = {'category': {\n", " 1: # 0 for PUSCH, 1 for PDSCH\n", " {'index': {\n", " 2: {'MCS': [16]}\n", " }}}}\n", "\n", "# SINR and Code Block size values at which new simulations are performed\n", "sinr_dbs = np.linspace(5, 25, 25)\n", "cb_sizes = [24, 200, 3000]\n", "\n", "# Compute new BLER tables\n", "new_table = phy_abs.new_bler_table(\n", " sinr_dbs,\n", " cb_sizes,\n", " sim_set,\n", " max_mc_iter=15, # max n. Monte-Carlo iterations per SNR points\n", " batch_size=10,\n", " verbose=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:53.454415Z", "iopub.status.busy": "2026-02-13T13:57:53.454277Z", "iopub.status.idle": "2026-02-13T13:57:53.615628Z", "shell.execute_reply": "2026-02-13T13:57:53.614866Z" } }, "outputs": [ { "data": { "image/png": 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1Kr1798bDw4Nff/0VW1vbbMsppWSgdAmRWWOixAwZMoRRo0Zx9epVevbsiaenZ7bl6tatC8CRI0cMvTD55ezsTPv27Wnfvj1eXl5Mnz6ddevW5fhXV25y+wVVUHq9noYNG/LZZ59l+3iVKlWM7h86dMjwC/jIkSNZEpai8vf35+jRo1SsWNFoe2bCdf+XSnYqVKiQZ5n73blzhw4dOuDu7s67775LjRo10Gq1HDx4kDfffLNAA7VzklnH66+/TnBwcLZlHkwiCurMmTN06dKFunXr8tlnn1GlShUcHBxYu3Ytn3/+eb7aodfr6datW46L5mUmfMXp/l6tTLa2tgwZMoTvvvuOr776it27dxMVFWVIVi1FTp/LwijMe2bDhg1Axmfk8uXLOf4ey87du3fp2bMnd+7cYefOnbmO+btz506244eE6UkiJErMgAEDGDNmDPv27WPZsmU5luvTpw8ffvghP/30U4ETofu1aNECyDh1UBwyBwqfOnXKcIoLIC0tjXPnztG4cWPDtho1anD48GG6dOmS5195CQkJPPvsswQFBdGmTRs+/vhjBgwYYJIpyZmaN2/Opk2bDIOlM2XOSnvwL+4H1a1blxUrVmTZnlPbtm3bxs2bN/ntt9945JFHDNvPnTuXbfmoqKgs07ozF5/LaX2izF44e3t7o9ls+VWjRg02bNjArVu3cuwV+v3330lJSWH16tVGPYb3n07KlNNrUaNGDeLj4/OMMSAggK1bt5KYmGjUK/TgzMXM9+GJEyey1HH8+HG8vLzyPT1+2LBhfPrpp/z++++sW7cOb2/vHBMES5Y5gSI+Pt6oV+jB16ig75n169fz/fffM3HiRBYvXszw4cP566+/jJYFyUlycjJ9+vTh5MmTbN68maCgoBzLXrlyhdTUVMNEA1G85NSYKDGurq58/fXXTJs2jT59+uRYrnXr1vTo0YPvv/+eVatWZXk8NTWV119/3XB/y5Yt2daTOTYiu1MGptCiRQu8vb2ZN2+eYXFHyJgd9eA03UGDBnHlyhW+++67LPUkJSUZnbp48803uXjxIj/++COfffYZgYGBDB8+3GiafVENGjQIyJj1dr/vv/8eOzu7PFekbt26Nbdv3zYalwEYvnAfbH/mX/H396alpqbmONsmPT3daFxUamoq33zzDd7e3oYZNQ/y8fGhY8eOfPPNN9kmvzdu3Mi1TY8//jhKKaZPn57lscy4s2vH3bt3WbBgQZbnuLi4ZDtde9CgQezdu9fQs3C/O3fukJ6eDmSc7k1LSzN6z+j1eqPZaZCxhk+TJk348ccfjfb377//snHjRnr16pVLq401atSIRo0a8f3337NixQqeeuqpfH3JW5pevXqRnp5utKyBTqczzPjKVJD3zJ07dxg5ciQPPfQQM2bM4Pvvv+fgwYPMmDEjz3h0Oh1PPvkke/fuZfny5bRu3TrX8pnj4Nq0aZNn3aLoSt87XJRq+T1FtXDhQrp3785jjz1Gnz596NKlCy4uLpw6dYqlS5cSHR1tWEuoX79+VKtWjT59+lCjRg0SEhLYvHkzv//+Oy1btsw16SoKe3t73n//fcaMGUPnzp158sknOXfuHAsWLMgyRuiZZ57hl19+4YUXXmDr1q20bdsWnU7H8ePH+eWXX9iwYQMtWrTgzz//5KuvvmLq1Kk0a9YMyFi3pmPHjkyZMoWPP/4415h27NhhGGx748YNEhISeP/994GM6e2ZvTFNmzblueeeY/78+aSnp9OhQwe2bdvG8uXLmTx5cp7T9Hv37o2dnR2bN29m9OjRhu1NmjTB1taWmTNncvfuXRwdHencuTNt2rShXLlyDB8+nJdffhmNRsOiRYtyPM3o7+/PzJkzOX/+PLVr12bZsmVERETw7bff5rrScGhoKO3ataNhw4aMGjWK6tWrc+3aNfbu3cvly5c5fPhwjs/t1KkTzzzzDHPmzOHUqVP06NEDvV7Pzp076dSpE2PHjqV79+44ODjQp08fxowZQ3x8PN999x0+Pj5ZvkibN2/O119/zfvvv0/NmjXx8fGhc+fOvPHGG6xevZpHH32UESNG0Lx5cxISEjhy5Ai//vor58+fx8vLi/79+/PQQw/x2muvcfr0aerWrcvq1au5desWYNzj9Mknn9CzZ09at27N888/T1JSEl9++SUeHh5MmzYt12P5oGHDhhn+0CjIabG5c+dy584dQ6/i77//bljSYty4cYYJBGFhYTz77LMsWLCg2Fbd7tOnD23btmXSpEmcP3+eoKAgfvvtt2zHcOX3PTN+/Hhu3rzJ5s2bsbW1pUePHowcOZL333+ffv36GfUAP+i1115j9erV9OnTh1u3bhktoAhZX+dNmzZRtWpVmjZtaoJXQ+TJXNPVhPW7f/p8bh6cPp8pMTFRzZo1S7Vs2VK5uroqBwcHVatWLTVu3Dh1+vRpQ7mff/5ZPfXUU6pGjRrKyclJabVaFRQUpN5++20VGxubZ5w5TZ9fvny5UbnspvMqpdRXX32lqlWrphwdHVWLFi3Ujh07stSpVMZ0+5kzZ6r69esrR0dHVa5cOdW8eXM1ffp0dffuXRUbG6sCAgJUs2bNVFpamtFzX331VWVjY6P27t2ba1syp0dnd5s6dWqWeKZNm6YCAgKUvb29qlmzpvr888/zfL0y9e3bV3Xp0iXL9u+++05Vr15d2draGk2l3717t3r44YeVk5OT8vf3VxMnTjQsFXD/dPsOHTqo+vXrq/3796vWrVsrrVarAgIC1Ny5c432k9PxOHPmjBo2bJjy9fVV9vb2qlKlSurRRx9Vv/76a55tSk9PV5988omqW7eucnBwUN7e3qpnz57qwIEDhjKrV69WjRo1UlqtVgUGBqqZM2eq+fPnK0CdO3fOUO7q1auqd+/eys3NLctyCnFxcWry5MmqZs2aysHBQXl5eak2bdqoWbNmGZYHUEqpGzduqCFDhig3Nzfl4eGhRowYoXbv3q0AtXTpUqPYN2/erNq2baucnJyUu7u76tOnj4qMjDQqk/n+uHHjRo6vQXR0tLK1tVW1a9fO8/W6X0BAQI7vvftfly+//FIBav369bnWl9P0eRcXlyxlM9t1v5s3b6pnnnlGubu7Kw8PD/XMM8+oQ4cOFeo983//939ZlnRQShk+s40bNzY6bg/KXBIip9v9dDqd8vPzU//73/9yfX2E6WiUKsTITyFEmbdz5046duzI8ePHs8ycE8Vn1apVDBgwgF27dtG2bVuT1x8TE4Ofnx/vvPMOU6ZMMXn9gwYN4vz58/z9998mr9sarFq1iiFDhnDmzBn8/PzMHU6ZIGOEhBCF0r59e7p3757n6TpReElJSUb3M8e5uLu7G06dmlpYWBg6nS7fK7sXhFKKbdu2GU7XiqxmzpzJ2LFjJQkqQdIjJIQQFmrkyJEkJSXRunVrUlJS+O2339izZw8zZsxg8uTJJt3Xn3/+SWRkJFOmTKFTp0789ttvJq1fCEsliZAQQlioJUuW8Omnn3L69GmSk5OpWbMmL774ImPHjjX5vjp27Gi4PtlPP/1kMdcWE6K4SSIkhBBCiDJLxggJIYQQosySREgIIYQQZZYsqJgLvV5PVFQUbm5ucvE7IYQQopRQShEXF4e/vz82Nrn3+UgilIuoqKgsF8MUQgghROlw6dIlKleunGsZSYRy4ebmBmS8kO7u7iatOy0tjY0bN9K9e/dcLxlQWll7+8D62yjtK/2svY3W3j6w/jYWV/tiY2OpUqWK4Xs8N5II5SLzdJi7u3uxJELOzs64u7tb7ZvbmtsH1t9GaV/pZ+1ttPb2gfW3sbjbl59hLTJYWgghhBBlliRCQgghhCizJBESQgghRJklY4SEEMKC6XQ60tLSCvXctLQ07OzsSE5ORqfTmTgy87P29oH1t7Eo7bO3t8fW1rbIMUgiJIQQFkgpxdWrV7lz506R6vD19eXSpUtWuRaatbcPrL+NRW2fp6cnvr6+RXptJBESQggLlJkE+fj44OzsXKhf9Hq9nvj4eFxdXfNcVK40svb2gfW3sbDtU0qRmJjI9evXAfDz8yt0DJIICSGEhdHpdIYkqEKFCoWuR6/Xk5qailartdovUWtuH1h/G4vSPicnJwCuX7+Oj49PoU+TWd+rKoQQpVzmmCBnZ2czRyKEZcv8jBR2HB1IIiSEEBbLGseECGFKpviMSCIkhBBCiDJLEiEhhBAWa8SIEfTv379IdQQGBvLFF1/kWkaj0bBq1aoi7ae46luyZAnly5c3SV0iK0mEhBBCCAs2YMAAjh8/bpZ937p1i3HjxlGnTh2cnJyoWrUqL7/8Mnfv3s22/M2bN6lcuTIajaZISz+UJJk1JoQQQlgwJycnk1/4O7+ioqKIiopi1qxZBAUFceHCBV544QWioqL49ddfs5R//vnnadSoEVeuXDFDtIUjPUJCCCFMQq/X8/HHH1OzZk0cHR2pWrUqH3zwgeHxI0eO0LlzZ5ycnKhQoQKjR48mPj7e8LhOp2PChAl4enpSoUIFJk6ciFIqyz4+/PBDqlWrhouLC+3atcv2C/lBcXFxDB48GBcXFypVqkRoaGiu5fOKFWD+/PnUr18fR0dH/Pz8GDt2bI71TZ06FT8/P/75559sHz98+DCdOnXCzc0Nd3d3mjdvzv79+4Gsp8YCAwPRaDRZbpkuXbrEoEGD8PT0pHz58vTr14/z58/n9RJlq0GDBqxYsYI+ffpQo0YNOnfuzAcffMDvv/9Oenq6Udmvv/6aO3fu8PrrrxdqX+YiiZAQwkhCQgIajQYHBweSk5PNHY7gv8XjUtMLdUtK1RX6uYmp6VkSkdxMnjyZjz76iClTphAZGcmSJUuoWLEikPG+Cg4Oply5coSHh7N8+XI2b95slDx8+umnhIWFMX/+fHbt2sWtW7dYuXKl0T4+/PBDFi5cyLx58zhy5AgvvfQSw4YNY/v27bnG9sknn9C4cWMOHTrEpEmTGD9+PJs2bcq2bH5i/frrrwkJCWH06NEcOXKE1atXU7NmzWyP3bhx41i4cCE7d+6kUaNG2e5z6NChVK5cmfDwcA4cOMCkSZOwt7fPtmx4eDjR0dFER0dz+fJlHn74Ydq3bw9kTCMPDg7Gzc2NnTt3snv3blxdXenRowepqakALF68GFdX11xvO3fuzPG1vHv3Lu7u7tjZ3TupFBkZybvvvsvChQtL3XpHcmpMCCEsXFKajqB3Nphl35HvBuPskPdXRVxcHLNnz2bu3LkMHz4cgBo1atCuXTsgo1cjOTmZhQsX4uLiAsDcuXPp06cPM2fOpGLFinzxxRdMnjyZxx57DIB58+axYcO9dqekpDBjxgw2b95M69at0ev1DBkyhAMHDvDNN9/QoUOHHONr27YtkyZNAqB27drs3r2bzz//nG7dumUpm59Y33//fV577TXGjx9veF7Lli2N6klPT+fpp5/m0KFD7Nq1i0qVKuUY38WLF3njjTeoW7cuALVq1QIyesAe5O3tbfh5/PjxREdHEx4eDsCyZcvQ6/V8//33hl6iBQsW4OnpybZt2+jevTt9+/alVatWOcYC5BhrTEwM7733HqNHjzZsS0lJYfDgwXzyySdUrVqVs2fP5lq3pZFESAghRJEdO3aMlJQUunTpkuPjjRs3NiQWkJGc6PV6Tpw4gVarJTo62ugL2s7OjhYtWhh6pU6fPk1iYmKW5CU1NZWmTZvmGl/r1q2z3M9pJllesWo0GqKionJsa6ZXX30VR0dH9u3bh5eXV65lJ0yYwMiRI1m0aBFdu3Zl4MCB1KhRI9fnfPvtt/zwww/s2bPHkBwdPnyY06dP4+bmZlQ2OTmZM2fOAODm5pbl8fyIjY2ld+/eBAUFMW3aNMP2yZMnU69ePZ5++ukC12kJJBESQggL52RvS+S7wQV+nl6vJy42Djd3t0KfrnCyz99lCzIvd1CcMsforFmzhkqVKhldp6ok9p8pv/vq1q0bP//8Mxs2bGDo0KG5lp02bRpDhgxhzZo1rFu3jqlTp7J06VL69euXbfmtW7cybtw4fv75Z6PTbfHx8TRv3pzFixdneU5msrR48WLGjBmTazzr1q0znG6DjB6/Hj164ObmxsqVK41O2/35558cOXLEMFYrM3H18vLi7bffZvr06bnuy9wkERJCGLGxsaFDhw4opWRlYwuh0WjydXrqQXq9nnQHW5wd7Ip93EatWrVwcnJiy5YtjBw5Msvj9erVIywsjISEBENPy+7du7GxsaFOnTp4eHjg5+fHX3/9xSOPPAJknFo6cOAAzZo1AyAoKAhHR0cuXrxIhw4d0Ov1xMbG4u7unmf79u3bl+V+vXr1si2bV6xubm4EBgayZcsWOnXqlOM++/btS58+fRgyZAi2trY89dRTucZYu3ZtateuzauvvsrgwYNZsGBBtonQ6dOneeKJJ3jrrbcMpxEzNWvWjGXLluHj45PjTLOCnhqLjY0lODgYR0dHVq9ejVarNSq7YsUKkpKSDPfDw8N57rnn2LlzZ569WpZAEiEhhBEnJye2bdtGWloaa9euNXc4opTQarW8+eabTJw4EQcHB9q2bcuNGzc4evQozz//PEOHDmXq1KkMHz6cadOmcePGDcaNG8czzzxjGFA9fvx4PvroI2rVqkXdunX57LPPjNaicXNz4/XXX+fVV19Fr9fTpk0boqKiOHz4MB4eHoaxSdnZvXs3H3/8Mf3792fTpk0sX76cNWvWZFs2P7FOmzaNF154AR8fH3r27ElcXBy7d+9m3LhxRnUNGDCARYsW8cwzz2BnZ8cTTzyRZX9JSUm88cYbPPHEE1SrVo3Lly8THh7O448/nm3ZPn360LRpU0aPHs3Vq1cNj/n6+jJ06FA++eQT+vXrx7vvvkvlypW5cOECv/32GxMnTqRy5coFOjUWGxtL9+7dSUxM5KeffiI2NpbY2Fggo4fJ1tY2S7ITExMDZCSUnp6e+dqPOUkiJIQQwiSmTJmCnZ0d77zzDlFRUfj5+fHCCy8AGRfH3LBhA+PHj6dly5Y4Ozvz+OOP89lnnxme/9prrxEdHc3w4cOxsbHhueeeY8CAAUaL97333nt4e3vz4YcfcvbsWTw8PGjWrBlvv/12rrG99tpr7N+/n+nTp+Pu7s5nn31GcHD2pxvzE+vw4cNJTk7m888/5/XXX8fLyyvbJAfgiSeeQK/X88wzz2BjY5OlF8fW1pabN28ybNgwrl27hpeXF4899li2p5SuXbvG8ePHOX78OP7+/kaPKaVwdnZmx44dvPnmmzz22GPExcVRqVIlunTpUqi1iA4ePMhff/0FkGVW3Llz5wgMDCxwnZZGowoyN7KMiY2NxcPDwzBV0JQy/9ru1atXjlMkSzNrbx9YfxulfeaTnJzMuXPnqFatWpbTEAVRkFNHpZG1tw+sv41FbV9On5WCfH9b36sqhCiShIQEvL298ff3l3WEhBBWz+oToT/++IM6depQq1Ytvv/+e3OHI0SpEBMTYzjPL4QQ1syqxwilp6czYcIEtm7dioeHB82bN2fAgAFUqFDB3KEJIYQQwgJYdY/Q33//Tf369alUqRKurq707NmTjRs3mjssIYQQQlgIi06EduzYQZ8+ffD390ej0bBq1aosZUJDQwkMDESr1dKqVSv+/vtvw2NRUVFGayFUqlSpVF0RVwghhBDFy6IToYSEBBo3bpzjVYKXLVvGhAkTmDp1KgcPHqRx48YEBwdz/fr1Eo5UCCGEEKWRRY8R6tmzJz179szx8c8++4xRo0bx7LPPAhkX6FuzZg3z589n0qRJ+Pv7G/UAXblyhYceeijH+lJSUkhJSTHcz1w0Ki0tjbS0tKI251698bcYuqILKPj6x9zXviisvNYDvrdgcPYl73+4sGsLK6X4btH/Cvdcwz+G/wxxWNJix0VpY7HSaMh4xTIPoObeNsMLmP229JR7F3mcd2cWC1f/iEZT9L+ZOlbuyPim4/MuWEIyP9Om/GybSlpaGkop9Hp9thfdzK/M1VEy67I21t4+sP42FrV9er0epRRpaWnY2t67HExBPtcWnQjlJjU1lQMHDjB58mTDNhsbG7p27crevXsBeOihh/j333+5cuUKHh4erFu3jilTpuRY54cffpjtAlYbN27E2dnZZLEnpSZwxd6Cvs2LjbTRfBT3UshsHsru5//o9XqcqmVcS+m6TSI28ZdMEtGPx37E8ZIjVe2qmqQ+U9m0aZO5Q8jCzs4OX19f4uPjSU1NLXJ9cXFxJojKcll7+8D621jY9qWmppKUlMSOHTtIT083bE9MTMx3HaU2EYqJiUGn0xmWO89UsWJFjh8/DmT8Mvn000/p1KkTer2eiRMn5jpjbPLkyUyYMMFwPzY2lipVqtC9e3eTLqiYmpqCZncMFy9coGpAgAkWyVLo9aBDodOBXin0eoVOZdzXKT06vUKn+G+7PqN8Zpn/HtPpFTq9nuQ0PclpOpLT9CSl60hO1aErwT9EHOw0aO1s0NrborW3xcnBFg2QmKojPiWd+NR0UtMKtg6oRgPODra4OGTU6WCnwcHWBns7WxxsM352sNNgb2uLg50N9rYaHOxsMsrY2mSUsbPB4b/ydjYa9Ho9x08cp26dukZ/iZid0mfc9On33dJArwN9OhqdDlRaxnadDlS6cVldOpqZTdCnp5J++SCO6Rm/oJRGA5Vboq/zKMqvSYG65pafWs6GCxsIdwpnTNcxFnENs7S0NDZt2kS3bt0sckHFS5cu4erqWqQFFZVSxMXF4ebmZhGvualZe/vA+ttY1PYlJyfj5OTEI488kmVBxfwqtYlQfvXt25e+ffvmq6yjoyOOjo5Zttvb25v0F6W9vT2PdXoxY1XbTpa3qu2DlFIkp+m5m5RGbHIad5PSuJv43//33WKN7qdy8248PuXc8XS2x8Pp3s1da4/Hf9vcnbI+5mCXd2KYnKYjJj6Fm/Gphv9vxKdk2RYTn8KtxFSUAhJM95pkJlY+Dn70rFCD9rV9aFrVE20+r9RdGqSlpbFuze/0qqHB7uB8OLcDTu/MuJWvAS1HQpMh4OSZZ10BngFsvbSVQzcOse/6Ph6p/EjxNyCfTP35NgWdTodGo8HGxqZIfyhlnmrIrKs0GjFiBHfu3Ml2skx+2xcYGMgrr7zCK6+8kmMZjUbDypUr6d+/fxEjNm19er2eJUuW8NZbbxldd81aFPU9amNjg0ajyfI5LshnutQmQl5eXtja2nLt2jWj7deuXcPX19dMUVknjUaDk0NGz4yvR/7+Or13+YLWxfIlo7W3pXI5ZyqXy/uUZbpOz+3ENGL+S5TiktNJTNWRmJpOQoqOpNR0ElJ1hm1G/6foSEhNJyk14//ktIwPrVKQkKLjXIqGr7af5avtZ3G0s6FlYHla16hA25peNPB3x862dH75ZFIaW1TdXtBwANw4AeHfQ8TPcOsMbJgMf74HDQfCQ6PAt2GO9fi6+DKk3hDCjoYx++Bs2lVqh40Jxh0JURYMGDAgy/XJSsqtW7eYOnUqGzdu5OLFi3h7e9O/f3/ee+89PDw8DOUuXrzIiy++yNatW3F1dWX48OF8+OGH2NndSzO2bdvGhAkTOHr0KFWqVOF///sfw4YNM0ezjJTaRMjBwYHmzZuzZcsWQ8at1+vZsmULY8eONW9wwqLY2drg7eaIt1vW3r6C0ukVSWkZidLN2CQWrt1JvEsl9p27zY24FHadjmHX6Rg+2XACN0c7WlUvT5saXrSpWYE6FUtH13ZiYiJBQUEAfPzxx/ce8K4DvT6BLlPhn2UZSdH1SDj4Y8atysMZCVG9vmDnkKXe5xs8z68nf+Xk7ZOsO7eO3tV7l1SThCjVnJycTH69y/yKiooiKiqKWbNmERQUxIULF3jhhReIiori119/BTJ6MHv37o2vry979uwhOjqaYcOGYW9vz4wZM4CMC7T27t2bF154gcWLF7NlyxZGjhxJxYoVad26tVnalsmi/ySLj48nIiKCiIgIIOOFjIiI4OLFiwBMmDCB7777jh9//JFjx47x4osvkpCQYJhFJoSp2dpocHW0w8dNS00fVx72UXw2sBF/v9WFTa8+wvS+9ekeVBF3rR1xKelsPnadd/+IpMcXO2n5wWbGLjnIz39f5MLNBCz1esdKKS5cuMCFCxeyj9HRFVo+Dy/ugRFrof4AsLGDS/tgxfPweX348324a7xml6fWk2cbZHw25x6aS5rO8mZriaLR6/V8/PHH1KxZE0dHR6pWrcoHH3xgePzIkSN07twZJycnKlSowOjRo4mPjzc8rtPpmDBhAp6enlSoUIGJEydmeQ/q9Xo+/PBDqlWrhouLC+3atTN8IecmLi6OwYMH4+LiQqVKlXJcliW/sQLMnz+f+vXr4+joiJ+fX65/hE+dOhU/Pz/++eefbB8/fPgwnTp1ws3NDXd3d5o3b87+/fsBWLJkCeXLlzeUDQwMRKPRZLllunTpEoMGDcLT05Py5cvTr18/zp8/n9dLlK0GDRqwYsUK+vTpQ40aNejcuTMffPABv//+u2Fw8saNG4mMjOSnn36iSZMm9OzZk/fee4/Q0FDDYP958+ZRrVo1Pv30U+rVq8fYsWN54okn+OKLLwoVlylZdCK0f/9+mjZtStOmTYGMxKdp06a88847ADz55JPMmjWLd955hyZNmhAREcH69euzDKAWorhpNBpqVXRjeJtAvh3WgkPvdGf12LZM6lmX9rW80NrbEBOfyh//RDP5tyN0+GQb7WZu5Y3lh1l16ArXYkvhxU01GghsCwPD4JV/oeNkcPWFhOuw4xP4oiEsexrObs84lwg8Xe9pKmgrcDn+MitOrTBv/KWJUpCaULhbWmLhn5uaYDh2+TF58mQ++ugjpkyZQmRkJEuWLDH8Pk5ISCA4OJhy5coRHh7O8uXL2bx5s1Hy8OmnnxIWFsb8+fPZtWsXt27dYuXKlUb7+PDDD1m4cCHz5s3jyJEjvPTSSwwbNozt27fnGtsnn3xC48aNOXToEJMmTWL8+PE5zhjMT6xff/01ISEhjB49miNHjrB69Wpq1qyZzaFTjBs3joULF7Jz504aNWqU7T6HDh1K5cqVCQ8P58CBA0yaNCnHYQXh4eFER0cTHR3N5cuXefjhh2nfvj2QMSwhODgYNzc3du7cye7du3F1daVHjx6GpGTx4sW4urrmetu5c2eOr2XmFd0zT3vt3buXhg0bGn33BgcHExsby9GjRw1lunbtalRPcHAw+/bty3E/JcWiT4117Ngxz7+ax44da/JTYaGhoYSGhqLT6Uxaryg7bG00NKrsSaPKnrzQoQYp6ToiLt5hz5mb7DkTw6GLd7hyJ4nlBy6z/MBlABpX8eTRhn70auRHJU8nM7eggNz9oOMkaP8aHP8D/v4eLuyCY79n3LzqQLd3ca7Tgxcav8AHf33AvMPz6FujL872pluawmqlJcIM/wI/zQbwLOq+34oCB5c8i8XFxTF79mzmzp3L8OHDAahRowbt2rUDMno1kpOTWbhwIS4uGfXNnTuXPn36MHPmTCpWrMgXX3zB5MmTDeNh5s2bx4YNGwz7SElJYcaMGWzevJnWrVuj1+sZMmQIBw4c4JtvvqFDhw45xte2bVsmTZoEQO3atdm9ezeff/453bp1y1I2P7G+//77vPbaa4wff29trJYtWxrVk56eztNPP82hQ4fYtWuX0ZUOHnTx4kXeeOMN6tatC0CtWrUAsl1bx9vb2/Dz+PHjiY6OJjw8HMhYaFiv1/P9998beokWLFiAp6cn27Zto3v37vTt25dWrVrlGAuQY6wxMTG89957jB492rDt6tWr2c7gznwstzKxsbEkJSWZ7dQfWHgiZC4hISGEhIQQGxtrNBhMiMJytLOlVfUKtKpegVe71SYhJZ3w87fYe+Ymu8/EcDQqlsOX7nD40h0+WHuMZlU96d3In14NffHzKEVJka19xqmy+gPgWmTGOKJ/lkHMCfhlGLz6L4/Xepwfj/7I5fjLLD62mFGNRpk7amECx44dIyUlhS5duuT4eOPGjQ2JBWQkJ3q9nhMnTqDVaomOjjb6grazs6NFixaGP4hPnz5NYmJiluQlNTXVcOYgJw+OQ2ndunWOp2XyilWj0RAVFZVjWzO9+uqrODo6sm/fPry8vHItO2HCBEaOHMmiRYvo2rUrAwcOpEaNGrk+59tvv+WHH35gz549huTo8OHDnD59Gjc3N6OyycnJnDlzBgA3N7csj+dHbGwsvXv3JigoiGnTphX4+ZZKEiEhzMDF0Y6OdXzoWMcHgOtxyaz/9yp//BNN+PlbHLx4h4MX7/DeH5G0CChH70Z+9GroR0X3wq8pU+IqBsGjn0HXabCwL0Qdgr+/xb7z/xjbdCyTdk5i/r/zGVh7IJ5aT3NHa9nsnTN6ZgpIr9cTGxeHu5tb4afP57PHzsmp+BP2zDE6a9asoVKlSuj1euLj43F1dS2R/WfK7766devGzz//zIYNGxg6dGiuZadNm8aQIUNYs2YN69atY+rUqSxdupR+/fplW37r1q2MGzeOn3/+2eh0W3x8PM2bN2fx4sVZnpOZLC1evJgxY8bkGs+6desMp9sgo8evR48euLm5sXLlSqPTdr6+vkbX+QQMM7ozZ3H7+vpmO8vb3d29RI9ddiQREsIC+LhpGdY6kGGtA7kWm8y6I9GsORJN+Pnb7L+QcXv3j0haBpSndyM/ejb0xcetlCRFWndoNwF+eQb+/g7avkLPaj2Z/+98Tt4+yfx/5zOhxYS86ynLNJp8nZ7KQq8He13Gc4t5HaFatWrh5ORkmA30oHr16hEWFkZCQoKhp2X37t3Y2NhQp04dPDw88PPz46+//uKRRzLWmUpPT+fAgQM0a9YMgKCgIBwdHbl48SIdOnTISPRiY3F3d88z0XtwLMq+ffuoV69etmXzitXNzY3AwEC2bNlCp06dctxn37596dOnD0OGDMHW1pannnoq1xhr165N7dq1efXVVxk8eDALFizINhE6ffo0TzzxBG+99VaWafXNmjVj2bJl+Pj45Hi6qaCnxmJjYwkODsbR0ZHVq1dnWeSzdevWfPDBB1y/fh0fn4w/7jZt2oS7u7thBmrr1q1Zu3at0fM2bdrEww8/nGscJUKJHN29e1cB6u7duyavOzU1Va1atUqlpqaavG5LYO3tU6pk2hh1J1F9v/OsGhC6SwW8+YfhFjjpD/XkN3vUwr3n1fXYZJPuMyEhQQUFBal69eqpZcuWmaZ9unSlZjdRaqq7Unu/Ukoptf3SdtUgrIFqvqi5io6PLvo+CsiS36NJSUkqMjJSJSUlFakenU6nbt++rXQ6nYkiy920adNUuXLl1I8//qhOnz6t9u7dq77//nulVMb7ys/PTz3++OPqyJEj6s8//1TVq1dXw4cPNzz/o48+UuXLl1crV65Ux44dU6NGjVJubm6qX79+hjJvv/22qlChggoLC1MnT55U27ZtU7Nnz1ZhYWE5xhUQEKDc3d3VzJkz1YkTJ9TcuXOVra2tWr9+vaEMoFauXJnvWMPCwpRWq1WzZ89WJ0+eVAcOHFBz5szJtr7ly5crrVarli9fnm18iYmJKiQkRG3dulWdP39e7dq1S9WoUUNNnDhR6XQ6FRoaqjw8PAxl69atq7p06aKioqJUdHS04ZYZe61atVTHjh3Vjh071NmzZ9XWrVvVuHHj1KVLl/I6hFncvXtXtWrVSjVs2FCdPn3aaH/p6elKKaXS09NVgwYNVPfu3VVERIRav3698vb2VpMnTzbUc/bsWeXs7KzeeOMNdezYMRUaGqpsbW3V2rVri/QezemzUpDvb0mEciGJUOFZe/uUKvk2Xr6dqL7bcUb1m2ucFFWb9Ica/O1e9dO+8yomznRJkcnbF/5DRiL0WX2l0lOVXq9Xw9YOUw3CGqipu6eaZh8FYMnv0dKaCOl0OvX++++rgIAAZW9vr6pWrapmzJhhePyff/5RnTp1UlqtVpUvX16NGjVKxcXFGR5PS0tT48ePV+7u7srT01NNmDBBDRs2zCgR0uv16osvvlB16tRR9vb2ysvLS3Xv3l1t3749x7gCAgLU9OnT1cCBA5Wzs7Py9fVVs2fPNipzf+KSn1iVUmrevHmGOPz8/NS4ceNyrG/ZsmVKq9WqFStWZIkvJSVFPfXUU6pKlSrKwcFB+fv7q7Fjx6qkpKQsidC5c+cyLySY5ZYpOjpaDRs2THl5eSlHR0dVvXp1NWrUqEJ9l23dujXH/Z07d85Q7vz586pnz57KyclJeXl5qddee02lpaVlqatJkybKwcFBVa9eXS1YsKDI71FTJEIapSx0MRMLkDlYOnOqoCndW3nZ8i+xURjW3j4wbxsv3Upk3b/RrPknmsOX7xq229poaFvTi3cerUdNn4IPhryfyduXlpQxpT7hBjz2PTQayKHrhxi2bhg2GhtW9ltJdY/qRd9PfsOx4PdocnIy586do1q1akW61lhBTh2VRtbePrD+Nha1fTl9Vgry/W19r6oJhIaGEhQUlGUqpBCWokp5Z0Y/UoP/G9uOHW904s0edWlQyR2dXrHj5A36fLmbX8IvWdaijfZO8NB/AzR3zwalaOrTlI6VO6JXeuYemmve+IQQZZIkQtkICQkhMjLSsC6DEJasagVnXuxYgz/GtefP1zrQtmYFktJ0TFzxDy8vjSA2uWArOCcmJlK/fn0aN25MSkqKaYNt+XzGLKRrR+DsVgDGNRuHBg2bLmzi35h/Tbs/IYTIgyRCQliR6t6uLHquFW8E18HWRsPvh6PoPWcnEZfu5LsOpRSRkZEcO3bM9D1KzuWhWcZie+yeDUDtcrXpU6MPALMPzjbt/oQQIg+SCAlhZWxsNIR0qskvY1pTydOJS7eSeOLrPczbfga93gJOlbV+CTS2cHYbREUA8FKTl7CzsWNf9D72Ru01a3hCiLJFEiEhrFTzgHKsHd+e3g39SNcrPlp3nOEL/uZGnIlPdxWUZ1Vo8N/aJ3u+BKCSayWerPMkkNErZFFjm4QQVk0SISGsmIeTPXOHNOXDxxqitbdh56kYes7eyY6TN8wbWJuXM/4/uhJunwdgVMNRONk5cfTmUTZf3Gy+2IQQZYokQkJYOY1Gw+CHqvL72HbUqehGTHwKw+b/zYfrjpGanvWCjiXCrxFU7wRKB3u/AqCCUwWG188YPzTn4BzS9enmiU0IUaZIIiREGVGrohv/N7YtTz9cFYBvtp9l4Dd7uXgz0TwBtf3vqt2HFkHiLQCGBw3H09GT87HnWX1mtXniEkKUKZIIZUPWERLWSmtvy/v9GzLv6Wa4a+04fOkOvefsZPXhexf01Gg0BAQEEBAQgEajKb5gqncE30aQlphxlXrA1cGVUQ0zrkb/VcRXJKcnF9/+hRACSYSyJesICWvXo4Efa8e3p0VAOeJS0nn550NM/PUwianpODs7c/78eU6dOoWjo2PxBaHR3OsV+uubjJWngSfrPomviy/XEq+x9PjS4tu/KBVGjBhB//79i1RHYGAgX3zxRa5lNBoNq1atKtJ+iqu+JUuWUL58eZPUJbKSREiIMqpyOWeWjn6YlzvXRKOBX/Zfps+Xu4iMii25IIL6g0dVSIyBiCUAONo68lLjlwD47sh3xKaWYDxCWKABAwZw/Phxs+1/zJgx1KhRAycnJ7y9venXr1+WeC5evEjv3r1xdnbGx8eHN954g/R043F+27Zto1mzZjg6OlKzZk3CwsKy7Cs0NJTAwEC0Wi2tWrXi77//Ls6mAZIICVGm2dnaMKF7HRaPbEVFd0fO3Eig/1e7+XHP+ZKZwm5rB23GZvy850vQ6wDoW6MvNTxqEJsaS9i/YcUfhxAWzMnJCR8fH7Ptv3nz5ixYsIBjx46xYcMGlFJ0794dnS7j86rT6ejduzepqans2bOHH3/8kbCwMN555x1DHefOnaN379506tSJiIgIXnnlFUaOHMmGDRsMZZYtW8aECROYOnUqBw8epHHjxgQHB3P9+vVibZ8kQkII2tTwYt34R+hS14fkpCRGP96dSnWacDu+BNYcavo0OJWD2+fg2O8A2NrYMq7ZOAB+OvYTMUkxxR+HKDK9Xs/HH39MzZo1cXR0pGrVqnzwwQeGx48cOULnzp1xcnKiQoUKjB49mvj4eMPjOp2OCRMm4OnpSYUKFZg4cWKWhFyv1/Phhx9SrVo1XFxcaNeuHb/++muescXFxTF48GBcXFyoVKkSoaGhuZbPK1aA+fPnU79+fRwdHfHz82Ps2LE51jd16lT8/Pz4559/sn388OHDdOrUCTc3N9zd3WnevDn79+8Hsp4aCwwMRKPRZLllunTpEoMGDcLT05Py5cvTr18/zp8/n9dLlKPRo0fzyCOPEBgYSLNmzXj//fe5dOmSoc6NGzcSGRnJTz/9RJMmTejZsyfvvfceoaGhpKamAjBv3jyqVavGp59+Sr169Rg7dixPPPGE0SnLzz77jFGjRvHss88SFBTEvHnzcHZ2Zv78+YWOPT8kERJCAFDexYHvh7dgco86pF49Rcz5Y3x6xIYtx4r3rzEcXKBlxgDpzIuxAnSu0plGXo1ISk/im8PfFG8MFk4pRWJaYqFuSelJhX5uYlpigXoGJ0+ezEcffcSUKVOIjIxkyZIlVKxYEYCEhASCg4MpV64c4eHhLF++nM2bNxslD59++ilhYWHMnz+fXbt2cevWLVauXGm0jw8//JCFCxcyb948jhw5wksvvcSwYcPYvn17rrF98sknNG7cmEOHDjFp0iTGjx/Ppk2bsi2bn1i//vprQkJCGD16NEeOHGH16tXUrFkz22M3btw4Fi5cyM6dO2nUqFG2+xw6dCiVK1cmPDycAwcOMGnSJOzt7bMtGx4eTnR0NNHR0Vy+fJmHH36Y9u3bA5CWlkZwcDBubm7s3LmT3bt34+rqSo8ePQxJyeLFi3F1dc31tnPnzhxfmwULFlCtWjWqVKkCwN69e2nYsKHhWAMEBwcTGxvL0aNHDWW6du1qVFdwcDD79u0DIDU1lQMHDhiVsbGxoWvXruzdW7yrzdsVa+1CiFJFo9EwrE0gL/13/26qhheWRND7yDWm9g3Cx01bPDt+aDTsmQNRB+HCbghsh0aj4ZXmr/Dchuf49eSvDKs/jCpuVYpn/xYuKT2JVktamWXffw35C2d75zzLxcXFMXv2bObOncvw4RnrQdWoUYN27doBGb0aycnJLFy4EBcXFwDmzp1Lnz59mDlzJhUrVuSLL75g8uTJPPZYxsrj8+bNMzp1kpKSwowZM9i8eTOtW7dGr9czZMgQDhw4wDfffEOHDh1yjK9t27ZMmjQJgNq1a7N7924+//xzunXrlqVsfmJ9//33ee211xg/frzheQ/ONE5PT+fpp5/m0KFD7Nq1i0qVKuUY38WLF3njjTeoW7cuALVq1QIyesAe5O3tbfh5/PjxREdHGyb3LFu2DL1ez/fff2/oJVqwYAGenp5s27aN7t2707dvX1q1yv399GCsX331FRMnTiQhIYE6deqwadMmHBwcALh69apREgQY7l+9ejXXMrGxsSQlJREfH49Op8u2THGPj5JESAiRo45+enbf1rDmSDQ7T93gf72DGNiisumn1bt6Q5OhsP+HjF6hwIwvz5a+LWnr35bdUbsJjQjlo/YfmXa/wmSOHTtGSkoKXbp0yfHxxo0bGxILyEhO9Ho9J06cQKvVEh0dbfQFbWdnR4sWLQy9UqdPnyYxMTFL8pKamkrTpk1zja9169ZZ7uc0kyyvWDUaDVFRUTm2NdOrr76Ko6Mj+/btw8vLK9eyEyZMYOTIkSxatIiuXbsycOBAatSoketzvv32W3744Qf27NljSI4OHz7M6dOncXNzMyqbnJzMmTNnAHBzc8vyeF6GDh1Kt27diI6OZtasWQwaNIjdu3ej1RbTH0clSBIhIUSOelfVM2FQK/63OpJ/r8QyccU/rIq4wowBDQn0csm7goJoHQL758OpjXAtEioGAfBys5fZHbWbtWfX8mz9Z6lTvo5p91sKONk58deQvwr8PL1eT1xcHG5ubtjYFG4khJOdU/7KOeWvXFFkjtFZs2YNlSpVQq/XEx8fj6ura4nsP1N+99WtWzd+/vlnNmzYwNChQ3MtO23aNIYMGcKaNWtYt24dU6dOZenSpfTr1y/b8lu3bmXcuHH8/PPPRqfb4uPjad68OYsXL87ynMxkafHixYwZMybXeNatW2c43Qbg4eGBh4cHtWrV4uGHH6ZcuXKsXLmSwYMH4+vrm2V217Vr1wDw9fU1/J+57f4y7u7uODk5odVqsbW1zbZMZh3FRcYIZUMWVBTinvr+7qx6qS1v9aqL1t6GPWduEvzFDuZtP0O6zoSX6KhQA4L6Zvz838VYAYIqBNEjsAcKxZxDc0y3v1JEo9HgbO9cqJuTnVOhn+ts75zv3r9atWrh5OTEli1bsn28Xr16HD58mISEBMO23bt3Y2NjQ506dfDw8MDPz4+//rqX8KWnp3PgwAHD/aCgIBwdHbl48SI1a9akZs2aVK9enZo1axrGq+QkcyzK/ffr1atXqFjd3NwIDAzMsa2Z+vbty5IlSxg5ciRLl+a9Jlbt2rV59dVX2bhxI4899hgLFizIttzp06d54okneOuttwynETM1a9aMU6dO4ePjY3iNMm8eHh6GuCIiInK9tWjRIsc4lVIopUhJyZhM0bp1a44cOWI0u2vTpk24u7sTFBRkKPPg67Vp0yYefvhhABwcHGjevLlRGb1ez5YtW7L05pmcEjm6e/euAtTdu3dNXndqaqpatWqVSk1NNXndlsDa26eU9bYxPj5eAQpQS5cuNWrfhZgENfS7fSrgzT9UwJt/qF6zd6gjl++YbueX9ys11V2p6eWVunPZsPn83fOq8Y+NVYOwBmr/1f0m2ZUlH7+kpCQVGRmpkpKSilSPTqdTt2/fVjqdzkSR5W7atGmqXLly6scff1SnT59We/fuVd9//71SSqmEhATl5+enHn/8cXXkyBH1559/qurVq6vhw4cbnv/RRx+p8uXLq5UrV6pjx46pUaNGKTc3N9WvXz9DmbfffltVqFBBhYWFqZMnT6pt27ap2bNnq7CwsBzjCggIUO7u7mrmzJnqxIkTau7cucrW1latX7/eUAZQK1euzHesYWFhSqvVqtmzZ6uTJ0+qAwcOqDlz5mRb3/Lly5VWq1XLly/PNr7ExEQVEhKitm7dqs6fP6927dqlatSooSZOnKh0Op0KDQ1VHh4ehrJ169ZVXbp0UVFRUSo6Otpwy4y9Vq1aqmPHjmrHjh3q7NmzauvWrWrcuHHq0qVLeR3CLM6cOaNmzJih9u/fry5cuKB2796t+vTpo8qXL6+uXbumlFIqPT1dNWjQQHXv3l1FRESo9evXK29vbzV58mRDPWfPnlXOzs7qjTfeUMeOHVOhoaHK1tZWrV271vAeXbp0qXJ0dFRhYWEqMjJSjR49Wnl6eqqrV6/mGF9On5WCfH9LIpQLSYQKz9rbp5T1tjE+Pl55eXkpLy+vLImQUkrp9Xq1fP8l1WjaBhXw5h+q2qQ/1AdrIlViSrppApjfKyMZWv+W0ebpe6arBmEN1DNrn1F6vb7Iu7Hk41daEyGdTqfef/99FRAQoOzt7VXVqlXVjBkzDI//888/qlOnTkqr1ary5curUaNGqbi4OMPjaWlpavz48crd3V15enqqCRMmqGHDhhklQnq9Xn3xxReqTp06yt7eXnl5eanu3bur7du35xhXQECAmj59uho4cKBydnZWvr6+avbs2UZl7k9c8hOrUkrNmzfPEIefn58aN25cjvUtW7ZMabVatWLFiizxpaSkqKeeekpVqVJFOTg4KH9/fzV27FiVlJSUJRE6d+6c4Q+VB2+ZoqOj1bBhw5SXl5dydHRU1atXV6NGjSrUd9mVK1dUz549lY+Pj7K3t1eVK1dWQ4YMUcePHzcqd/78edWzZ0/l5OSkvLy81GuvvabS0tKMymzdulU1adJEOTg4qOrVq6sFCxZkeY9++eWXqmrVqsrBwUE99NBDat++fbnGZ4pESKNUSayaVjrFxsbi4eHB3bt3cXd3N2ndaWlprF27ll69euU4RbI0s/b2gfW3Ma/23YhL4d0/Ivn9v+uUVS3vzIwBDWlXK/dBoXk6uRGWDAQHN3j1X3DyBOB64nV6/9abZF0yX3b+ko5VOhZpN5Z8/JKTkzl37hzVqlUr0mBUvV5PbGws7u7uhR4jZMmsvX1g/W0savty+qwU5Pvb+l5VIUSJ8HZz5MvBTZk/ogX+Hlou3krk6R/+4vXlh7mdkFr4imt1A58gSI2DA/fGSPg4+zC47mAAVp1eVcTohRAigyRCQogi6Vy3IhsndGBEm0A0Gvj1wGW6fb6d1YejCneZDo0G2mSsKs2+ryH93urWNctlLFiXrJOr0gshTEMSISGEkaSkJDp27EjXrl0Ns0Ly4upox7S+9fn1hTbU8nElJj6Vl38+xPM/7ufKnaSCB9HgCXDzh/hr8M8vBX++EELkkyRCQggjer2e7du3s2PHjgL36DQPKMeal9vzatfaONja8Ofx63T/bDs/7jmPTl+AuuwcoPV/61vvmQPZrK4rhBCmIImQEMKkHOxsGN+1FmvHt6NFQDkSUnVMXX2UEQv+JjW9AAlNs+Hg6A4xJ+Hk+uILWAhRpkkiJIQoFjV93PhlTGve698AZwdbdp6K4X+rjuS/l0nrDi2ey/h5T9lcSFEIUfwkERJCFBsbGw3PPBzAV0ObYaOBX/Zf5vud5/JfQasXwNYBLu6FiwW/xIQQQuRFEqFsyCU2hDCtjnV8mPJoxlL7M9YdY3PktTye8R93P2g0KONn6RUSQhQDSYSyERISQmRkJOHh4eYORQirMaJNIENaVUUpGL/0EMeiY/P3xDYvZ/x/fA3EXS2+AIUQZZIkQkKILJydnXF2djZpnRqNhul969OmRgUSUnWM/HE/N+LyMT3fuw7U6QUoOLXZpDEJUZqEhYXh6elp7jCsjiRCQggjLi4uJCQkcOfOnSJd3iE79rY2fDW0GdW8XLhyJ4kxi/aTnKbL+4mZvUKX9po0HmFaN27c4MUXX6Rq1ao4Ojri6+tLcHAwu3fvNpQJDAxEo9FkuRr8K6+8QseOHQ33p02bhkajQaPRYGtrS5UqVRg9ejS3bt3KVyx6vZ5ly5bRp08fqlatire3Ny1atGDatGncvHnTJO0taU8++SQnT5403J82bRpNmjQxX0BWQhIhIUSJ8nR24IfhLfBwsufgxTtMWvFP3jPJqj4MlR8CfT6SJmE2jz/+OIcOHeLHH3/k5MmTrF69mo4dO2ZJPLRaLW+++Wae9dWvX5/o6GguXrzIggULWL9+PS+++GKez4uJiaFz58689dZbdOrUiZ9++omtW7fyzjvvcPz4cYKCgtizZ0+h22kuTk5O+Pj4mDsMqyOJkBCixFX3duXroc2ws9GwKiKK0K2nc3+CRgNtx9+7LwmRxblz5w47d+5k5syZdOrUiYCAAB566CEmT55M3759jcqOHj2affv2sXbt2lzrtLOzw9fXl0qVKtG1a1cGDhzIpk2bcn1Oeno6ffv2pUaNGhw/fpwJEybwyCOP0KBBA/r27cvSpUuZP38+AwYM4OzZs4bn6fV6Pv74Y2rWrImjoyNVq1blgw8+MDz+5ptvUrt2bZydnalevTpTpkwhLS3N8Hhm78w333xDlSpVcHZ2ZtCgQdy9e9dQJjw8nG7duuHl5YWHhwcdOnTg4MGDWV7HMWPGULFiRbRaLY0aNWL9+ox1tO4/NRYWFsb06dM5fPiwoecsLCyM5557jkcffdSozrS0NHx8fPjhhx9yfe3KKkmEhBBGkpOT6d27N/369SM1tQgXT81Dm5peTO9XH4BZG0+y7kh07k+o0wtc//tr+O6VYovLkiUkJOR4S05OznfZpKSkfJUtCFdXV1xdXVm1alWel2apVq0aL7zwApMnT0afz1XDz58/z4YNG3BwcMi13A8//IBGo+Hbb79Fr9czbtw4KlWqRJMmTZg/fz7169end+/ejB49munTpxueN3nyZD766COmTJlCZGQkS5YsoWLFiobH3dzcCAsLIzIyktmzZ/Pdd9/x+eefG+379OnT/PLLL/z++++sX7+eQ4cO8dJLLxkej4uLY/jw4ezatYt9+/ZRq1YtevXqRVxcHJCRjPXs2ZPdu3fz008/ERkZyYwZM7C1tc3SzieffJLXXnvN0GsWHR3Nk08+yciRI1m/fj3R0fc+T3/88QeJiYk8+eST+XqtyxwlcnT37l0FqLt375q87tTUVLVq1SqVmppq8rotgbW3TynrbWN8fLwCFKCWLl1a7O2btvpfFfDmH6rO/9aqfy7dybXs/216TTUIa6DG/NC0yPu15OOXlJSkIiMjVVJSktH2zOOS3a1Xr15GZZ2dnXMs26FDB6OyXl5e2ZYrqF9//VWVK1dOabVa1aZNGzV58mR1+PBhozIBAQHq888/V9evX1dubm5q4cKFSimlxo8fbxTX1KlTlY2NjXJxcVFardYQ02effWYoo9Pp1O3bt5VOpzNsa9Omjfr999+VUkq9++67qnbt2mrr1q3qzz//VHXr1lUBAQFKKaVOnz6tKlasqJRSKjY2Vjk6Oqrvvvsu32395JNPVPPmzY3itbW1VZcvXzZsW7dunbKxsVHR0dHZ1qHT6ZSbm5sh3g0bNigbGxt14sSJbNu4YMEC5eHhYbTPxo0bZ6k3KChIzZw503C/T58+asSIEfluW0nK7hgWRE6flYJ8f0uPkBDCrN7uVY8Otb1JTtMzcmE412JzubK8b+OM/1NiITF/g2ZFyXn88ceJiopi9erV9OjRg23bttGsWTPCwsKylPX29ub111/nnXfeybHnsU6dOkRERBAeHs6bb75JcHAw48aNyzWGI0eO0KZNGwB+//13pk6dSseOHenUqRP/+9//DOX8/Py4ffs2AMeOHSMlJYUuXbrkWO+yZcto27Ytvr6+uLq68r///Y+LFy8alalatSqVKlUy3G/dujV6vZ4TJ04AcO3aNUaNGkWtWrXw8PDA3d2d+Ph4Qz0RERFUrlyZ2rVr59rGvIwcOZIFCxYY9rlu3Tqee+65ItVpzSQREkKYlZ2tDV8OaUotH1euxaYw8sf9JKXmMAbIyePez+d2lEyAFiQ+Pj7H24oVK4zKXr9+ndjYWC5fvkxsbKxR2XXr1hmVPX/+fLZ1FoZWq6Vbt25MmTKFPXv2MGLECKZOnZpt2QkTJpCUlMRXX32V7eMODg7UrFmTBg0a8NFHH2Fra2t0Ois76enpODk5AZCamoqLi4vhMVdXV8PPBw8epGbNmgCG8jnZu3cvQ4cOpVevXvzxxx8cOnSIt99+u8CnjocPH05ERASzZ89mz549REREUKFCBUM9ecWRX8OGDePs2bPs3buXn376iWrVqtG+fXuT1G2NJBESQpidu9aeH4a3pLyLA0eu3OW15RHo87pa/dltJRKbJXFxccnx9uBSB7mVffALN6dyphAUFJTjeCNXV1emTJnCBx98YBgnk5v//e9/zJo1i6ioqBzL1KxZkyNHjgDQrl07Zs+eze3bt7l9+zazZ88G4OjRo7z44ou88cYbANSqVQsnJye2bNmSbZ179uwhICCAt99+mxYtWlCrVi0uXLiQpdzFixeNYtu3bx82NjbUqVMHgN27d/Pyyy/Tq1cv6tevj6OjIzExMYbyjRo14vLly0ZT5HPj4OCATpf1j4YKFSrQv39/FixYQFhYGM8++2y+6iurJBESQliEqhWcmfd0c+xtNaw9cpUvNufxZVAGEyFLdvPmTTp37sxPP/3EP//8w7lz51i+fDkff/wx/fr1y/F5o0ePxsPDgyVLluS5j9atW9OoUSNmzJiRY5kBAwYQGhoKZMzkSk1NpUKFClSuXJlWrVpx4cIFevTowbhx4xgxYgRwbzr/xIkTWbhwIWfOnGHfvn2GWVa1atXi4sWLLF26lDNnzjBnzhxWrlyZZd9arZbhw4dz+PBhdu7cycsvv8ygQYPw9fU11LNo0SKOHTvGX3/9xdChQ42S0g4dOvDII4/w+OOPs2nTJs6dO8e6devYvDn7hUQDAwM5d+4cERERxMTEGA1SHzlyJD/++CPHjh1j+PDheb62ZZkkQkIIi/FQtfLMGNAQgDl/nub/InKaHaaB2+fg9vkSi03kztXVlVatWvH5558bpqtPmTKFUaNGMXfu3ByfZ29vz3vvvZdl1ltOXn31Vb7//nsuXbqU7eOvvPIKW7Zs4fvvv8fLy4tdu3Zx7do1bty4wXvvvcfVq1e5dOkSo0ePNnrelClTeO2113jnnXeoV68eTz75JNevXwegb9++vPrqq4wdO5YmTZqwZ88epkyZkmXfNWvW5LHHHqNXr150796dRo0aGZ32++GHH7h9+zbNmjXjmWee4eWXX86yLtCKFSto2bIlgwcPJigoiEmTJmXb6wMZY7J69OhBp06d8Pb25ueffzY81rVrV/z8/AgODsbf3z9fr22ZVahh2mWEzBorPGtvn1LW28aSnjWWnRlrI1XAm3+oWm+vVQcu3DJs/7/T/5cxa2x+c6Wmuiu1P6zQ+7Dk45fTTJiCKuqMHEuXU/sOHjyo/Pz81NChQ9Vff/2l0tLSlFJKnTx5Uo0bN04NHDjQ5LHkNIOrqAp7DOPi4pS7u7tasWKFyWMyJZk1ZqHk6vOiLHNxcUEpRWpqqskvsZFfE4Pr0rVeRVLT9YxeeIArd4zXvcG5fMb/cnpMZKNp06aGgch9+vTB0dERe3t7Hn74YdLT05kzZ465Qyw2er2e69ev89577+Hp6ZllMUuRlSRC2ZCrzwthXrY2GmY/1YR6fu7ExKfwfFg4CSnp9wpkJkLntkM+F+QTZYuPjw+zZ8/m6tWrREdHc+HCBW7cuMFXX31lGLNjjS5evEjFihVZsmQJ8+fPx87OztwhWTxJhIQQFsnF0Y7vh7fAy9WR41fjGL/0vplkWg9wcIXEm3DtX/MGKiyaRqPBx8cHf39/bGyK7ytv2rRpREREFFv9+RUYGIhSikuXLuW6LpK4RxIhIYSR5ORkBg4cyFNPPVWsl9jIj0qeTnw7rDkOdjZsPnaNNZmX4dBoIKBtxs9yekwIUQSSCAkhjOh0On799Vd+++23fF8Hqjg1q1qOT55oBMDWE9fvPVC9Y8b/VpwIKZXHWkpClHGm+IxIIiSEsHj9mlTi5c41DffvJqbdS4Qu7IH03C/yWdrY29sDkJiYaOZIhLBsmZ+RzM9MYcgoKiFEqfBK19rsuebJCT2cvZEAPvXAxQcSrsOlv6Ga9VxCwNbWFk9PT8M6Ns7Ozmg0mgLXo9frSU1NJTk5uVjHx5iLtbcPrL+NhW2fUorExESuX7+Op6cntra2hY5BEiEhRKlgY6OhX9NKfHwAYpPTiI5Nxq96RzjyS8bpMStKhADDzKbMZKgwlFIkJSXh5ORUqETK0ll7+8D621jU9nl6ehZ5FqAkQkKIUsPD6V739/p/r/Ls/YlQl6wr/ZZmGo0GPz8/fHx8SEtLK1QdaWlp7Nixg0ceeaRIpw4slbW3D6y/jUVpn729fZF6gjJJIiSEKJXW/XuVZ5/qkHEn6iAk3QEnT3OGVCxsbW0L/cve1taW9PR0tFqtVX6JWnv7wPrbaAnts74TjkKIMiH8/C2u23hBhVqg9HB+l7lDEkKUQpIICSGMODs7Ex8fz+3bt3F0dDR3OEY0ZIwhcNPaoRRsPHqtTEyjF0IUH0mEhBBGNBoNLi4uuLi4WOzgTG/XjARt3b/RkggJIYpEEiEhRKnj5ZaRCO07e4vbPq1AYwM3T8Hdy2aOTAhR2kgiJIQwkpKSwogRI3j++ecLPVupuDnZ21Lf3x2dXrHxbBL4N8t44Ox28wYmhCh1JBESQhhJT0/nxx9/ZNGiReh0OnOHk6OeDTLWDll75KqcHhNCFJokQkKIUqlnQz8A9pyJIb5Su4yNZ7eBXJ9LCFEAkggJIUqlGt6u1K7oSppOsSk2AOycMi63cf2YuUMTQpQikghlIzQ0lKCgIFq2bGnuUIQQuejZIKNXaM2xWxDQJmOjnB4TQhSAJELZCAkJITIykvDwcHOHIoTIRc+GGeOEdpy6QUrAIxkbJRESQhSAJEJCiFKrTkU3qnu5kJquZ69qmLHx/C7QWeZsNyGE5ZFESAhRamk0Gnr8N3vsl4vu4FwB0hLg8n4zRyaEKC0kERJCGHF2dub69etcuXLF4i6xkZ1e/80e23ryJulyekwIUUCSCAkhjGg0Gry9vfH29rbYS2zcr76/O5XLOZGUpuOYU+bCitvMGpMQovSQREgIUappNBpDr9CKOzUzNl4Oh+RYM0YlhCgtJBESQhhJSUkhJCSEl19+2WIvsfGgzHFCy0/boC9XDZQOLuwxc1RCiNJAEiEhhJH09HS++uor5s2bZ9GX2Lhfk8qe+HloSUjVEVWuVcZGOT0mhMgHSYSEEKWejc292WObU+tlbJRESAiRD5IICSGsQuYq099froxCAzeOQdxVM0clhLB0kggJIaxC84ByeLs5cjnZifjy9TM2nt1u3qCEEBZPEiEhhFWwtdEQXL8iAPttGmdslNNjQog8SCIkhLAavf47PbbsZvWMDWe3gVLmC0gIYfEkERJCWI2HqpWnnLM9W5NqoLdxgLgoiDll7rCEEBZMEiEhhBEnJyfOnTvHyZMncXBwMHc4BWJna0NwfV9ScOCc838XYZXTY0KIXEgiJIQwYmNjQ2BgIIGBgdjYlL5fEZnT6Ncm1s3YIImQECIXpe+3nBBC5KJNDS/ctXZsTPpvPaHzO0GXbt6ghBAWy87cAQghLEtqaipvv/02er2e1q1bmzucAnOws6FrUEVWHUwlydYNp5RYiDoEVVqaOzQhhAWSHiEhhJG0tDRmzZrFZ599VmousfGgXg380GPDXpW5ntA2s8YjhLBckggJIaxOu1peuDrasSUlKGODJEJCiBxIIiSEsDpae1s61/Vhl75BxoZLf0FqgnmDEkJYJEmEhBCljiLvRRJ7NfTlgqpItMYb9GlwYW8JRCaEKG0kERJCWKUOtX1wsrdje1rmOKGt5g1ICGGRJBHKRmhoKEFBQbRsKbNMhCitnBxs6VTXm92Zp8fkAqxCiGxIIpSNkJAQIiMjCQ8PN3coQogi6NHAjz36/3qErh2B+BvmDUgIYXEkERJCGHFycuLff//l0KFDpe4SGw/qXNeHOLtyROoDMjack14hIYQxSYSEEEZsbGyoX78+9evXL5WX2Lifq6Mdj9Tyvjd7TKbRCyEeULp/ywkhRB56NfS9b5zQNlB5zzgTQpQdcokNIYSR1NRUZsyYgU6no3HjxuYOp8i61KvINE1dUpUtDncvwa2zUKGGucMSQlgI6RESQhhJS0tj+vTpvP/++6X2Ehv383Cyp1nNyhxUtTM2yOkxIcR9JBESQli9Xg382KWTcUJCiKwkERJCWL1uQRXZS0MAdGd3gL7093QJIUxDEiEhhNUr5+KAS2BLYpUTtil3IPqwuUMSQlgISYSEEGVC94aV2KeXq9ELIYxJIiSEKBOC69+bRp988k8zRyOEsBSSCAkhygRvN0fu+rcDwO7KX5CWZOaIhBCWQBIhIYQRrVbL33//zZ49e7C3tzd3OCbVpHELolV57PSpaC7/be5whBAWQBIhIYQRW1tbWrZsSYsWLbC1tTV3OCbVo6G/4fRY4vEtZo5GCGEJJBESQpQZvh5aLpd7CIDUU1vNHI0QwhLIJTaEEEZSU1OZPXs2Op2OmjVrmjsck/Nq2B12z6J83HHs0+PMHY4QwsykR0gIYSQtLY2JEycyefJkq7jExoM6NG/ICX1lbFC43jlm7nCEEGYmiZAQokypUt6ZE87NAXC4GWnmaIQQ5iaJkBCizLGt2RGAqon/mjcQIYTZSSIkhChz6rfpTbqywZ/r3I0+be5whBBmJImQEKLMCfSvyAm7OgAc37PGzNEIIcxJEiEhRJmU7p8xTuj0sYOcvi6zx4QoqyQREkKUSUG1M3qEyutv8eJPB0lMTTdzREIIc5BESAhhRKvVsnXrVjZt2mR1l9i4n8bdF4DKtnc5dT2e/638F6WUmaMSQpQ0SYSEEEZsbW3p2LEjHTp0sLpLbBhxzUiE6rkmYKOB3w5dYVn4JTMHJYQoaZIICSHKJOWWkQhpU27wevfaALyz+ihHo+6aMywhRAmTREgIYSQtLY3Q0FC+/vpr0tOteNyMa0UANGmJvNDKm051vElN1xOy+CCxyWlmDk4IUVIkERJCGElNTWXs2LGMHz/eYhMhk4zlsXcm1dYZAJuE63w2qAmVPJ04fzORN3/9R8YLCVFGSCIkhCg1NBqNSetLti+X8UNcNOVcHJg7pCn2thrW/XuVsD3nTbovIYRlkkRICFFmJdt7ZvwQdxWAplXL8VavegDMWHuMQxdvmykyIURJkURICFFmpdh5ZvwQF23YNqJNIL0a+pKmU4xdcojbCanmCU4IUSIkERJClFkP9ghBxum3jx5vRGAFZ67cSWLCLxHo9TJeSAhrJYmQEKLMun+M0P3ctfZ8NbQ5jnY2bD1xg3k7zpghOiFESZBESAhRZiVl0yOUKcjfnXf71Qdg1oYT7Dt7swQjE0KUFEmEhBBGHB0d+eOPP1i1apVVX2IDcu4RyjSoRRUea1YJvYJxPx/ielxyCUYnhCgJkggJIYzY2dnRu3dvevXqZd2X2OCBMULZrBuk0Wh4v38Dald05UZcCuN/jkAn44WEsCplIhEaMGAA5cqV44knnjB3KEIIC5KSmQjpUiAp+6nyzg52fDW0Gc4Otuw9e5MvNp8suQCFEMWuTCRC48ePZ+HCheYOQ4hSIS0tjbCwMBYuXGixK0ubit7GHuVUPuNONuOEMtX0cePDxxoC8OWfp9l24npJhCeEKAFlIhHq2LEjbm5u5g5DiFIhNTWVZ599lpEjR1p9IgTAfxdfzWmcUKZ+TSoxtFVVAF5dFkHUnaTijkwIUQJMnghduXKlQOV37NhBnz598Pf3R6PRsGrVqixlQkNDCQwMRKvV0qpVK/7++28TRSuEKOuU63+JUPy1PMtOeTSIBpXcuZ2YxtglB0nT6Ys5OiFEcTNZInT16lXGjRtHrVq1CvS8hIQEGjduTGhoaLaPL1u2jAkTJjB16lQOHjxI48aNCQ4O5vr1e13TTZo0oUGDBlluUVFRRWqTEKIMcM1fjxCA1t6Wr4Y0x01rx8GLd5i57ngxByeEKG52BSl8+/ZtXnrpJTZt2oSDgwOTJk1i7NixTJs2jVmzZtGoUSMWLFhQoAB69uxJz549c3z8s88+Y9SoUTz77LMAzJs3jzVr1jB//nwmTZoEQERERIH2mZOUlBRSUlIM92NjY4GMMRNpaWkm2UemzPpMXa+lsPb2gfW28cH2WFL7dOk6IOPq80WNK/P5OmcvbADd3Sj0+ajTz92emQMa8NLPEXy/6xxNq7jTPahikWIpLtb6Hs1k7e0D629jcbWvIPUVKBGaNGkSe/bsYcSIEWzYsIFXX32V9evXY2Njw59//snDDz9c4GBzk5qayoEDB5g8ebJhm42NDV27dmXv3r0m3RfAhx9+yPTp07Ns37hxI87OzibfH8CmTZuKpV5LYe3tA+trY3Ky8Vo5ltS+iNQIAG7E3GDt2rUmqfPY5Ts0Aq6diiBcl/86O/nZsDXahtd/ieD1Rjq8tCYJp1hY0jEsDtbePrD+Npq6fYmJifkuW6BEaN26dYSFhdG5c2fGjh1L9erVadKkCTNmzChwkPkRExODTqejYkXjv7YqVqzI8eP575Lu2rUrhw8fJiEhgcqVK7N8+XJat26dpdzkyZOZMGGC4X5sbCxVqlShe/fuuLu7F74h2UhLS2PTpk1069bNKhets/b2gfW2MSEhwei+RbXvHPy691e8vbzp1blXkarKPH51WnSAywvxdYVevfJfZzednqfn7+fgxTusuFqOX0Y9hKO9Za27ZK3v0UzW3j6w/jYWV/syz+jkR4ESoaioKOrVqwdgGLz89NNPFyw6M9i8eXO+yjk6OuLo6Jhlu729fbG9AYuzbktg7e0D62vjg22xpPbZ2mUkGhqNxmQx2XpWBsAm/ho2BajT3h5Chzaj95xdREbH8eGGU3wwoKFJYjI1SzqGxcHa2wfW30ZTt68gdRVosLRSCju7e7mTra0tTk5OBamiQLy8vLC1teXaNePZHNeuXcPX17fY9itEWebo6Mgvv/zCkiVLrPoXbyZlmD5/FfQFmwXm5+HEF082QaOBxX9d5NDF7BdlFEJYrgL1CCml6NKliyEZSkpKok+fPjg4OBiVO3jwoEmCc3BwoHnz5mzZsoX+/fsDoNfr2bJlC2PHjjXJPoQQxuzs7Bg4cCBpaWkmG4dj0Vx8Mv7Xp0HSLXDxKtDTH6ntTbd6FdkYeY2/z92iadVyxRCkEKK4FCgRmjp1qtH9fv36FTmA+Ph4Tp8+bbh/7tw5IiIiKF++PFWrVmXChAkMHz6cFi1a8NBDD/HFF1+QkJBgmEUmhBBFYmsPLt6QcCNjCn0BEyGAxlU82Rh5jSNX7hZDgEKI4lSkRMgU9u/fT6dOnQz3MwcrDx8+nLCwMJ588klu3LjBO++8w9WrV2nSpAnr16/PMoDalEJDQwkNDUWn0xXbPoSwVOnp6axcuZL09PRsx8xZJTff/xKhq+Bb8HE+jSp7APCvJEJClDoFSoSuX7+Oj49Pjo+np6dz8OBBHnrooXzX2bFjR1Q2V32+39ixY0v0VFhISAghISHExsbi4eFRYvsVwhKkpKQwaNAgAJYuXWrmaEqImx9cPZKvRRWz08A/4/fE+ZuJ3E1Kw8PJ+sdWCWEtCjRY2s/Pz2hF54YNG3Lp0iXD/Zs3b2Y7LV0IISza/QOmC6GciwOVy2VMHDkqvUJClCoFnjV2v/Pnz2dZvTGv3h0hhLA4bn4Z/xcyEQJoWCmjV0jGCQlRupj8oqsajcbUVQohRPFy/W/MYRESoQaSCAlRKpk8ERJCiFLH0CNUuDFCIAOmhSitCjRYWqPREBcXh1arRSmFRqMhPj7esJR1QZa0FkIIi1HEMUIgA6aFKK0KvKBi7dq1je43bdrU6L41nBqT6fNClDGZPULx10CvA5uCXzMsc8D05dtJHL1ylzY1C74ekRCi5BUoEdq6dWtxxWFRZPq8KMscHBxYsGABOp3O6JI6Vs3FGzQ2oHSQEANuhVunrGElDy7fTuKIJEJClBoF+i3XoUOHXB9PTEwkIiKiKPEIIczM3t6eESNGWPQlNhQmnp1qa5dxqY34qxnjhAqbCFX2YN2/V2XAtBCliEkHS586dYr27dubskohhDDQUIyn3k0wTihzCr0MmBai9Cgj/d5CiPxKT09nw4YNpKenl61xcm5+EB1RpJljMmBaiNJHps8LIYykpKTw6KOP0r9//ywLplo1E/QIyQrTQpQ+kggJIQSYZC0hkBWmhShtCnRqbPXq1bk+fu7cuSIFI4QQZmOCHiGQAdNClDYFSoT69++fZxlZR0gIUSoZ1hIqYiIkA6aFKFUKdGpMr9fnebOG5CEkJITIyEjCw8PNHYoQoqS4Ff16Y5B1wLQQwrIVaozQzZs3DT9funSJd955h4kTJ7Jz506TBSaEECXK0CN0HXTpha5GBkwLUboUKBE6cuQIgYGB+Pj4ULduXSIiImjZsiWff/4533zzDZ06dWLVqlXFFKoQQhQjZy/Q2AIKEq4XqSoZMC1E6VGgRGjixIk0bNiQHTt20LFjRx599FF69+7N3bt3uX37NmPGjOGjjz4qrliFECXAwcGBuXPnMnv27LJziQ0AG5v7BkwXceZYZUmEhCgtCvRbLjw8nD///JNGjRrRuHFjvv32W1566SVsbDLyqXHjxvHwww8XS6BCiJJhb29PSEiIRV9io9i4+ULslaLPHJMeISFKjQL1CN26dQtf34y/mFxdXXFxcaFcuXKGx8uVK0dcXJxpIxRCiJJiorWEMgdMX5AB00JYvAL3ez84Pd4apssLIe7R6XTs3Lmz7F1iA0y2llDmgOnLt5M4KleiF8KiFTgRGjFiBI6OjgAkJyfzwgsv4OLiAmQszS+EKN2Sk5Pp1KkTAEuXLjVzNCXMRGOEABpV9uDy7SSOSCIkhEUrUCI0fPhwo/tPP/10ljLDhg0rWkRCCGEuhlNjResRAmhQyYO1R2SFaSEsXYESoQULFhRXHBZFVpYWoowy0akxkAHTQpQWctHVbMjK0kKUUSYaLA0yYFqI0kISISGEyOT6X49Q4k1ITy1SVbLCtBClgyRCQgiRybk82Nhn/Bx/rcjVNZKFFYWweJIICSFEJo3G5AOmAf6RREgIi1WG1s8XQuSHvb09H3/8MTqdDltbW3OHU/LcfOHuRZOME8ocMP2vJEJCWCxJhIQQRhwcHHjjjTfK5iU2wKQzxx4cMO3hZF/kOoUQpiWnxoQQ4n4mnDlWzsWBKuVlwLQQlkwSISGEEZ1OR3h4OPv37y+ba2mZsEcIZD0hISydJEJCCCPJyck89NBDtGnThrS0Mrj+jQl7hEAGTAth6SQREkKI+xVTj5AMmBbCMkkilI3Q0FCCgoJo2bKluUMRQpQ0U/cIyQrTQlg0SYSyIZfYEKIMy+wRSr4DaUlFrk4GTAth2SQREkKI+2k9wE6b8bOJT4/JOCEhLI8kQkKIUkehiq9yjeZer5AJLrMB9wZMy8wxISyPJEJCiFJDg6ZkdmTicUIyYFoIyyUrSwshjNjb2zN16tSye4kNKLaZY7LCtBCWR3qEhBBGHBwcmDZtGu+88w729mX0C9vEPUKezjJgWghLJYmQEEI8yMQ9QiADpoWwVJIICSGM6PV6jh49ytGjR9Hr9eYOxzxM3CMEMmBaCEsliZAQwkhSUhINGjSgadOmpKammjsc8yjGHiEZMC2EZZFESAghHmToETJ9InThZiJ3E2WFaSEshSRCQgjxoMweoZRYSIk3SZX3D5j+N0p6hYSwFJIICSHEgxzdwME142cTLaoI93qFZJyQEJZDEqFsyEVXhRD3xgnJgGkhrJkkQtmQi64KIXA1/YDpRpU8ARkwLYQlkURICCGyUwwzxxpUcgdkwLQQlkQusSGEMGJvb8/rr7+OXq8vu5fYgGI5NZY5YPrSrST+jbpL25peJqtbCFE40iMkhDDi4ODAJ598wkcffVR2L7EBxTKFHmTAtBCWRhIhIYTITjGcGgMZMC2EpZFTY0III3q9nosXL5KWllZ2L7EBxXKZDZAB00JYGukREkIYSUpKolq1atSuXbvsXmIDjHuElDJZtTJgWgjLIomQEEJkJzMRSkuAlDiTVSsrTAthWSQREkKI7Di4gGPGeB4ZMC2E9ZJESAghclIMU+hBBkwLYUkkERJCiJwU08wxGTAthOWQREgIIXJSbD1CMmBaCEshiZAQQuSkmHqEZMC0EJZD1hESQhixs7PjpZdekktswL21hOJNmwhBxoDpS7eSOHJFLrUhhDlJj5AQwoijoyOhoaHMmTOnbF9iA4qtRwig4X/jhGTAtBDmJYmQEELkpJhWl4b7ptBflkRICHOSU2NCCCNKKWJiYkhLS0OZcEXlUunB1aU1GpNVnTlg+uKtjAHTHs5lvPdNCDORHqFshIaGEhQURMuWLc0dihAlLjExER8fHypVqkRKSoq5wzEv1/8SofRkSL5j0qplwLQQlkESoWyEhIQQGRlJeHi4uUMRQpiTvRacymX8XCzjhGRhRSHMTRIhIYTITbGOE/IEJBESwpwkERJClD4lOXSpWGeOyYBpIcxNEiEhRKmhMeFg5Xwrxh6hBwdMCyFKniRCQgiRG9eKGf8XQ4+QDJgWwvwkERJCiNwUY48Q3LsAq4wTEsI8ZB0hIYQROzs7hg8fLpfYyFSMY4QAGlTyYM2RaBknJISZSCIkhDDi6OhIWFgYaWlprF271tzhmJ+hR+hasVQvU+iFMC85NSaEELkx9AhFZ6wubWIyYFoI85JESAhhRClFQkICCQkJcokNuDdYWp8GibdMXr0MmBbCvCQREkIYSUxMxNXVlXLlysklNgDsHMDZK+NnGTAthNWRREgIIfJiGCdUfAOmQRZWFMIcJBESQoi83D9OqBjIgGkhzEcSISGEyEuxT6GXAdNCmIskQkIIkZdiXlTR09mBquWdARkwLURJk0RICCHyUsw9QnDv9Ng/Mk5IiBIliZAQQuSlmMcIwb0B0//KOCEhSpSsLC2EMGJra8sTTzyBXq/Hxkb+VgJKtEdIBkwLUbIkERJCGNFqtSxfvlwusXG/zDFC8ddArwMb01+D7cEB0x7O9ibfhxAiK/lzTwgh8uLiA2hA6SDxZrHsQgZMC2EekggJIURebO3A1Sfj52IcJyQDpoUoeZIICSGMJCQkoNFocHBwIDk52dzhWI4SGCckA6aFKHmSCAkhRH4U81pCIAOmhTAHSYSEECI/SnDm2MVbidyMlwveClESJBHKRmhoKEFBQbRs2dLcoQghLEUJ9Ah5ONtT19cNgF2nY4ptP0KIeyQRykZISAiRkZGEh4ebOxQhhKUogR4hgA51vAHYfvJGse5HCJFBEiEhhMiPEugRAuhQOyMR2nEyBr1eFeu+hBCSCAkhRP64Vsz4v5h7hFoElMfZwZaY+BQio2OLdV9CCEmEhBAPsLW1pVevXvTs2VMusXE/w+rS10GXXmy7cbCzoU2NCgDsOCWnx4QobvJbTghhRKvVsmbNGv7v//4PBwcHc4djOVy8QGMLKEi4Xqy7yjw9tv2EJEJCFDdJhIQQIj9sbO87PVbc44QyVrE+cOE2cclpxbovIco6SYSEECK/SmjmWNUKzlTzciFdr9hzpniubSaEyCCJkBDCSEJCAi4uLnh6elrsJTYUZppNZZg5VryJEMAjtbwAmUYvRHGTREgIkUViYiKJiYnmDiMLDRrzBlBCPUJw33pCJ26glEyjF6K4SCIkhBD5VUJrCQE8XL0CDrY2XLmTxNmYhGLfnxBllSRCQgiRXyXYI+TsYMdD1coDMntMiOIkiZAQQuRXCY4Rgvum0cs4ISGKjSRCQgiRX4YeoeI/NQbwyH+J0L6zN0lO05XIPoUoayQREkKI/MpMhBJjID212HdXu6Irvu5aUtL1/HXuVrHvT4iySBIhIYQRGxsbOnTowCOPPIJGY+ZZWpbGqTzY2Gf8HH+t2Hen0WjuuwirnB4TojhIIiSEMOLk5MS2bdvYvHkzjo6O5g7HstjYlOiAabhvGr0kQkIUC0mEhBCiIEp4nFDbml7Y2mg4fT2ey7ctb20nIUo7SYSEEKIgSrhHyMPJniZVPAHYcTKmRPYpRFkiiZAQwkhCQgLe3t74+/tb7CU2zKoEF1XMdG8affFe9V6IskgSISFEFjExMcTESO9DtjJ7hEpgsHSmzERo9+mbpOn0JbZfIcoCSYSEEKIgzNAj1LCSB+VdHIhPSefQxTsltl8hygJJhIQQoiBKeIwQgI2NhvaGq9HL6TEhTEkSISGEKAgz9AiBXG5DiOIiiZAQQhREZo9Q0m1IK7nB5O1rZSRC/16J5UZcSontVwhrJ4mQEEIUhNYT7LQZP8eX3OkxbzdH6vu7A7DzlPQKCWEqkggJIYzY2NjQokULmjdvLpfYyI5GA64VM34uwXFCgFxuQ4hiIImQEMKIk5MT4eHh7N27Vy6xkRMzjxPacSoGvV6V6L6FsFaSCAkhREGZYeYYQLOAcrg62nErIZV/o+6W6L6FsFaSCAkhREGZqUfI3taGNjUqALD9hJweE8IUJBESQhhJTEwkMDCQWrVqkZIis5OyZaYeIZCr0QthanbmDkAIYVmUUly4cMHws8iGmXqEAB75bxr9oUt3uJuUhoeTfYnHIIQ1kR4hIYQoKEOPUMldbyxTlfLO1PB2QadX7Dkt14MToqgkERJCiIIy9AiV/KkxgA61fQA5PSaEKUgiJIQQBZXZI5RyF1ITSnz3j9TOvO7YDTl9KUQRSSIkhBAF5egG9i4ZP5uhV+jh6hVwtLMh+m4yp67Hl/j+hbAmVp8IXbp0iY4dOxIUFESjRo1Yvny5uUMSQpR2Go1ZZ45p7W1pVV2m0QthClafCNnZ2fHFF18QGRnJxo0beeWVV0hIKPmubCFKC41GQ1BQEPXq1ZNLbOTGkAiV/MwxuH+VaUmEhCgKq0+E/Pz8aNKkCQC+vr54eXlx69Yt8wYlhAVzdnbm6NGjHD582GIvsaGwgHExZuwRgnuJ0F9nb5GYmm6WGISwBmZPhHbs2EGfPn3w9/dHo9GwatWqLGVCQ0MJDAxEq9XSqlUr/v7770Lt68CBA+h0OqpUqVLEqIUQZmFJHVRmXEsIoIa3C5U8nUjV6fnrrPxxJ0RhmT0RSkhIoHHjxoSGhmb7+LJly5gwYQJTp07l4MGDNG7cmODgYK5fv24o06RJExo0aJDlFhUVZShz69Ythg0bxrffflvsbRJClAFm7hHSaDQ8UltWmRaiqMy+snTPnj3p2bNnjo9/9tlnjBo1imeffRaAefPmsWbNGubPn8+kSZMAiIiIyHUfKSkp9O/fn0mTJtGmTZtcy91/SYHY2FgA0tLSSEtLy2+T8iWzPlPXaymsvX1gvW1MTEykdevWAEybNs2i2qdL1wGg9KrIcRX1+GmcvbED9LFR6Mz0GrWrUY6f/77IthPXSUurneVxa32PZrL29oH1t7G42leQ+syeCOUmNTWVAwcOMHnyZMM2Gxsbunbtyt69e/NVh1KKESNG0LlzZ5555plcy3744YdMnz49y/aNGzfi7OxcsODzadOmTcVSr6Ww9vaB9bUxOTmZY8eOARmfH0tq35HUIwDcvHWTtWvXmqTOwravQtwF2gGJ186wxUSxFFRSOthobDl/M5GFv63FS5t9OUs6hsXB2tsH1t9GU7cvMTEx32UtOhGKiYlBp9NRsWJFo+0VK1bk+PHj+apj9+7dLFu2jEaNGhnGHy1atIiGDRtmKTt58mQmTJhguB8bG0uVKlXo3r077u7uhW9INtLS0ti0aRPdunXD3t76rhVk7e0D623jg7MqLal9dhfsWLZ7GRXKV6BX115FqqvIx+9WHTg9Axd9PL16FS2WolhxI5zw87exrdyQXg8Zj3+01vdoJmtvH1h/G4urfZlndPLDohMhU2jXrh16vT5fZR0dHbOdJWNvb19sb8DirNsSWHv7wPra+GBbLKl9tna2AGhsNCaLqdDt86ycEUtaAvb65IxFFs2gYx0fws/fZtfpW4xoWz3bMpZ0DIuDtbcPrL+Npm5fQeoy+2Dp3Hh5eWFra8u1a8YXNrx27Rq+vr5mikoIIQBHV3D8r6fYTAOm4d40+j1nYkhNz98ffUKIeyw6EXJwcKB58+Zs2bLFsE2v17NlyxbDYE4hhDAbMy+qCBDk546XqwOJqTr2X5Bp9EIUlNkTofj4eCIiIgwzv86dO0dERAQXL14EYMKECXz33Xf8+OOPHDt2jBdffJGEhATDLDIhhDAbM0+hB7Cx0fBILZlGL0RhmX2M0P79++nUqZPhfuZg5eHDhxMWFsaTTz7JjRs3eOedd7h69SpNmjRh/fr1WQZQm1JoaCihoaHodLpi24cQlkqj0RAQEGD4WeTC1fw9QgAd6njz26Er7DgZw+ScVyMRQmTD7IlQx44dUSr35fLHjh3L2LFjSygiCAkJISQkhNjYWDw8PEpsv0JYAmdnZ86fP09aWprJpqhbLQvoEQJoV9MLjQaORcdyLTaZiu45zKMXQmRh9lNjQghRapn5MhuZKrg60rBSxh9tO+T0mBAFIomQEEIUloX0CMG92WMyTkiIgpFESAhhJCkpiZYtW9K6dWujS86IbFhIjxDcS4R2nopBp899uIEQ4h6zjxESQlgWvV7P/v37AfIcv1fm3d8jpBSYcXB5kyqeuGntuJuUxuHLd2hWtZzZYhGiNJEeISGEKKzMRCg9GZLvmDUUO1sb2tfyAmSckBAFIYmQEEIUlr0TaD0zfraAcUKynpAQBSeJUDZCQ0MJCgqiZcuW5g5FCGHpDOOELCAR+m+c0OFLd7idkGrmaIQoHSQRykZISAiRkZGEh4ebOxQhhKWzoJlj/p5O1K7oil7BrtMx5g5HiFJBEiEhhCgKC5o5BjKNXoiCkkRICJGFl5cXXl5e5g6jdHD773I/FtAjBNChtg+QMWBaZv0JkTdJhIQQRlxcXLhx4wZRUVFotXKphjxZWI9Qi8ByONnbcj0uhRPX4s0djhAWTxIhIYQoCgsaIwSgtbfl4erlAdhxSsYJCZEXSYSEEKIoLGjWWKb7V5kWQuROEiEhhJGkpCQ6duxI165d5RIb+WHoEYrOWF3aAnSokzFO6MDFO6TozByMEBZOEqFsyDpCoizT6/Vs376dHTt2yGDb/HD9b7C0Pg0Sb5k3lv8EVnCmanln0nSKU3fNd9kPIUoDudZYNkJCQggJCSE2NhYPDw9zhyOEsGR2juBcARJvwv4f7iVGReHfBPwaF/rpGo2GDrW9WbTvAsfuSCIkRG4kERJCiKJyr5SRCG39wDT12TvDxLMZl/AopPa1vFi07wKnYyUREiI3kggJIURRdZ0G++eD0hetHqXg5DpIS4TUxCIlQl5ujgCkFTEkIaydJEJCiFLH4sYu1eyScSsqpWC6Z9HrEULkmwyWFkKUGhrkNI8QwrSkR0gIkYWzs7O5QxBCiBIhPUJCCCMuLi4kJCRw584ducSGEMLqSSIkhBBCiDJLEqFsyIKKQgghRNkgiVA2QkJCiIyMJDw83NyhCFHikpOT6d27N/369SM1NdXc4QghRLGSREgIYUSn07F27VrWrVuHXi+L0AghrJskQkIIIYQosyQREkIIIUSZJYmQEEIIIcosSYSEEEIIUWZJIiSEEEKIMksSISGEEEKUWZIICSGMuLi4oJQiNTVVLrEhhLB6kggJIYQV0pg7ACFKCUmEsiGX2BBCCCHKBkmEsiGX2BBCCCHKBkmEhBBCCFFmSSIkhBBCiDJLEiEhhBBClFmSCAkhhBCizJJESAghhBBlliRCQgghhCizJBESQgghRJkliZAQQgghyixJhIQQQghRZkkiJIQQQogySxIhIYQQQpRZkggJIYQQosyyM3cAlig0NJTQ0FDS09MBiI2NNfk+0tLSSExMJDY2Fnt7e5PXb27W3j6w/jZaYvsS4hLQJelISUgp8ufSEtuHUpCiMn6OjQVd4eOKj4tFn5JIOsqy2mhCFnkMTcza21hc7cv8/aCUyrOsRuWnVBl1+fJlqlSpYu4whBBCCFEIly5donLlyrmWkUQoF3q9nqioKNzc3NBoNCatOzY2lipVqnDp0iXc3d1NWrclsPb2gfW3UdpX+ll7G629fWD9bSyu9imliIuLw9/fHxub3EcByamxXNjY2OSZSRaVu7u7Vb65M1l7+8D62yjtK/2svY3W3j6w/jYWR/s8PDzyVU4GSwshhBCizJJESAghhBBlliRCZuLo6MjUqVNxdHQ0dyjFwtrbB9bfRmlf6WftbbT29oH1t9ES2ieDpYUQQghRZkmPkBBCCCHKLEmEhBBCCFFmSSIkhBBCiDJLEiEhhBBClFmSCBWDadOmodFojG5169bN9TnLly+nbt26aLVaGjZsyNq1a0so2sIJDAzM0kaNRkNISEi25cPCwrKU1Wq1JRx1znbs2EGfPn3w9/dHo9GwatUqo8eVUrzzzjv4+fnh5ORE165dOXXqVJ71hoaGEhgYiFarpVWrVvz999/F1ILc5da+tLQ03nzzTRo2bIiLiwv+/v4MGzaMqKioXOsszPu8OOV1DEeMGJEl3h49euRZb2k4hkC2n0eNRsMnn3ySY52WdAw//PBDWrZsiZubGz4+PvTv358TJ04YlUlOTiYkJIQKFSrg6urK448/zrVr13Ktt7CfXVPLq323bt1i3Lhx1KlTBycnJ6pWrcrLL7/M3bt3c623sO/r4pCfY9ixY8cs8b7wwgu51lvcx1ASoWJSv359oqOjDbddu3blWHbPnj0MHjyY559/nkOHDtG/f3/69+/Pv//+W4IRF0x4eLhR+zZt2gTAwIEDc3yOu7u70XMuXLhQUuHmKSEhgcaNGxMaGprt4x9//DFz5sxh3rx5/PXXX7i4uBAcHExycnKOdS5btowJEyYwdepUDh48SOPGjQkODub69evF1Ywc5da+xMREDh48yJQpUzh48CC//fYbJ06coG/fvnnWW5D3eXHL6xgC9OjRwyjen3/+Odc6S8sxBIzaFR0dzfz589FoNDz++OO51mspx3D79u2EhISwb98+Nm3aRFpaGt27dychIcFQ5tVXX+X3339n+fLlbN++naioKB577LFc6y3MZ7c45NW+qKgooqKimDVrFv/++y9hYWGsX7+e559/Ps+6C/q+Li75OYYAo0aNMor3448/zrXeYj+GSpjc1KlTVePGjfNdftCgQap3795G21q1aqXGjBlj4siKz/jx41WNGjWUXq/P9vEFCxYoDw+Pkg2qkAC1cuVKw329Xq98fX3VJ598Yth2584d5ejoqH7++ecc63nooYdUSEiI4b5Op1P+/v7qww8/LJa48+vB9mXn77//VoC6cOFCjmUK+j4vSdm1cfjw4apfv34Fqqc0H8N+/fqpzp0751rGko/h9evXFaC2b9+ulMr4zNnb26vly5cbyhw7dkwBau/evdnWUdjPbkl4sH3Z+eWXX5SDg4NKS0vLsUxh3tclJbs2dujQQY0fPz7fdZTEMZQeoWJy6tQp/P39qV69OkOHDuXixYs5lt27dy9du3Y12hYcHMzevXuLO0yTSE1N5aeffuK5557L9eK08fHxBAQEUKVKFfr168fRo0dLMMrCO3fuHFevXjU6Rh4eHrRq1SrHY5SamsqBAweMnmNjY0PXrl1LxXG9e/cuGo0GT0/PXMsV5H1uCbZt24aPjw916tThxRdf5ObNmzmWLc3H8Nq1a6xZsyZfvQmWegwzTwmVL18egAMHDpCWlmZ0POrWrUvVqlVzPB6F+eyWlAfbl1MZd3d37OxyvyxoQd7XJSmnNi5evBgvLy8aNGjA5MmTSUxMzLGOkjiGkggVg1atWhm6Nb/++mvOnTtH+/btiYuLy7b81atXqVixotG2ihUrcvXq1ZIIt8hWrVrFnTt3GDFiRI5l6tSpw/z58/m///s/fvrpJ/R6PW3atOHy5cslF2ghZR6HghyjmJgYdDpdqTyuycnJvPnmmwwePDjXiyAW9H1ubj169GDhwoVs2bKFmTNnsn37dnr27IlOp8u2fGk+hj/++CNubm55njay1GOo1+t55ZVXaNu2LQ0aNAAyPocODg5ZkvPcjkdhPrslIbv2PSgmJob33nuP0aNH51pXQd/XJSWnNg4ZMoSffvqJrVu3MnnyZBYtWsTTTz+dYz0lcQzl6vPFoGfPnoafGzVqRKtWrQgICOCXX37J119opc0PP/xAz5498ff3z7FM69atad26teF+mzZtqFevHt988w3vvfdeSYQp8iEtLY1BgwahlOLrr7/OtWxpe58/9dRThp8bNmxIo0aNqFGjBtu2baNLly5mjMz05s+fz9ChQ/OckGCpxzAkJIR///3XrGPOilNe7YuNjaV3794EBQUxbdq0XOuy1Pd1Tm28P7Fr2LAhfn5+dOnShTNnzlCjRo2SDhOQHqES4enpSe3atTl9+nS2j/v6+maZ+XDt2jV8fX1LIrwiuXDhAps3b2bkyJEFep69vT1NmzbN8TWxJJnHoSDHyMvLC1tb21J1XDOToAsXLrBp06Zce4Oyk9f73NJUr14dLy+vHOMtjccQYOfOnZw4caLAn0mwjGM4duxY/vjjD7Zu3UrlypUN2319fUlNTeXOnTtG5XM7HoX57Ba3nNqXKS4ujh49euDm5sbKlSuxt7cvUP15va9LQl5tvF+rVq0Acv1+hOI9hpIIlYD4+HjOnDmDn59fto+3bt2aLVu2GG3btGmTUQ+KpVqwYAE+Pj707t27QM/T6XQcOXIkx9fEklSrVg1fX1+jYxQbG8tff/2V4zFycHCgefPmRs/R6/Vs2bLFIo9rZhJ06tQpNm/eTIUKFQpcR17vc0tz+fJlbt68mWO8pe0YZvrhhx9o3rw5jRs3LvBzzXkMlVKMHTuWlStX8ueff1KtWjWjx5s3b469vb3R8Thx4gQXL17M8XgU5rNbXPJqX2Zs3bt3x8HBgdWrVxdqiZG83tfFKT9tfFBERARAjvGWyDE0yZBrYeS1115T27ZtU+fOnVO7d+9WXbt2VV5eXur69etKKaWeeeYZNWnSJEP53bt3Kzs7OzVr1ix17NgxNXXqVGVvb6+OHDliribki06nU1WrVlVvvvlmlscebOP06dPVhg0b1JkzZ9SBAwfUU089pbRarTp69GhJhpyjuLg4dejQIXXo0CEFqM8++0wdOnTIMGvqo48+Up6enur//r+9ew9psg3DAH6N6Tw00gpRMZ2KJR4SlFJMsDRLEVFCTCgoqRwaBCsmZmnaSTKMCqMIihRK0iC0zJAsjU5SaqakBMLEQq1QXJYnzOf753O0nMfPph+7frA/5vs89/PcvK9w8U73lpeL5uZmERcXJ9zc3MTQ0JCuRnh4uCgoKNC9v3PnjrCwsBCFhYWitbVVKJVKYWtrK3p6epZUf6OjoyI2NlasXr1aNDU1ie7ubt1rZGRkyv5mus6NbboeBwYGhFqtFq9fvxYajUZUV1eLgIAAsWbNGjE8PKyr8X89hxO0Wq2wtrYWV69eNVhjKZ/D1NRUYWNjI2pra/WuwcHBQd2YlJQU4eLiIp4+fSrq6+tFcHCwCA4O1qvj6ekp7t27p3s/m99dY5ipP61WK4KCgsS6detEe3u73pixsTGD/c32ul4qPba3t4uTJ0+K+vp6odFoRHl5uXB3dxehoaF6dYx9DhmE/oLExETh6OgoZDKZcHJyEomJiaK9vV13fNOmTWLPnj16c0pLS8XatWuFTCYTPj4+4uHDh0be9dxVVVUJAOLjx4+Tjv3Zo0qlEi4uLkImkwl7e3sRHR0tGhsbjbjb6dXU1AgAk14TPYyPj4usrCxhb28vLCwsxJYtWyb1rVAoRHZ2tt7PCgoKdH0HBgaKuro6I3Wkb7r+NBqNwWMARE1Nja7Gn/3NdJ0b23Q9Dg4Oim3btgk7Ozthbm4uFAqFSE5OnhRo/q/ncMK1a9eElZWV6O/vN1hjKZ/Dqa7Bmzdv6sYMDQ2JAwcOiBUrVghra2uxfft20d3dPanO73Nm87trDDP1N9X5BSA0Go1enYk5s72ujWWmHjs7O0VoaKhYuXKlsLCwEB4eHiItLU1otdpJdYx5DiX/LkpERERkcvg3QkRERGSyGISIiIjIZDEIERERkcliECIiIiKTxSBEREREJotBiIiIiEwWgxARERGZLAYhIiIASUlJkEgkkEgkKCsrm3JcR0cHJBKJ7tEAs5WTk6Orf/Hixf+0VyJaOAxCRLTovn37htTUVLi4uMDCwgIODg6IjIzEy5cvdWNcXV0hkUhQV1enN1elUmHz5s26978HDqlUCmdnZyiVSvT19c24j6ioKHR3d+s9lX0mE8Fo4iWTyeDh4YHTp0/j9++rVavV6O7unvEhlERkXGaLvQEiovj4eIyOjqKoqAju7u748uULnjx5gt7eXr1xlpaWSE9Px7Nnz6at5+Pjg+rqavz69QttbW3Yu3cvtFotSkpKpp03EcLmo7q6Gj4+PhgZGcGLFy+wf/9+ODo6Yt++fQAAuVwOuVwOqVQ6r/pE9HfwjhARLar+/n48f/4ceXl5CAsLg0KhQGBgIDIyMhAbG6s3VqlUoq6uDpWVldPWNDMzg4ODA5ycnBAREYGEhAQ8fvx4Xvt78+YN/P39YWlpifXr1+Pdu3cGx61atQoODg5QKBTYtWsXQkJC0NjYOK81ich4GISIaFFN3CkpKyvDyMjItGPd3NyQkpKCjIwMjI+Pz6p+R0cHqqqqIJPJ5ry3Hz9+ICYmBt7e3mhoaEBOTg7UavWM8+rr69HQ0ICgoKA5r0lExsUgRESLyszMDIWFhSgqKoKtrS1CQkJw9OhRNDc3GxyfmZkJjUaD27dvT1mzpaUFcrkcVlZWcHNzw4cPH5Cenj7nvRUXF2N8fBw3btyAj48PYmJikJaWZnDsxo0bIZfLIZPJsGHDBuzYsQO7d++e85pEZFwMQkS06OLj49HV1YX79+8jKioKtbW1CAgIQGFh4aSxdnZ2UKvVOH78OEZHRw3W8/T0RFNTE96+fYv09HRERkbi4MGDc95XW1sb/Pz8YGlpqftZcHCwwbElJSVoamrC+/fvUVpaivLychw5cmTOaxKRcTEIEdGSYGlpia1btyIrKwuvXr1CUlISsrOzDY49fPgwhoaGcOXKFYPHJ/5zy9fXF2fPnoVUKsWJEyf+5vbh7OwMDw8PeHl5ISEhASqVCufPn8fw8PBfXZeI/hsGISJakry9vfHz50+Dx+RyObKysnDmzBkMDAzMWCszMxP5+fno6uqa0x68vLzQ3NysF2b+/Pf9qUilUoyNjU1514qIlgYGISJaVL29vQgPD8etW7fQ3NwMjUaDu3fv4ty5c4iLi5tynlKphI2NDYqLi2dcIzg4GH5+fsjNzZ3T3nbu3AmJRILk5GS0traisrIS+fn5U/bR09ODz58/49GjR7h06RLCwsKwfPnyOa1JRMbFIEREi0oulyMoKAgXLlxAaGgofH19kZWVheTkZFy+fHnKeebm5jh16tSsP3o6dOgQrl+/jk+fPs1pbw8ePEBLSwv8/f1x7Ngx5OXlGRwbEREBR0dHuLq6QqlUIjo6esbvLSKixScRv3/1KRGRiUpKSkJ/f/+0j9dYCK6urlCpVFCpVH91HSKaHd4RIiL6V0VFBeRyOSoqKha8dm5uLuRyOTo7Oxe8NhHNH+8IEREB+Pr1K75//w4AcHR0xLJlyxa0fl9fn+55Z3Z2drCxsVnQ+kQ0PwxCREREZLL40RgRERGZLAYhIiIiMlkMQkRERGSyGISIiIjIZDEIERERkcliECIiIiKTxSBEREREJotBiIiIiEwWgxARERGZrH8AZPlxSuqB2KUAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the new BLER table\n", "phy_abs.plot(plot_subset=sim_set,\n", " show=True);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please note that the new BLER table is overwritten to `phy_abs.bler_table` at\n", "the corresponding entries.\n", "We can also inspect the BLER table directly:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:53.618015Z", "iopub.status.busy": "2026-02-13T13:57:53.617877Z", "iopub.status.idle": "2026-02-13T13:57:53.621797Z", "shell.execute_reply": "2026-02-13T13:57:53.620985Z" } }, "outputs": [ { "data": { "text/plain": [ "{'BLER': [1.0,\n", " 1.0,\n", " 1.0,\n", " 1.0,\n", " 1.0,\n", " 1.0,\n", " 1.0,\n", " 1.0,\n", " 1.0,\n", " 0.9933333396911621,\n", " 0.8733333349227905,\n", " 0.4466666579246521,\n", " 0.14000000059604645,\n", " 0.006666666828095913,\n", " 0.006666666828095913,\n", " 0.0,\n", " 0.0,\n", " 0.0,\n", " 0.0,\n", " 0.0,\n", " 0.0,\n", " 0.0,\n", " 0.0,\n", " 0.0,\n", " 0.0]}" ] }, "execution_count": null, "metadata": {}, "output_type": "execute_result" } ], "source": [ "new_table[\"category\"][1][\"index\"][2][\"MCS\"][16][\"CBS\"][200]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bypass physical layer computations\n", "\n", "Once the `PHYAbstraction` object has been instantiated, we can use it to\n", "produce \n", "- Number of succesfully decoded bits;\n", "- Hybrid automatic repeat request (HARQ) value, reporting an ACK (HARQ=1) or a NACK (HARQ=0) depending on whether the transport block has been correctly received. If missing, -1 is reported;\n", "- Effective SINR value, that can be used as a measure of the channel condition quality for the user;\n", "- Block error rate (BLER), defining the probability that a code block is not decoded correctly;\n", "- Transport block error rate (TBLER), being the probability that at least one\n", " code block in a transport block is not decoded correctly. \n", "\n", "We first set up the main parameters:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:53.623667Z", "iopub.status.busy": "2026-02-13T13:57:53.623544Z", "iopub.status.idle": "2026-02-13T13:57:53.626509Z", "shell.execute_reply": "2026-02-13T13:57:53.625690Z" } }, "outputs": [], "source": [ "# MCS table index\n", "# Ranges within [1;4] for downlink and [1;2] for uplink, as in TS 38.214\n", "mcs_table_index = 1\n", "\n", "direction = 'uplink' # 'downlink' or 'uplink'\n", "mcs_category = int(direction == 'downlink')\n", "num_ut = 80\n", "\n", "# Time/frequency resource grid\n", "num_ofdm_symbols = 14\n", "num_subcarriers = 1024\n", "num_streams_per_ut = 1\n", "\n", "# BLER target value\n", "bler_target = .1" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we generate the SINR on a per-stream basis in random fashion. \n", "In subsequent tutorials you will learn how to generate more realistic SINR values based on\n", "stochastic channel models or ray tracing." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:53.628409Z", "iopub.status.busy": "2026-02-13T13:57:53.628290Z", "iopub.status.idle": "2026-02-13T13:57:53.638755Z", "shell.execute_reply": "2026-02-13T13:57:53.637862Z" } }, "outputs": [], "source": [ "# Generate random SINR values across UT\n", "# Target shape:\n", "# […, num_ofdm_symbols, num_subcarriers, num_ut, num_streams_per_ut]\n", "sinr_db = uniform([1, 1, num_ut, 1], low=-5, high=30)\n", "\n", "# Generate random SINR values across UT, subcarriers, and OFDM symbols\n", "sinr_db = sinr_db + normal(\n", " [num_ofdm_symbols, num_subcarriers, num_ut, num_streams_per_ut], mean=0, std=2)\n", "sinr = db_to_lin(sinr_db)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To bypass the physical layer, the `PHYAbstraction` module also needs the MCS\n", "indices for each user. \n", "For simplicity, we select it as the highest MCS index guaranteeing a TBLER not exceeding\n", "the specified target value, via the link adaptation module\n", "[InnerLoopLinkAdaptation (ILLA)](https://nvlabs.github.io/sionna/sys/api/sionna.sys.InnerLoopLinkAdaptation.html)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:53.640712Z", "iopub.status.busy": "2026-02-13T13:57:53.640594Z", "iopub.status.idle": "2026-02-13T13:57:53.675538Z", "shell.execute_reply": "2026-02-13T13:57:53.674639Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MCS indices: [27 27 15 27 16 23 10 27 27 5 27 23 27 21 27 17 27 21 11 23 11 17 12 27\n", " 4 11 14 7 21 2 27 4 27 22 14 27 21 27 21 14 23 14 26 27 27 12 27 23\n", " 27 7 2 12 5 27 24 26 24 19 27 5 20 6 24 13 24 16 27 7 7 7 27 25\n", " 27 4 2 5 7 26 25 27]\n" ] } ], "source": [ "illa = InnerLoopLinkAdaptation(phy_abs, bler_target)\n", "\n", "mcs_index = illa(sinr=sinr,\n", " mcs_table_index=mcs_table_index)\n", "print(\"MCS indices: \",mcs_index.cpu().numpy())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now call the `PHYAbstraction` object, providing the generated\n", "per-stream SINR and per-user MCS index to obtain the number of decoded bits,\n", "HARQ feedback, effective SINR, BLER and TBLER.\n", "\n", "Note that the transport block size is derived internally from the shape of the input per-stream SINR,\n", "revealing the number of allocated resources, and MCS index." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:53.677550Z", "iopub.status.busy": "2026-02-13T13:57:53.677417Z", "iopub.status.idle": "2026-02-13T13:57:53.685110Z", "shell.execute_reply": "2026-02-13T13:57:53.684293Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "HARQ feedback: [1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1\n", " 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 1 0\n", " 1 1 1 1 1 1]\n" ] } ], "source": [ "# [batch_size, num_ut]\n", "num_decoded_bits, harq_feedback, sinr_eff, bler, tbler = \\\n", " phy_abs(mcs_index,\n", " sinr=sinr,\n", " mcs_table_index=mcs_table_index,\n", " mcs_category=mcs_category)\n", "\n", "sinr_eff = sinr_eff.cpu().numpy()\n", "\n", "# When HARQ feedback = 0, the Transport Block has not been decoded successfully\n", "assert np.all(num_decoded_bits.cpu().numpy()[harq_feedback.cpu().numpy()==0]==0)\n", "\n", "# Inspect the HARQ feedback\n", "print(\"HARQ feedback: \", harq_feedback.cpu().numpy())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the HARQ feedback is generated randomly depending on the TBLER. You\n", "can call the cell above multiple times to observe this behavior. \n", "Note that even if a user\n", "has multiple streams allocated, it is assumed that they are part of the same\n", "transport block." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Effective SINR\n", "\n", "The effective SINR is the equivalent SINR value of an AWGN channel that\n", "reproduces the same block error rate (BLER) as a fading channel where codeword\n", "symbols experience varying SINR values across different subcarriers, streams, or\n", "time instances. \n", "(*In contrast, in an AWGN channel, all codeword symbols experience uniform SINR\n", "conditions.*)\n", "\n", "\n", "For a user experiencing a signal-to-interference-plus-noise ratio\n", "$\\mathrm{SINR}_i$ on time/frequency resource $i=1,\\dots,N$, its effective SINR is computed as:\n", "$$\n", "-\\beta \\log\\left( \\frac{1}{N} \\sum_{i=1}^N e^{-\\mathrm{SINR}_i/\\beta}\\right)\n", "$$\n", "where $\\beta>0$ is a parameter whose value depends on the used MCS.\n", "\n", "It is interesting to visualize the relationship between the per-stream and the equivalent\n", "SINR for each user." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:57:53.686970Z", "iopub.status.busy": "2026-02-13T13:57:53.686836Z", "iopub.status.idle": "2026-02-13T13:58:01.913786Z", "shell.execute_reply": "2026-02-13T13:58:01.912767Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Sort users in increasing order of effective SINR\n", "ind_sort = np.argsort(sinr_eff)\n", "\n", "# [num_ut, num_ofdm_symbols, num_subcarriers, num_streams_per_ut]\n", "sinr_t = np.transpose(sinr.cpu().numpy(), [2, 0, 1, 3])\n", "# [num_ut, num_ofdm_symbols*num_subcarriers*num_streams_per_ut]\n", "sinr_t = np.reshape(sinr_t, [num_ut, -1])\n", "sinr_t = sinr_t[ind_sort, :]\n", "\n", "# Visualize the effective vs. per-stream SINR values\n", "fig, ax = plt.subplots()\n", "for ut in range(num_ut):\n", " label = 'Per-stream' if ut==0 else None\n", " ax.scatter([ut]*sinr_t.shape[1], 10*np.log10(sinr_t[ut, :]), c='y', alpha=.3, edgecolors='k', label=label)\n", "ax.plot(10*np.log10(sinr_eff[ind_sort]), '-k', linewidth=3, label='Effective')\n", "ax.plot(10*np.log10(sinr_t.mean(axis=1)), '--r', linewidth=2, label='Arithmetic mean')\n", "ax.set_xlabel('User')\n", "ax.set_ylabel('SINR [dB]')\n", "ax.set_title('Per-stream vs. effective SINR')\n", "ax.grid()\n", "ax.legend(framealpha=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We observe that for users in good channel conditions, the effective SINR shifts\n", "to lower percentiles of the per-stream SINR distribution due to the exponent's\n", "effect, which attenuates high per-stream SINR values. \n", "In other words, at low average SINR, the effective SINR is close to the arithmetic mean of the per-stream SINR values, whereas at high SINR, it is significantly lower than the average per-stream SINR." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Achieved vs. Shannon spectral efficiency\n", "\n", "Finally, we compute the achieved spectral efficiency and compare it against the\n", "corresponding Shannon upper bound, for each user." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:01.916575Z", "iopub.status.busy": "2026-02-13T13:58:01.916435Z", "iopub.status.idle": "2026-02-13T13:58:01.921259Z", "shell.execute_reply": "2026-02-13T13:58:01.920477Z" } }, "outputs": [], "source": [ "# Determine if a resource element carries energy from at \n", "# least one stream of a particular user\n", "# [num_ofdm_sym, num_subcarriers, num_ut]\n", "is_re_allocated = np.sum(sinr.cpu().numpy(), axis=-1) > 0\n", "\n", "# Sum the number of allocated resource elements across\n", "# all subcarriers and OFDM symbols\n", "# [num_ut]\n", "num_allocated_re = np.sum(is_re_allocated, axis=(-2, -3))\n", "\n", "# Achieved spectral efficiency\n", "# number of decoded bits of the transport block divided by the number of\n", "# allocated resource elements\n", "# [num_ut]\n", "se_achieved = num_decoded_bits.cpu().numpy() / num_allocated_re\n", "\n", "# Shannon capacity\n", "# [num_ut]\n", "se_shannon = np.log2(1 + sinr_eff)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "execution": { "iopub.execute_input": "2026-02-13T13:58:01.923560Z", "iopub.status.busy": "2026-02-13T13:58:01.923434Z", "iopub.status.idle": "2026-02-13T13:58:02.011726Z", "shell.execute_reply": "2026-02-13T13:58:02.010939Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def get_cdf(values):\n", " \"\"\"\n", " Computes the Cumulative Distribution Function (CDF) of the input vector\n", " \"\"\"\n", " values = np.array(values).flatten()\n", " n = len(values)\n", " sorted_val = np.sort(values)\n", " cumulative_prob = np.arange(1, n+1) / n\n", " return sorted_val, cumulative_prob\n", "\n", "fig, ax = plt.subplots(figsize=(5,4))\n", "ind_sort = np.argsort(se_shannon)\n", "ax.plot(se_achieved[ind_sort], label='Achieved')\n", "ax.plot(se_shannon[ind_sort], label='Shannon bound')\n", "ax.set_title('Spectral Efficiency')\n", "ax.set_xlabel('User')\n", "ax.set_ylabel('SE [bits/s/Hz]')\n", "ax.legend()\n", "ax.grid()\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One can see that the achieved spectral efficiency is substantially lower\n", "than the Shannon capacity. At low SINR, this is mainly due to the fact that the targeted BLER\n", "limits the achievable spectral efficiency. At high SINR, the highest available MCS scheme is the\n", "main limiting factor. A zero spectral efficiency is observed when the transport\n", "block has not been decoded correctly, which occurs with probability TBLER.\n", "\n", "You can play around with different BLER targets, MCS indices, tables, and\n", "resource grid sizes (i.e., number of OFDM symbols and subcarriers) to observe their impact on the achieved spectral efficiency." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusions\n", "\n", "The [PHYAbstraction](https://nvlabs.github.io/sionna/sys/api/sionna.sys.PHYAbstraction.html) class bypasses the physical layer processing via the\n", "computation of an AWGN-equivalent effective SINR which is mapped to a BLER value\n", "according to precomputed tables.\n", "\n", "In this notebook, the SINR generation and MCS selection processes are\n", "intentionally simplified. \n", "For a deeper understanding of these topics, you can have a look at the following notebooks:\n", "\n", "- SINR computation from OFDM channel matrices is covered in the \n", " [hexagonal grid topology notebook](https://nvlabs.github.io/sionna/sys/tutorials/notebooks/HexagonalGrid.html);\n", "- Link adaptation for MCS selection is discussed in the \n", " [link adaptation notebook](https://nvlabs.github.io/sionna/sys/tutorials/notebooks/LinkAdaptation.html).\n", "\n", "## References\n", "\n", "[1] S. Lagen, K. Wanuga, H. Elkotby, S. Goyal, N. Patriciello, L.\n", " Giupponi. *New radio physical layer abstraction for\n", " system-level simulations of 5G networks*. IEEE International\n", " Conference on Communications (ICC), 2020 \n" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 2 }