diff --git a/.gitignore b/.gitignore index 118f1f6aae..06646f16e1 100644 --- a/.gitignore +++ b/.gitignore @@ -165,12 +165,6 @@ docs/index.rst .artifacts execution_time_of_individual_pytest_files.txt -# Docs: Advance Examples MNIST data -docs/advanced_examples/data/MNIST/ - -# Docs: Advance Examples FHE training deployment files -docs/advanced_examples/fhe_training - # Hybrid model artifacts use_case_examples/hybrid_model/clients/ use_case_examples/hybrid_model/compiled_models/ diff --git a/docs/advanced_examples/.gitignore b/docs/advanced_examples/.gitignore new file mode 100644 index 0000000000..a91e15694a --- /dev/null +++ b/docs/advanced_examples/.gitignore @@ -0,0 +1,5 @@ +# MNIST data +data/MNIST/ + +# FHE training deployment files +fhe_training/ diff --git a/docs/advanced_examples/LogisticRegressionTraining.ipynb b/docs/advanced_examples/LogisticRegressionTraining.ipynb index c426c75a45..cc6dd4e8be 100644 --- a/docs/advanced_examples/LogisticRegressionTraining.ipynb +++ b/docs/advanced_examples/LogisticRegressionTraining.ipynb @@ -36,7 +36,7 @@ "from sklearn.metrics import accuracy_score\n", "from sklearn.preprocessing import MinMaxScaler\n", "\n", - "from concrete.ml.common.utils import deserialize_encrypted_values, serialize_encrypted_values\n", + "from concrete import fhe\n", "from concrete.ml.deployment import FHEModelClient, FHEModelDev, FHEModelServer\n", "from concrete.ml.sklearn import SGDClassifier\n", "\n", @@ -188,30 +188,30 @@ "output_type": "stream", "text": [ "Compiling training circuit ...\n", - "Compilation took 1.5789 seconds.\n", + "Compilation took 1.6374 seconds.\n", "Key Generation...\n", - "Key generation took 3.8201 seconds.\n", + "Key generation took 3.8193 seconds.\n", "Training on encrypted data...\n", - "Iteration 0 took 2.65 seconds.\n", - "Iteration 1 took 2.02 seconds.\n", - "Iteration 2 took 2.04 seconds.\n", - "Iteration 3 took 2.06 seconds.\n", - "Iteration 4 took 2.02 seconds.\n", - "Iteration 5 took 2.04 seconds.\n", - "Iteration 6 took 2.00 seconds.\n", - "Iteration 7 took 2.08 seconds.\n", - "Iteration 8 took 2.13 seconds.\n", - "Iteration 9 took 2.09 seconds.\n", - "Iteration 10 took 2.13 seconds.\n", + "Iteration 0 took 2.70 seconds.\n", + "Iteration 1 took 2.04 seconds.\n", + "Iteration 2 took 2.06 seconds.\n", + "Iteration 3 took 2.08 seconds.\n", + "Iteration 4 took 2.01 seconds.\n", + "Iteration 5 took 2.12 seconds.\n", + "Iteration 6 took 2.06 seconds.\n", + "Iteration 7 took 2.07 seconds.\n", + "Iteration 8 took 2.07 seconds.\n", + "Iteration 9 took 2.10 seconds.\n", + "Iteration 10 took 2.06 seconds.\n", "Iteration 11 took 2.06 seconds.\n", - "Iteration 12 took 2.08 seconds.\n", - "Iteration 13 took 2.06 seconds.\n", - "Iteration 14 took 2.06 seconds.\n" + "Iteration 12 took 2.09 seconds.\n", + "Iteration 13 took 2.07 seconds.\n", + "Iteration 14 took 2.08 seconds.\n" ] }, { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1kAAAI4CAYAAACY3iN4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAADy3ElEQVR4nOzdd3xN5x/A8c+9N3uaQSJW7E2I2nsLWqNWjdaoUaVGKWrVqL1XtaqCqk2tKkKsRhVVKzYReyRIJHLv8/sj7v3lys0iEuH7fr3ui5zznOc8545z7/c8z/k+GqWUQgghhBBCCCFEitCmdQOEEEIIIYQQ4l0iQZYQQgghhBBCpCAJsoQQQgghhBAiBUmQJYQQQgghhBApSIIsIYQQQgghhEhBEmQJIYQQQgghRAqSIEsIIYQQQgghUpAEWUIIIYQQQgiRgiTIEkIIIYQQQogUJEGWECmoV69e1K1bN9X217lzZ/LkyfNK244aNQqNRpOyDRLvFI1Gw6hRo15pW39/fzQaDf7+/inaprSQnOdBo9HQp0+fN9ugN+iDDz5g8ODBr1XHlStX0Gg0/PzzzynTqBSqv0aNGtSoUeONtCkhP//8MxqNhr///jvV950S0up5S8z169exs7PjwIEDad0Ukcq2b9+Ok5MTd+/eTeumJEiCrLfYxYsX6dGjB/ny5cPOzg4XFxcqV67MzJkziYiISOvmvbaDBw8yatQoHj16lKL1Gr/QNBoN+/fvj7NeKYWnpycajYYmTZqYrXudH0iXL19m8eLFfPPNN6ZlISEhjBo1iuPHj79SnUIkZsWKFcyYMSOtm5Gitm7d+srBXWp4U+cuY/Bg6fHBBx+YynXu3BknJ6d463n5PJZQvRqNhokTJ5rKfv3118ydO5dbt26l6LEJkdLGjBlDhQoVqFy5ssX1rVu3RqPR8PXXX6dyy95NmzZtomzZstjZ2ZErVy5GjhxJdHR0kra9cOECLVu2JGPGjDg4OFClShX27NmT4DbPnz+naNGiaDQapkyZYrauQYMG5M+fnwkTJrzy8aQGq7RugLBsy5YttGrVCltbWzp27Ejx4sWJiopi//79DBo0iFOnTrFo0aK0buZrOXjwIKNHj6Zz585kyJAhxeu3s7NjxYoVVKlSxWz53r17CQ4OxtbWNkX3N3PmTPLmzUvNmjVNy0JCQhg9ejR58uShdOnSKbo/gB9++AGDwfBK2w4fPpwhQ4akcItEaluxYgX//fcf/fr1S+umpJitW7cyd+7ctybQioiIwMrq/1+Xb/rc1bZtWxo1amS2LGvWrG+kXoAyZcqY/t+sWTNcXFyYN28eY8aMee19vgm5c+cmIiICa2vrZG33xx9/vKEWidR29+5dli5dytKlSy2uDwsLY/PmzeTJk4eVK1cyceJEGbnxGrZt20bz5s2pUaMGs2fP5uTJk3z33XfcuXOH+fPnJ7jt9evXqVixIjqdjkGDBuHo6MiSJUuoV68eu3btolq1aha3mz17NteuXYu33h49ejBw4EBGjx6Ns7Pzax3fmyJB1lvo8uXLtGnThty5c7N7925y5MhhWte7d28uXLjAli1b0rCFlj179gwbGxu02rejg7RRo0asXr2aWbNmmf1AWrFiBd7e3ty7dy/F9vX8+XOWL1/O559//lr1hIeH4+DgkOTyyf2REZuVlZXZ8yLeHIPBQFRUFHZ2dmndFPEKUvt1K1u2LB06dEiTerVaLS1btuSXX35h9OjRb+UPU41G80qviY2NzRtojUiO6OhoDAbDa78Wfn5+WFlZ4evra3H92rVr0ev1/PTTT9SqVYt9+/ZRvXr119rnm6CU4tmzZ9jb26d1UxI0cOBASpYsyR9//GH63eDi4sL48eP58ssvKVy4cLzbTpw4kUePHvHff/9RqFAhALp160bhwoXp378/R48ejbPNnTt3GDNmDF9//TXffvutxXpbtGjBF198werVq/n0009T4ChT3tvxa1iYmTRpEk+ePOHHH380C7CM8ufPz5dffmn6Ozo6mrFjx+Ll5YWtrS158uThm2++ITIy0my7PHny0KRJE/bv34+Pjw92dnbky5ePX375Jc4+Hj16RP/+/cmTJw+2trbkzJmTjh07mgIT4/0Wv/76K8OHD8fDwwMHBwfCwsIA+Ouvv2jQoAGurq44ODhQvXp1s3HTo0aNYtCgQQDkzZvXNGzlypUrpjJ+fn54e3tjb29PpkyZaNOmDdevX0/y89i2bVvu37/Pzp07TcuioqJYs2YN7dq1S3I9SbF//37u3btHnTp1TMv8/f0pX748AF26dDEdo/E+gho1alC8eHGOHj1KtWrVcHBwMA013LhxI40bN8bd3R1bW1u8vLwYO3Yser3ebL8v35NlHBY0ZcoUFi1aZHpPlC9fniNHjphta+meLOMwow0bNlC8eHFsbW0pVqwY27dvj3PM/v7+lCtXDjs7O7y8vFi4cGGy7vNavXq16fXNkiULHTp04MaNG3GOz8nJiRs3btC8eXOcnJzImjUrAwcOjPNcxGfbtm1UrVoVR0dHnJ2dady4MadOnXrl/RgMBmbOnEmJEiWws7Mja9asNGjQwOx+C+PzuHz5cooVK4atrS3btm0jT548NGvWLE4bnz17hqurKz169DA9txqNhlWrVvHNN9+QPXt2HB0dadq0qdlnoEaNGmzZsoWrV6+a3l+x3w+RkZGMHDmS/PnzY2tri6enJ4MHD45zboiMjKR///5kzZoVZ2dnmjZtSnBwcJKeX4Dg4GCaN2+Oo6Mjbm5u9O/fP84+AAICAmjVqhW5cuUytad///5mw587d+7M3LlzTc+j8WE0ZcoUKlWqRObMmbG3t8fb25s1a9Yk2sZZs2ah0+nMhvhNnToVjUbDV199ZVqm1+txdnY2G2IU+56spJy7gCR9ht5WdevW5erVq0ka5vzo0SM6d+6Mq6srGTJkoFOnTvEOozx79iwtW7YkU6ZM2NnZUa5cOTZt2mSxzoS+fyzdk3Xr1i26dOlCzpw5sbW1JUeOHDRr1szsdbF0b9GdO3f47LPPyJYtG3Z2dpQqVSpO70hyzqsJCQ8Pp0ePHmTOnBkXFxc6duzIw4cP45SbN2+e6bzh7u5O79694zynefLkoXPnznG2ffkYjeeS3377jXHjxpEzZ07s7OyoXbs2Fy5ciLO98fjs7e3x8fEhICAgTpmoqCi+/fZbvL29cXV1xdHRkapVq8YZ/hX7eZsxY4bpeQsMDMTR0dHsd4xRcHAwOp0u0WFgGzZsoEKFCvEOm12+fDl169alZs2aFClShOXLl1ssd/bsWVq3bk3WrFmxt7enUKFCDBs2zKzMjRs3+Oyzz0zfx3nz5qVnz55ERUUB8d/fbLx1IfZ70Pg7bMeOHZQrVw57e3sWLlwIwJIlS6hVqxZubm7Y2tpStGjReHuJtm3bRvXq1XF2dsbFxYXy5cuzYsUKAEaOHIm1tbXF+5W6d+9OhgwZePbsGTdv3uTs2bM8f/7c4j6MTp8+zenTp+nevbvZhdlevXqhlEr0/BsQEECZMmVMARaAg4MDTZs25Z9//uH8+fNxthkyZAiFChVK8KKQm5sbJUuWZOPGjQnuPy3JZey30ObNm8mXLx+VKlVKUvmuXbuydOlSWrZsyYABA/jrr7+YMGECZ86cYf369WZljeNiP/vsMzp16sRPP/1E586d8fb2plixYgA8efKEqlWrcubMGT799FPKli3LvXv32LRpE8HBwWTJksVU39ixY7GxsWHgwIFERkZiY2PD7t27adiwId7e3owcORKtVms6eQQEBODj48NHH31EUFAQK1euZPr06aY6jUNixo0bx4gRI2jdujVdu3bl7t27zJ49m2rVqnHs2LEkDdHJkycPFStWZOXKlTRs2BCIOTGFhobSpk0bZs2alaTnNykOHjyIRqMxG3ZTpEgRxowZw7fffkv37t2pWrUqgNnrev/+fRo2bEibNm3o0KED2bJlA2JOzk5OTnz11Vc4OTmxe/duvv32W8LCwpg8eXKi7VmxYgWPHz+mR48eaDQaJk2axEcffcSlS5cS7f3av38/69ato1evXjg7OzNr1ixatGjBtWvXyJw5MwDHjh2jQYMG5MiRg9GjR6PX6xkzZkyShzT9/PPPdOnShfLlyzNhwgRu377NzJkzOXDgQJzXV6/XU79+fSpUqMCUKVP4888/mTp1Kl5eXvTs2TPB/SxbtoxOnTpRv359vv/+e8LDw5k/fz5VqlTh2LFjZgFJUvfz2Wef8fPPP9OwYUO6du1KdHQ0AQEBHD58mHLlypnK7d69m99++40+ffqQJUsW8ubNS4cOHZg0aRIPHjwgU6ZMprKbN28mLCwszhfKuHHjTPcU3LlzhxkzZlCnTh2OHz+Ovb09w4YNIzQ0lODgYKZPnw5g+tFhMBho2rQp+/fvp3v37hQpUoSTJ08yffp0goKC2LBhg2k/Xbt2xc/Pj3bt2lGpUiV2795N48aNk/RaRkREULt2ba5du0bfvn1xd3dn2bJl7N69O07Z1atXEx4eTs+ePcmcOTOBgYHMnj2b4OBgVq9eDcQMAQkJCWHnzp0sW7YsTh0zZ86kadOmtG/fnqioKH799VdatWrF77//nmCbq1atisFgYP/+/aZ7MQMCAtBqtWY/JI8dO8aTJ0/iHcKS2LkLkvYZSkh4eHicnnZXV9c4n93k9sZbqhcgQ4YMZj+evL29AThw4IDZOe1lSimaNWvG/v37+fzzzylSpAjr16+nU6dOccqeOnWKypUr4+HhwZAhQ3B0dOS3336jefPmrF27lg8//BBI3vdPbC1atODUqVN88cUX5MmThzt37rBz506uXbsWb3KgiIgIatSowYULF+jTpw958+Zl9erVdO7cmUePHsUJAl7nvArQp08fMmTIwKhRozh37hzz58/n6tWrpkAIYn6wjx49mjp16tCzZ09TuSNHjnDgwIFXHr0wceJEtFotAwcOJDQ0lEmTJtG+fXv++usvU5kff/yRHj16UKlSJfr168elS5do2rQpmTJlwtPT01QuLCyMxYsX07ZtW7p168bjx4/58ccfqV+/PoGBgXGGxi9ZsoRnz57RvXt3bG1tyZUrFx9++CGrVq1i2rRp6HQ6U9mVK1eilKJ9+/bxHsvz5885cuRIvOf/kJAQ9uzZYwqW27Zty/Tp05kzZ45ZD9q///5L1apVsba2pnv37uTJk4eLFy+yefNmxo0bZ6rLx8eHR48e0b17dwoXLsyNGzdYs2YN4eHhr9Qjd+7cOdq2bUuPHj3o1q2bKfiYP38+xYoVo2nTplhZWbF582Z69eqFwWCgd+/epu1//vlnPv30U4oVK8bQoUPJkCEDx44dY/v27bRr145PPvmEMWPGsGrVKrN7M40XmVu0aIGdnR1Dhw5l6dKlXL58OcEEWseOHQMw+34DcHd3J2fOnKb18YmMjCRjxoxxlhtH7Rw9epQCBQqYlgcGBrJ06VL279+f6EVbb29vs++yt44Sb5XQ0FAFqGbNmiWp/PHjxxWgunbtarZ84MCBClC7d+82LcudO7cC1L59+0zL7ty5o2xtbdWAAQNMy7799lsFqHXr1sXZn8FgUEoptWfPHgWofPnyqfDwcLP1BQoUUPXr1zeVVUqp8PBwlTdvXlW3bl3TssmTJytAXb582WwfV65cUTqdTo0bN85s+cmTJ5WVlVWc5S9bsmSJAtSRI0fUnDlzlLOzs6mNrVq1UjVr1jQ9H40bNzbbFlC9e/dOsH5LOnTooDJnzhxn+ZEjRxSglixZEmdd9erVFaAWLFgQZ13s59SoR48eysHBQT179sy0rFOnTip37tymvy9fvqwAlTlzZvXgwQPT8o0bNypAbd682bRs5MiR6uVTAKBsbGzUhQsXTMtOnDihADV79mzTMl9fX+Xg4KBu3LhhWnb+/HllZWUVp86XRUVFKTc3N1W8eHEVERFhWv77778rQH377bdmxweoMWPGmNVRpkwZ5e3tneB+Hj9+rDJkyKC6detmtvzWrVvK1dXVbHlS97N7924FqL59+8bZX+z3O6C0Wq06deqUWZlz584pQM2fP99sedOmTVWePHnifL48PDxUWFiYqdxvv/2mADVz5kzTssaNG5u9B4yWLVumtFqtCggIMFu+YMECBagDBw4opf5/DunVq5dZuXbt2ilAjRw5Mk7dsc2YMUMB6rfffjMte/r0qcqfP78C1J49e0zLLb2vJ0yYoDQajbp69appWe/eveN9H71cR1RUlCpevLiqVatWgu3U6/XKxcVFDR48WCkV83plzpxZtWrVSul0OvX48WOllFLTpk1TWq1WPXz40LTty89DfOcuY9mkfIYsMX5+LT1iP4/G92tCj9jnsYTqBdShQ4fitMXGxkb17NkzwfZu2LBBAWrSpEmmZdHR0apq1apxznu1a9dWJUqUMDt/GQwGValSJVWgQAHTsqR8/xiPx1j/w4cPFaAmT56cYHurV6+uqlevbvrb+N718/MzLYuKilIVK1ZUTk5Ops9ecs6rlhi/k7y9vVVUVJRp+aRJkxSgNm7cqJSK+T62sbFR9erVU3q93lRuzpw5ClA//fSTaVnu3LlVp06dEj1G47mkSJEiKjIy0rR85syZClAnT540Hbebm5sqXbq0WblFixYpwKzO6OhoszJKxbwG2bJlU59++qlpmfF5c3FxUXfu3DErv2PHDgWobdu2mS0vWbKk2b4suXDhQoKfpylTpih7e3vT6xcUFKQAtX79erNy1apVU87OzmbnHqXMz+UdO3ZUWq1WHTlyJM5+jOUsfZcq9f/XPfZ5wvg7bPv27XHKWzo/1q9fX+XLl8/096NHj5Szs7OqUKGC2ffny+2uWLGiqlChgtn6devWmZ1LjOcRS+ex2Iznu2vXrsVZV758efXBBx8kuL2vr6/KkCGD2XeZsY2AmjJlitkx+Pj4qLZt2yql/v8eiu+zPX78eAWo27dvJ9iGtCLDBd8yxuF2Sb2Jb+vWrQBmw10ABgwYABDn3q2iRYuaelQg5uproUKFuHTpkmnZ2rVrKVWqlOnKYmwvX1Xo1KmT2Vji48ePc/78edq1a8f9+/e5d+8e9+7d4+nTp9SuXZt9+/Ylmqhh3bp1GAwGWrdubdr+3r17ZM+enQIFCiSakSa21q1bExERwe+//87jx4/5/fffU3yoIMT0SFm6UpMYW1tbunTpEmd57Of08ePH3Lt3j6pVqxIeHs7Zs2cTrffjjz82a4/xNY/9OsenTp06eHl5mf4uWbIkLi4upm31ej1//vknzZs3x93d3VQuf/78ph7DhPz999/cuXOHXr16md1X0bhxYwoXLmzxfsOX73WrWrVqoseyc+dOHj16RNu2bc3eRzqdjgoVKlh8HyW2n7Vr16LRaBg5cmScbV/+bFSvXp2iRYuaLStYsCAVKlQwG7ry4MEDtm3bRvv27ePU0bFjR7NzQcuWLcmRI4fpc5+Q1atXU6RIEQoXLmx2/LVq1QIwHb+xrr59+5ptn9REGlu3biVHjhy0bNnStMzBwYHu3bvHKRv7ff306VPu3btHpUqVUEolejXUUh0PHz4kNDSUqlWr8s8//yS4nVarpVKlSuzbtw+AM2fOcP/+fYYMGYJSikOHDgExvVvFixd/rYQWiX2GEtO9e3d27txp9ihVqpRZGTs7uzhljI/k1Ltz584471OAjBkzJtpTtnXrVqysrMx6FHQ6HV988YVZuQcPHrB7925at25tOp/du3eP+/fvU79+fc6fP28aKpyc7x8je3t7bGxs8Pf3tzj8LqH2Z8+enbZt25qWWVtb07dvX548ecLevXvNyr/OeRVinv/YPVE9e/bEysrK9Bn8888/iYqKol+/fmb3Nnfr1g0XF5fXuhe7S5cuZr0uL7fdeF7+/PPPzcoZh4LGptPpTGUMBgMPHjwgOjqacuXKWfwctmjRIs4ohzp16uDu7m52Lvzvv//4999/E71v8P79+wDxfucuX76cxo0bm86dBQoUwNvb22xfd+/eZd++fXz66afkypXLbHvj+8xgMLBhwwZ8fX3j9OLELpdcefPmpX79+nGWxz63hYaGcu/ePapXr86lS5cIDQ0FYr7XHj9+zJAhQ+Lclxi7PR07duSvv/7i4sWLpmXLly/H09PTdG/azz//jFIq0WlgjMO5LSULs7OzSzTbdc+ePXn06BEff/wxx44dIygoiH79+pmG2Mfe/ueff+bkyZN8//33CdZpZHwPpOQ99ilJhgu+ZVxcXICYH9ZJcfXqVbRaLfnz5zdbnj17djJkyMDVq1fNlr98MoGYN2nsL6aLFy/SokWLJO0/b968Zn8bx9ZaGi5iFBoammBAcv78eZRSZt3HsSVnuETWrFmpU6cOK1asIDw8HL1eb/ZjMCUppZK9jYeHh8XhBqdOnWL48OHs3r3bFHgbGU+2CXn5dTY+30n5AZLYe+TOnTtERETEec8BFpe9zPiejD0+26hw4cJx0u4b73uKrz3xMb4XjUHFy4yfteTs5+LFi7i7u5sN9YvPy58No44dO9KnTx+uXr1K7ty5Wb16Nc+fP+eTTz6JU/blz4BGoyF//vxx7v+x5Pz585w5cybeIZx37twB/n8OiR0UgOXXx5KrV6+SP3/+OD84LG1/7do1vv32WzZt2hTn9UvK+xrg999/57vvvuP48eNm930l5QdP1apVGTVqFBEREQQEBJAjRw7Kli1LqVKlCAgIoG7duuzfv5/WrVsnqS3xScp5NiEFChQwu7/TEp1Ol2iZV6nXSCmV6HN69epVcuTIEee+mJdf+wsXLqCUYsSIEYwYMcJiXXfu3MHDwyNZ3z9Gtra2fP/99wwYMIBs2bLxwQcf0KRJEzp27Ej27NkTbH+BAgXiJGsqUqSIaX1sr3NehbifZycnJ3LkyGH6PMd3brSxsSFfvnxx2pMcibXdWPfLbbS2tiZfvnxx6lu6dClTp06Nc0+PpfOepWVarZb27dszf/58U8Kn5cuXY2dnR6tWrZJ0TJa+c8+cOcOxY8fo2LGj2T1nNWrUYO7cuYSFhZld8ChevHi89d+9e5ewsLAEy7yK+L4bDhw4wMiRIzl06BDh4eFm60JDQ3F1dTUFTYm16eOPP6Zfv34sX76cb7/9ltDQUH7//Xf69++f7ODQGPxZus82KUk7GjZsyOzZsxkyZAhly5YFYn4rjBs3jsGDB5vOH2FhYQwdOpRBgwaZDU9NiPE98DYm6AEJst46Li4uuLu7899//yVru6S+wWKPfY7tVQIEIM6Hy9hLNXny5HhTlic0v4uxDo1Gw7Zt2yy2N7HtX9auXTu6devGrVu3aNiw4RtJuZw5c+ZkXUE1snRyevToEdWrV8fFxYUxY8bg5eWFnZ0d//zzD19//XWSUra/zuuc0u+R1xVfexJjfJ6WLVtm8YfWy5kVX3U/8Ynvi6dNmzb079+f5cuX88033+Dn50e5cuWSHNQklcFgoESJEkybNs3i+qR+iaUUvV5P3bp1efDgAV9//TWFCxfG0dGRGzdu0Llz5yS9rwMCAmjatCnVqlVj3rx55MiRA2tra5YsWWK66TshVapU4fnz5xw6dIiAgADT1fyqVasSEBDA2bNnuXv3rllv/6t42z5Dr+LRo0fx3v+UXMbXduDAgRav4EPSLtAkpF+/fvj6+rJhwwZ27NjBiBEjmDBhArt3707wvrLkeJte1/i+8/V6vcV2pmTb/fz86Ny5M82bN2fQoEG4ubmZklXE7jkxiu9c2LFjRyZPnsyGDRto27YtK1asoEmTJnF6zl5mvK/R0neun58fAP3796d///5x1q9du9bi6JHXkdBrYYml5+PixYvUrl2bwoULM23aNDw9PbGxsWHr1q1Mnz492VO1ZMyYkSZNmpiCrDVr1hAZGflKWUuNCdhu3rwZ53vj5s2b+Pj4JFpHnz596NKlC//++y82NjaULl2aH3/8EYgZ4QExSY2ioqL4+OOPTRcejAmYHj58yJUrV3B3dze7MG18D6TUuSqlSZD1FmrSpAmLFi3i0KFDVKxYMcGyuXPnxmAwcP78edPVN4Dbt2/z6NEjcufOnez9e3l5JTvIi70txASLiV0xje/E5OXlhVKKvHnzmj58r+PDDz+kR48eHD58mFWrVr12fZYULlyY5cuXm642Gb3K1RV/f3/u37/PunXrzG6+v3z5coq09XW5ublhZ2dnMTOVpWUvM74nz507F6eX6dy5c6/0nrXE+F50c3NL9hX/hOrcsWNHnMQVyZEpUyYaN27M8uXLad++PQcOHIh3MuGXsy4ppbhw4QIlS5Y0LUvoc3TixAlq166d4PvQeA65ePGiWaB37ty5JB1P7ty5+e+//+L0fLy8/cmTJwkKCmLp0qV07NjRtNzS8Lb42rt27Vrs7OzYsWOH2dCVJUuWJKmtPj4+2NjYEBAQQEBAgClLYLVq1fjhhx/YtWuX6e+EvK1XTVPKjRs3iIqKMvtOsSR37tzs2rWLJ0+emF38evm1N/aEWFtbJ/pZfN3vnwEDBjBgwADOnz9P6dKlmTp1qumHt6X2//vvvxgMBrPeLOOQ7JQ6FxmdP3/ebB7FJ0+ecPPmTdPcZbHPjbF7j6Kiorh8+bLZc5cxY0aLWRyvXr1qsecpMcZ9nz9/3uy8/Pz5cy5fvmw2XHXNmjXky5ePdevWmX0WLA2jTkjx4sUpU6YMy5cvJ2fOnFy7do3Zs2cnul2uXLmwt7eP852olGLFihXUrFmTXr16xdlu7NixLF++nC5dupieo4Tea1mzZsXFxSXR96OxV/DRo0dmF3GT0/O4efNmIiMj2bRpk1mv48vD2o3fa//991+iFyY6duxIs2bNOHLkCMuXL6dMmTKmBGfJYbxg/vfff5sFVCEhIQQHB1scGm6Jo6Oj2W/aP//8E3t7e9Nk0teuXePhw4cW2zh+/HjGjx/PsWPHzC7gX758mSxZsqTIPIJvgtyT9RYaPHgwjo6OdO3aldu3b8dZf/HiRWbOnAlgOjm//CPNePU6qRnCYmvRogUnTpyIk5kQEr/q5e3tjZeXF1OmTOHJkydx1sdOKero6AgQ54vio48+QqfTMXr06Dj7U0qZxmMnlZOTE/Pnz2fUqFHxzqnxuipWrIhSKs58D/EdY0KMVxxjH3tUVBTz5s17/YamAOMwpQ0bNhASEmJafuHCBbZt25bo9uXKlcPNzY0FCxaYDT/Ytm0bZ86ceaX3rCX169c3zeNhKUWtpfS2iWnRogVKKUaPHh1nXXKuCH/yySecPn2aQYMGodPpaNOmjcVyv/zyi9nQ4TVr1nDz5k2ze98cHR0tDrVr3bo1N27c4IcffoizLiIigqdPnwKY6no522Z8gd/LGjVqREhIiFka3/Dw8DiTpVt6XyulTOey2OL73Oh0OjQajdkV4itXriQ5u5SdnR3ly5dn5cqVXLt2zawnKyIiglmzZuHl5WVx6oyktO9dYTyPJZbhtlGjRkRHR5ulmdbr9XF+KLu5uVGjRg0WLlzIzZs349QT+7P4Kt8/4eHhPHv2zGyZl5cXzs7OFoc4xW7/rVu3zC6+RUdHM3v2bJycnFJ8XqVFixaZnYvmz59PdHS06TNYp04dbGxsmDVrltmx/vjjj4SGhpqdG728vDh8+LApjTjEDKVNzjQnsZUrV46sWbOyYMECszp//vlni59DMH89/vrrL9N9jcnxySef8McffzBjxgwyZ86cpPt6ra2tKVeunNm0GRAz3O7KlSt06dKFli1bxnl8/PHH7Nmzh5CQELJmzUq1atX46aef4kx4azwurVZL8+bN2bx5c5x9xS5nDHyM93tCzD2n8U2UbIml5zQ0NDTOBaR69erh7OzMhAkT4rznX/58NGzYkCxZsvD999+zd+/eOL1YSU3hXqxYMQoXLsyiRYvMzr3z589Ho9GY3YIRGhrK2bNnEx3+ffDgQdatW8dnn31mujDdt29f1q9fb/Ywprfv3Lkz69evjzPU8ujRo4l2RqQl6cl6C3l5ebFixQo+/vhjihQpQseOHSlevDhRUVEcPHjQlGIWoFSpUnTq1IlFixaZhpkZ0182b97c7KpZUg0aNIg1a9bQqlUrPv30U7y9vXnw4AGbNm1iwYIFcW7Ajk2r1bJ48WIaNmxIsWLF6NKlCx4eHty4cYM9e/bg4uLC5s2bgf+nCR42bBht2rTB2toaX19fvLy8+O677xg6dChXrlyhefPmODs7c/nyZdavX0/37t0ZOHBgso4poXvEXvb333/z3XffxVleo0YNqlSpYnGbKlWqkDlzZv7880+zq4BeXl5kyJCBBQsW4OzsjKOjIxUqVIh3TDbE/LDJmDEjnTp1om/fvmg0GpYtW/ZWDTUaNWoUf/zxB5UrV6Znz57o9XrmzJlD8eLFE51bx9ramu+//54uXbpQvXp12rZta0rhnidPHotDPF6Fi4sL8+fP55NPPqFs2bK0adOGrFmzcu3aNbZs2ULlypWZM2dOsuqsWbMmn3zyCbNmzeL8+fM0aNAAg8FAQEAANWvWNEuXm5DGjRuTOXNmVq9eTcOGDXFzc7NYLlOmTFSpUoUuXbpw+/ZtZsyYQf78+enWrZupjLe3N6tWreKrr76ifPnyODk54evryyeffMJvv/3G559/zp49e6hcuTJ6vZ6zZ8/y22+/meZpKV26NG3btmXevHmEhoZSqVIldu3alaReSYi5KX/OnDl07NiRo0ePkiNHDpYtWxZnUu3ChQvj5eXFwIEDuXHjBi4uLqxdu9bikB/juaFv377Ur1/fFIg2btyYadOm0aBBA9q1a8edO3eYO3cu+fPn599//01Se6tWrcrEiRNxdXWlRIkSQEwQUKhQIc6dO2dx7qH42vfyucsYfL2t/vnnH4u9Ol5eXmY/VHbu3EmuXLkSHWbn6+tL5cqVGTJkCFeuXKFo0aKsW7fO4g+suXPnUqVKFUqUKEG3bt3Ily8ft2/f5tChQwQHB3PixAng1b5/goKCqF27Nq1bt6Zo0aJYWVmxfv16bt++He8FDIhJRLFw4UI6d+7M0aNHyZMnD2vWrDH1Lic1AVVSRUVFmdp57tw55s2bR5UqVWjatCkQ03MydOhQRo8eTYMGDWjatKmpXPny5c1+JHft2pU1a9bQoEEDWrduzcWLF/Hz84tzb2VSWVtb891339GjRw9q1arFxx9/zOXLl1myZEmcnrEmTZqwbt06PvzwQxo3bszly5dZsGABRYsWtXhxNSHt2rVj8ODBrF+/np49eyb5nutmzZoxbNgw0z1WEJPYQafTxXuhrmnTpgwbNoxff/2Vr776ilmzZlGlShXKli1L9+7dyZs3L1euXGHLli2m77Hx48fzxx9/UL16ddNUGDdv3mT16tXs37+fDBkyUK9ePXLlysVnn31munD2008/mb5vkqJevXrY2Njg6+tLjx49ePLkCT/88ANubm5mFyZcXFyYPn06Xbt2pXz58rRr146MGTNy4sQJwsPDzQI7a2tr2rRpw5w5c9DpdGYJXoAkp3CHmFtAmjZtSr169WjTpg3//fcfc+bMoWvXrmY93uvXr6dLly4sWbLEdC69evUqrVu3pmnTpmTPnp1Tp06xYMECSpYsyfjx403bli1b1nTPlpFx2GCxYsVo3ry52bo7d+7w77//mqW3f+u82eSF4nUEBQWpbt26qTx58igbGxvl7OysKleurGbPnm2WBvf58+dq9OjRKm/evMra2lp5enqqoUOHmpVRynLKcqXipnxVSqn79++rPn36KA8PD2VjY6Ny5sypOnXqpO7du6eU+n9a2NWrV1ts+7Fjx9RHH32kMmfOrGxtbVXu3LlV69at1a5du8zKjR07Vnl4eCitVhsnlejatWtVlSpVlKOjo3J0dFSFCxdWvXv3VufOnUvweYudwj0h8aVwj+8xduzYBOvr27evyp8/f5zlGzduVEWLFjWlNzemHa5evboqVqyYxboOHDigPvjgA2Vvb6/c3d3V4MGDTSlvX07lbCmFu6V0p7yUhjq+FO6WUthbShe8a9cuVaZMGWVjY6O8vLzU4sWL1YABA5SdnZ3FY3rZqlWrVJkyZZStra3KlCmTat++vQoODjYr06lTJ+Xo6Bhn2/hS5lqyZ88eVb9+feXq6qrs7OyUl5eX6ty5s/r7779faT/R0dFq8uTJqnDhwsrGxkZlzZpVNWzYUB09etRUJr7nMbZevXopQK1YscJimwG1cuVKNXToUOXm5qbs7e1V48aN46QbfvLkiWrXrp3KkCGDAszeD1FRUer7779XxYoVU7a2tipjxozK29tbjR49WoWGhprKRUREqL59+6rMmTMrR0dH5evrq65fvx7nPROfq1evqqZNmyoHBweVJUsW9eWXX6rt27fHeb+ePn1a1alTRzk5OaksWbKobt26mdKbx073HR0drb744guVNWtWpdFozF6DH3/8URUoUEDZ2tqqwoULqyVLliTr/bBlyxYFqIYNG5ot79q1qwLUjz/+GGcbS89DfOeu5HyGXpZYumKj+N6vsdubnBTusdul1+tVjhw51PDhwxNsg9H9+/fVJ598olxcXJSrq6v65JNP1LFjx+K8pkopdfHiRdWxY0eVPXt2ZW1trTw8PFSTJk3UmjVr4tSZ0PfPyync7927p3r37q0KFy6sHB0dlaurq6pQoYLZtAJKWf6uu337turSpYvKkiWLsrGxUSVKlIjT7uScVy0xfift3btXde/eXWXMmFE5OTmp9u3bq/v378cpP2fOHFW4cGFlbW2tsmXLpnr27Gk2pYDR1KlTlYeHh7K1tVWVK1dWf//9d7wp3F/+rn75OTSaN2+eyps3r7K1tVXlypVT+/bti1OnwWBQ48ePV7lz51a2traqTJky6vfff0/W91FsjRo1UoA6ePBgguViu337trKyslLLli1TSsWc6zJnzqyqVq2a4HZ58+ZVZcqUMf3933//qQ8//FBlyJBB2dnZqUKFCqkRI0aYbXP16lXVsWNHlTVrVmVra6vy5cunevfubZbG/ujRo6pChQrKxsZG5cqVS02bNi3eFO6WfocppdSmTZtUyZIllZ2dncqTJ4/6/vvv1U8//WQxzfqmTZtUpUqVlL29vXJxcVE+Pj5q5cqVceoMDAxUgKpXr16cdUlN4W60fv16Vbp0aWVra6ty5syphg8fbjYlgVL/f6/Hfl89ePBANWvWTGXPnl3Z2NiovHnzqq+//jpOSndLEnoPzZ8/Xzk4OCSpnrSiUeotujwuRDp26dIlChcuzLZt26hdu3ZaNydNNG/enFOnTlmcwV2Y69+/Pz/++CO3bt2K0+vj7+9PzZo1Wb169RvLhimEJRs2bKBdu3ZcvHgx0WGTQqSEDz/8kJMnTya599zos88+IygoyGwycWHuxIkTlC5dml9++cViBtv0rEyZMtSoUYPp06endVPiJfdkCZFC8uXLx2effcbEiRPTuimp4uW5Mc6fP8/WrVupUaNG2jQoHXn27Bl+fn60aNEiToAlRFr6/vvv6dOnjwRYIlXcvHmTLVu2vFIAMHLkSI4cOcKBAwfeQMveDT/88ANOTk589NFHad2UFLV9+3bOnz/P0KFD07opCZJ7soRIQbFvAH/X5cuXj86dO5vmb5k/fz42NjYMHjw4rZv21rpz5w5//vkna9as4f79+3z55Zdp3SQhzLxK8gIhkuvy5cscOHCAxYsXY21tTY8ePZJdR65cueIkfxAxNm/ezOnTp1m0aBF9+vR56+8XTa4GDRok+/6/tCBBlhDilTRo0ICVK1dy69YtbG1tqVixIuPHj493EmkBp0+fpn379ri5uTFr1qx455ITQoh32d69e+nSpQu5cuVi6dKlCU4aLZLviy++4Pbt2zRq1MhiNlyROuSeLCGEEEIIIYRIQXJPlhBCCCGEEEKkIAmyhBBCCCGEECIFSZAlhBDp1KhRo9BoNGndDGrUqPHKWSVr1KhB8eLFU7ZBQgghRBqTIEsIka5duXIFjUbDlClT0rop4g0KCQlh1KhRHD9+PFX2d/DgQapUqYKDgwPZs2enb9++Sc5mdfv2bbp06YKbmxv29vaULVuW1atXJ7pd3bp10Wg09OnTJ8Fy+/fvR6PRoNFouHfvXpLaFJ9NmzZRtmxZ7OzsyJUrFyNHjiQ6OjpJ2164cIGWLVuSMWNGHBwcqFKlCnv27Elwm+fPn1O0aNEkfWaXL1+ORqPByckpyceTHAaDgUmTJpE3b17s7OwoWbIkK1euTFYdf/75J7Vq1cLV1RVnZ2e8vb1ZtWpVnHKPHz9m8ODB5M2bF1tbWzw8PGjZsiXh4eGmMj///LPpdX35cevWrdc+XiFE6pLsgkIIIV7LH3/88cb3ERISwujRo8mTJ88bz8p4/PhxateuTZEiRZg2bRrBwcFMmTKF8+fPs23btgS3DQsLo0qVKty+fZsvv/yS7Nmz89tvv9G6dWuWL19Ou3btLG63bt26JKVPNxgMfPHFFzg6OvL06dNXOj6jbdu20bx5c2rUqMHs2bM5efIk3333HXfu3El0Oorr169TsWJFdDodgwYNwtHRkSVLllCvXj127dpFtWrVLG43e/Zsrl27lmjbnjx5wuDBg99o6ulhw4YxceJEunXrRvny5dm4cSPt2rVDo9HQpk2bRLdfsmQJn332GXXr1mX8+PHodDrOnTvH9evXzcqFhoZSvXp1goOD6d69O/nz5+fu3bsEBAQQGRkZZ668MWPGkDdvXrNlGTJkeO3jFUKkMiWEEOnY5cuXFaAmT56cpu0wGAwqPDw8Vfc5cuRIld5P49WrV1fFihVLtNyRI0cUoJYsWfLG29SwYUOVI0cOFRoaalr2ww8/KEDt2LEjwW0nTZqkALVr1y7TMr1er8qXL6+yZ8+uIiMj42wTERGh8uTJo8aMGaMA1bt373jrnz9/vsqcObP68ssvFaDu3r37CkcYo2jRoqpUqVLq+fPnpmXDhg1TGo1GnTlzJsFte/XqpaysrNTZs2dNy54+fao8PT1V2bJlLW5z+/Zt5erqajrOhD6zX3/9tSpUqJBq3769cnR0TOaRJS44OFhZW1ubPdcGg0FVrVpV5cyZU0VHRye4/eXLl5W9vb3q27dvovvq2bOnypAhg7p06VKC5ZYsWaIAdeTIkaQdhBDirSbDBYUQ74XIyEhGjhxJ/vz5sbW1xdPTk8GDBxMZGWlWbsmSJdSqVQs3NzdsbW0pWrSoxav6efLkoUmTJuzYsYNy5cphb2/PwoUL8ff3R6PR8NtvvzFu3Dhy5syJnZ0dtWvX5sKFC3Hq+euvv2jQoAGurq44ODhQvXp1Dhw4EKfc/v37KV++PHZ2dnh5ebFw4cIkHfesWbPQ6XQ8evTItGzq1KloNBq++uor0zK9Xo+zszNff/21aZnBYGDGjBkUK1YMOzs7smXLRo8ePXj48KHZPizdk3X16lWaNm2Ko6Mjbm5u9O/fnx07dqDRaPD394/TztOnT1OzZk0cHBzw8PBg0qRJpnX+/v6UL18egC5dupiGUP38888AnD9/nhYtWpA9e3bs7OzImTMnbdq0ITQ01FTHvXv3OHv2rNnwLEvCwsLYuXMnHTp0wMXFxbS8Y8eOODk58dtvvyW4fUBAAFmzZqVWrVqmZVqtltatW3Pr1i327t0bZ5tJkyZhMBgYOHBggnU/ePCA4cOHM2bMmNfu2Th9+jSnT5+me/fuWFn9f1BLr169UEqxZs2aBLcPCAigTJkyFCpUyLTMwcGBpk2b8s8//3D+/Pk42wwZMoRChQrRoUOHBOs+f/4806dPZ9q0aWZtS0kbN27k+fPn9OrVy7RMo9HQs2dPgoODE+1VXLBgAXq9njFjxgAxPW/Kwow4jx49YsmSJXTv3p28efMSFRUV55xjyePHj9Hr9ck8KiHE20SCLCHEO89gMNC0aVOmTJmCr68vs2fPpnnz5kyfPp2PP/7YrOz8+fPJnTs333zzDVOnTsXT05NevXoxd+7cOPWeO3eOtm3bUrduXWbOnGk2jG3ixImsX7+egQMHMnToUA4fPkz79u3Ntt+9ezfVqlUjLCyMkSNHMn78eB49ekStWrUIDAw0lTt58iT16tXjzp07jBo1ii5dujBy5EjWr1+f6LFXrVoVg8HA/v37TcsCAgLQarUEBASYlh07downT56YDfPq0aMHgwYNonLlysycOZMuXbqwfPly6tevz/Pnz+Pd59OnT6lVqxZ//vknffv2ZdiwYRw8eNAsgIvt4cOHNGjQgFKlSjF16lQKFy7M119/bRqaV6RIEdOP2e7du7Ns2TKWLVtGtWrViIqKon79+hw+fJgvvviCuXPn0r17dy5dumQWWM6ZM4ciRYqYPa+WnDx5kujoaMqVK2e23MbGhtKlS3Ps2LEEt4+MjMTe3j7OcuOQsKNHj5otv3btGhMnTuT777+3uF1sI0aMIHv27PTo0SPBcklhPI6Xj9Pd3Z2cOXOm+HEGBgaydOlSZsyYkWiyln79+lGzZk0aNWqU6HG8qmPHjuHo6EiRIkXMlvv4+JjWJ+TPP/+kcOHCbN26lZw5c+Ls7EzmzJkZMWIEBoPBVG7//v08e/aM/Pnz07JlSxwcHLC3t6dy5crx3l9Ys2ZNXFxcTEGrpYBVCJEOpHVXmhBCvI6kDBdctmyZ0mq1KiAgwGz5ggULFKAOHDhgWmZpyF/9+vVVvnz5zJblzp1bAWr79u1my/fs2aMAVaRIEbOhYTNnzlSAOnnypFIqZmhSgQIFVP369ZXBYDDbf968eVXdunVNy5o3b67s7OzU1atXTctOnz6tdDpdosMF9Xq9cnFxUYMHDzbtN3PmzKpVq1ZKp9Opx48fK6WUmjZtmtJqterhw4dKKaUCAgIUoJYvX25W3/bt2+Msr169uqpevbrp76lTpypAbdiwwbQsIiJCFS5cWAFqz549ZtsC6pdffjEti4yMVNmzZ1ctWrQwLYtvuOCxY8cUoFavXp3g82AcWhl735asXr1aAWrfvn1x1rVq1Uplz549we2/+OILpdVq1ZUrV8yWt2nTRgGqT58+ZstbtmypKlWqZPqbeIYLnjhxQul0OtNwRePxvOpwwcmTJytAXbt2Lc668uXLqw8++CDB7X19fVWGDBlUWFiY2fKKFSsqQE2ZMsW0zGAwKB8fH9W2bVulVMKf2d9//11ZWVmpU6dOKaWU6tSp0xsZLti4ceM4n2mlYoY8AmrIkCEJbu/i4qIyZsyobG1t1YgRI9SaNWtUu3bt4mw7bdo0BajMmTMrHx8ftXz5cjVv3jyVLVs2lTFjRhUSEmIqu2rVKtW5c2e1dOlStX79ejV8+HDl4OCgsmTJYvF1EkK83aQnSwjxzlu9ejVFihShcOHC3Lt3z/QwDumKnREt9tX50NBQ7t27R/Xq1bl06ZLZ8DOAvHnzUr9+fYv77NKlCzY2Nqa/q1atCsClS5eAmOQK58+fp127dty/f9/UpqdPn1K7dm327duHwWBAr9ezY8cOmjdvTq5cuUz1FSlSJN59x6bVaqlUqRL79u0D4MyZM9y/f58hQ4aglDINiwoICKB48eKmYWirV6/G1dWVunXrmj1n3t7eODk5JZhFbvv27Xh4eNC0aVPTMjs7O7p162axvJOTk9kQMhsbG3x8fEzPVUJcXV0B2LFjR4JDAUeNGoVSKtFU8xEREQDY2trGWWdnZ2daH5+uXbui0+lo3bo1Bw8e5OLFi0yYMMHU6xh7+z179rB27VpmzJiRYJ0Affv2pWHDhtSrVy/RsknxusfZs2dPHj16xMcff8yxY8cICgqiX79+/P3332b1Q0zWvJMnT/L9998nWGdUVBT9+/fn888/p2jRosk9pGSJiIiI99iN6xPy5MkTHj58yOjRoxkzZgwtWrRg+fLlNGjQgJkzZ/L48WNTOYgZirhr1y7atWtHz5492bBhAw8fPjTrIW/dujVLliyhY8eONG/enLFjx7Jjxw7u37/PuHHjUurQhRCpRIIsIcQ77/z585w6dYqsWbOaPQoWLAjAnTt3TGUPHDhAnTp1cHR0JEOGDGTNmpVvvvkGwGKQFZ/YARFAxowZAUz3MxmHAHXq1ClOuxYvXkxkZCShoaHcvXuXiIgIChQoEGcfse+HSUjVqlU5evQoERERBAQEkCNHDsqWLUupUqVMQwb3799vCgSN7QsNDcXNzS1O+548eWL2nL3s6tWreHl5xRkWlj9/fovlc+bMGadsxowZ49z7ZUnevHn56quvWLx4MVmyZKF+/frMnTs3zmuVVMYg29J9M8+ePUt0SF/JkiVZsWIFFy9epHLlyuTPn59Zs2aZAiljOvLo6Gj69u3LJ598YrrfLD6rVq3i4MGDTJ069RWOyLLXPc6GDRsye/Zs9u3bR9myZSlUqBBbtmwxBQPG4wwLC2Po0KEMGjQIT0/PBOucPn069+7dY/To0a9ySBbdunXL7GEMnuzt7eM9duP6hBjXt23b1mx527ZtiYiIMA03NJbz9fU1S0X/wQcfkDdvXg4ePJjgfqpUqUKFChX4888/EywnhHj7SAp3IcQ7z2AwUKJECaZNm2ZxvfHH38WLF6lduzaFCxdm2rRpeHp6YmNjw9atW5k+fbrZvRaQ8A8xnU5ncbl6cXO8sa7JkyfHm5LcyckpSTfJJ6ZKlSo8f/6cQ4cOERAQYAqmqlatSkBAAGfPnuXu3btmQZbBYMDNzY3ly5dbrDNr1qyv3S6jxJ6rxEydOpXOnTuzceNG/vjjD/r27cuECRM4fPgwOXPmTFZbcuTIAcDNmzfjrLt58ybu7u6J1tGyZUuaNm3KiRMn0Ov1lC1b1pTswxjY//LLL5w7d46FCxdy5coVs+0fP37MlStXcHNzw8HBgUGDBtGqVStsbGxMZY33m12/fp2oqKgktSu+43w5+Ll586bp3qSE9OnThy5duvDvv/+a7ln78ccfzY5zypQpREVF8fHHH5vaHhwcDMRccLhy5Qru7u5ERETw3Xff0atXL8LCwggLCwP+n1DiypUrODg44Obm9krHabRkyRI6d+5Mjhw52LNnD0opswDf+Lon9ny6u7tz/vx5smXLZrbc2D7jBQJjPS+XM5ZNyoUET09Pzp07l2g5IcTbRYIsIcQ7z8vLixMnTlC7du0Eb7rfvHkzkZGRbNq0yawnKrEJVl+1TQAuLi7UqVMn3nJZs2bF3t7e4s3vSf3h5ePjg42NDQEBAQQEBDBo0CAAqlWrxg8//MCuXbtMf8du359//knlypUTvar/sty5c3P69Ok4P2AtZVdMqsSSJZQoUYISJUowfPhwDh48SOXKlVmwYAHfffddsvZTvHhxrKys+Pvvv2ndurVpeVRUFMePHzdblhAbGxuzHipjT4Txtb527RrPnz+ncuXKcbb95Zdf+OWXX1i/fj3Nmzfn+vXrrFixghUrVsQpa+yRTO4kzcbA/u+//zYLqEJCQkzzOSWFo6MjFStWNP39559/mhI7QMxxPnz4kGLFisXZdvz48YwfP55jx46RIUMGnjx5wqRJk8wySxrlzZuXZs2asWHDhmQcJezcudPsb2M7SpcuzeLFizlz5ozZ0MS//vrLtD4h3t7enD9/nhs3bpAvXz7T8pCQEOD/FyG8vb0BuHHjRpw6QkJCKFy4cKLHcOnSpRS9qCGESB0yXFAI8c5r3bo1N27c4IcffoizLiIiwjSpq7FHJXYPSmhoKEuWLEnxNnl7e+Pl5cWUKVNM923EdvfuXVOb6tevz4YNG8wmcT1z5gw7duxI0r7s7OwoX748K1eu5Nq1a2Y9WREREcyaNQsvLy+zq/6tW7dGr9czduzYOPVFR0ebZe57Wf369blx4wabNm0yLXv27JnF5z+pjJPSvrzfsLAwoqOjzZaVKFECrVZr1guY1BTurq6u1KlTBz8/P9N9NQDLli3jyZMntGrVyrQsPDycs2fPcu/evQTrPH/+PAsWLKBJkyamHp42bdqwfv36OA+ARo0asX79eipUqABgsZwxK+Yvv/zC9OnTE9y/JcWKFaNw4cIsWrTILFX4/Pnz0Wg0tGzZ0rQsNDSUs2fPJjoE8+DBg6xbt47PPvvMdK9c375947TdOP1A586dWb9+PXnz5sXNzc3icdasWRM7OzvWr1/P0KFDk32cderUMXsY3+PNmjXD2tqaefPmmcoqpViwYAEeHh5UqlTJtPzmzZucPXvWLKOm8fk39txBTO/vkiVLyJQpkym4KlSoEKVKlWLjxo1m75M//viD69evU7duXdMy42c+tq1bt3L06FEaNGiQ7GMXQqSxNEu5IYQQKcCYqaxBgwZq7NixcR4nT55Uer1eNWrUSGk0GtWmTRs1e/ZsNWPGDPX555+rTJkymSb/PHv2rLKxsVElSpRQc+bMURMnTlReXl6qVKlSClCXL1827Td37tyqcePGcdpjzC74crY7YztjZ8fbs2ePsrOzU7ly5VIjR45UixYtUiNHjlTVqlVTTZo0MZU7ceKEqdzEiRPVd999p7Jly6ZKliyZ5MmIhwwZogDl6uqq9Hq9aXmhQoUUoDp37hxnmx49eihANWzYUE2fPl3NmTNHffnll8rd3d3s+F7OLvj48WOVJ08eZW9vr4YMGaJmzpypfHx8VOnSpRWg/P39zba1NBlxp06dVO7cuU1/R0VFqQwZMqhChQqpxYsXq5UrV6pLly6p9evXKw8PD9WvXz81b948NWvWLFW+fHllbW2tDh06ZNo+qdkFlVLq6NGjytbWVpUpU0bNnz9fDRs2TNnZ2al69eqZlTO+1iNHjjRbXqRIEfXtt9+qxYsXq2HDhqlMmTKp3Llzq+Dg4ET3TSKTEb98PC9nF4yvTZZs3rxZaTQaVatWLbVo0SLVt29fpdVqVbdu3czKGSfJjf3evXLlivLx8VHfffedWrx4serfv7+yt7dXZcqUiZNx8GXJmUA8vuyCltqUXIMGDVKA6t69u/rhhx9U48aNLWbU7NSpU5zPv8FgULVr11YajUZ1795dzZ07V9WtW1cBauHChWbb7969W+l0OlWoUCE1bdo0NXLkSOXs7KwKFixoyu6plFL58+dXrVq1Ut9//71asGCB6t69u7KyslKenp7q1q1br3ycQoi0IUGWECJdM/5gi++xbNkypVTMj/Tvv/9eFStWTNna2qqMGTMqb29vNXr0aBUaGmqqb9OmTapkyZLKzs5O5cmTR33//ffqp59+eiNBllIxKcg/+ugjlTlzZmVra6ty586tWrdurXbt2mVWbu/evcrb21vZ2NiofPnyqQULFph+aCfFli1bTAFTbF27dlWA+vHHHy1ut2jRIuXt7a3s7e2Vs7OzKlGihBo8eLBZ6umXgyyllLp06ZJq3Lixsre3V1mzZlUDBgxQa9euVYA6fPiw2bZJCbKUUmrjxo2qaNGiysrKyvRcXrp0SX366afKy8tL2dnZqUyZMqmaNWuqP//802zb5ARZSsWksK9UqZKys7NTWbNmVb17944TPMQX0LRp00Z5enoqGxsb5e7urj7//HN1+/btJO33dYOszZs3K0AtWLAgSftbv369Kl26tLK1tVU5c+ZUw4cPV1FRUWZlLAU0Dx48UM2aNVPZs2dXNjY2Km/evOrrr79ONMBSKmWCrNmzZ1ucQiE59Hq9Gj9+vMqdO7eysbFRxYoVU35+fhbb8PLnX6mYiwlffvml6TkoUaKExe2VUmrnzp3qgw8+ML1HP/nkE3Xz5k2zMsOGDVOlS5dWrq6uytraWuXKlUv17NlTAiwh0imNUkm8s1gIIYR4DTNmzKB///4EBwfj4eGR1s15Jw0ePJiVK1dy4cIFiynK3xWtW7fmypUriU4uLYQQaUUSXwghhEhxERERZgkznj17xsKFCylQoIAEWG/Qnj17GDFixDsdYCml8Pf3x8/PL62bIoQQ8ZIgSwghRIr76KOPyJUrF6VLlyY0NBQ/Pz/Onj0bb0p4kTKOHDmS1k144zQaTYLztAkhxNtAgiwhhBAprn79+ixevJjly5ej1+spWrQov/76qykrmxBCCPEuk3uyhBBCCCGEECIFyTxZQgghhBBCCJGCJMgSQgghhBBCiBQk92QlwmAwEBISgrOzMxqNJq2bI4QQQgghhEgjSikeP36Mu7s7Wm38/VUSZCUiJCQET0/PtG6GEEIIIYQQ4i1x/fp1cubMGe96CbIS4ezsDMD1n37CxcEhjVuTio4eBWAbDVh1oRz584O3dxq3SQghhBBCiDQUHh7Gp596mmKE+EiQlQjjEEEXB4f3K8h6MZGlA05YW7tgawvv0+ELIYQQQggRn8RuI5LEF0IIIYQQQgiRgiTIEkIIIYQQQogUJEGWEEIIIYQQQqQguSdLCCGEEEKIt4JCq41Go9EjMwelPqVAKR0GgxXwei+ABFlCCCGEEEKkMa02CheXm9jbh0uAlYaUgogIB8LCcmAw2LxyPRJkCSGEEEIIkaYMZMlyGScnHRkzumNlZcPr9qSIV6GIjo7i4cO72Nhc5s6dArzq3VUSZAkhhBBCCJGGdLoorKwMZMniia2tzJmTlmxs7NHprHn27Co6XRR6vd0r1SOJL4QQQgghhEhDxuGBGk3K/DTXaECrRYYdviLj6/A6z5/0ZAkhhBBCCJHOaTRgbQ22uufobK1Ny/WRz4nUW/P8ecz9RiJ1SJAlhBBCCCFEOmZlBY520TF/rF0Ha9bAw4eQMSPali2xb9ECext4+syK6Oi0bev7QoIsIYQQQggh0ikrK3B0MMD2P9B8+incvm22XrNmDWTLhvrpJxwbNOBpuDZNAq2MGTX4+a2ncePmqb/zNCD3ZAkhhBBCCJEOaTQverC2b0fTtGmcAMvk9u2Y9du342gXneL3at2+fYvBg7+gdOl8ZMtmS7FinrRp48vevbtSdkevSCnF+PHfUrhwDnLksKd58zpcvHj+je5TgiwhhBBCCCHSIesXt15pPv0U9PqEC+v1aD77zGy7lHDt2hVq1vQmIGA3Y8ZM5sCBk6xZs52qVWsyaFDvlNvRa5g5cxILF85i2rQF7Nz5Fw4OjrRoUZ9nz569sX1KkCWEEEIIIUQ6ZKt7DmvXxt+D9bJbt2DdupjtUsiAAb3QaDT8+WcgTZu2IH/+ghQpUozevb9i587D8W43cuTXlCtXEHd3B0qXzse4cSN4/vz/7Tp58gS+vjXx9HQmVy4XatTw5tixvwG4du0qbdr4kidPRjw8HKlYsRh//LHV4n6UUixYMIOBA4fTqFEzihcvyfz5v3DrVghbtmxIsefhZXJPlhBCCCGEEG+hDBkSK2Edk+QiGTRr1qBr3ZoMtpbXP3qU9LoePnzArl3bGT58HI6OjnHWu7pmiHdbZ2dn5s79mRw53Dl16iT9+nXDycmZL78cDED37u0pWbIMU6fOR6fTcfLkcaysYrrgBg3qzfPnUWzZsg9HR0fOnj2No6OTxf1cvXqZ27dvUaNGnVjtcsXbuwJHjhyiRYs2ST/gZJAgSwghhBBCiPTq4cM3Wz4Bly5dQClFwYKFk73twIHDTf/PlSsPFy4MZN26X01B1o0b1+jbd5Cpbi+vAqbywcHXaNq0BcWKlQAgT5588e7n9u1bAGTNms1suZtbNu7cuZXsdieVBFlCCCGEEEK8hRLqVdJowNUVyJgxeZW+KB8a+vrzZqnXqGDdulUsXDiLK1cu8vTpE6Kjo3F2djGt79XrK/r27cqqVcuoXr0OzZu3Im9eLwB69OjLgAE92b37D2rUqIOvbwuKFy/5egeTwuSeLCGEEEIIIdIZpWImGlYtWyZvu5YtY7ZLgYmJvbwKoNFoCAo6m6ztAgMP0b17e+rWbcSvv/7O3r3HGDBgGFFRUaYyQ4aM4tChU9Sr15iAgN188EFRfv99PQAdO3bl2LFLfPzxJ5w+fZJatcqxaNFsi/vKli07AHfvmt+3dufObdzcsier3ckhQZYQQgghhBDpUKTeGlq0gGzZEi8MkD07fPRRzHYpIGPGTNSqVZ8ff5zL06dP46wPDX1kcbvAwIN4euZm4MBhlClTDi+vAly/fjVOufz5C9KrV3/WrfuDJk0+YvnyJaZ1OXN68umnn7Ns2Tp69x7A0qU/WNxX7tx5yZYtu1k6+bCwMI4e/Yvy5Ssm84iTToIsIYQQQggh0iFjMj7100+g0yVcWKdD/fij2XYpYcqUuej1eurU8WHTprVcvHiec+fOsHDhLOrVsxzE5MtXgODga6xd+yuXL19k4cJZpl4qgIiICAYN6sP+/f5cu3aVw4cPcOzYEQoWLALA0KH92LVrB1evXubEiX/Yv38PhQoVsbgvjUbD55/3Y8qU79i6dROnTp2kZ8+OZM/u/kYnRpZ7soQQQgghhEiHlIKnz6xwbNAAtWlTzDxYtywkc8iePSbAatCAp+HaFBkqaJQnTz78/f9h6tRxDB8+gNu3b5IlS1ZKlfJm6tT5Frdp1KgpPXv2Z/DgPkRFRVK3bmMGDRrBxImjANDpdDx4cJ/PP+/I3bu3yZw5C02afMTQoaMB0Ov1DBrUm5CQYJydXahduwHjx0+Pt41ffjmY8PCn9O/fndDQR3zwQRXWrNmOnZ1dyj0RL9Go17lj7T0QFhaGq6srob/+iouDQ1o3J/UEBgKwGV/8gnwoWBB8fNK4TUIIIYQQ7yArq2e4uV3G0zMvNjbJ/+FvZQWOdtExf6xbh2bNmpgsghkzxtyz9dFHQExAFh2dki1/N0VFPeP69cvcuZOX6Gjz1yM8PIw2bVwJDQ3FxcUlnhqkJ0sIIYQQQoh0LToawp5aYW0Nts0+RNe6tWmdIfI5kVFWxMopIVKBBFlCCCGEEIlQSnHlyr+Ehd0ja9ZcuLsXSHyjt5her+fixaNERDzBw6MgWbLkfKV6btwI4t6967i4ZCVPnhJoNJoUbqlIKqUgKgqisEbzLCbFu1KgVMokuRDJk66CrH379jF58mSOHj3KzZs3Wb9+Pc2bN09wG39/f7766itOnTqFp6cnw4cPp3PnzqnSXiGEEEKkf0eO/M6SJUMJDv7PtKxQoSp07z6NAgXKp2HLXs2OHT+wcuV3PHhw7cUSDd7ejenRYybZs8c/qWtsZ88eZvHiAQQFHTQt8/QsyaefTsTbu+EbaLVIjpjgKq1b8X5LV9kFnz59SqlSpZg7d26Syl++fJnGjRtTs2ZNjh8/Tr9+/ejatSs7dux4wy0VQgghxLtg//7VjB3blBs33IEdwEVgNefPhzNkSA2CggLTuIXJs2bNRObO7c6DB1WB/cAF4AeOHTvFwIGVuXv3WiI1wNmzh/jmm5pcuBAFrCHmOdlGcHBWxoxpwuHDG97kIQiRLqSrnqyGDRvSsGHSr44sWLCAvHnzMnXqVACKFCnC/v37mT59OvXr139TzRRCCCHEOyA6+jkLFvQFPkKp3/j/tel8GAyNgar88MMAJk8OSLtGJsPDh7fw8/sW+BqYGGuNFwaDL0+elGHlytH07ftjgvUsXNgPvb4kSu0FjEkB8qFUXeAj5s//gvLlm6DTpaufmUKkqHTVk5Vchw4dok6dOmbL6tevz6FDh9KoRUIIIYRIL44e3UZY2C1gFHF/MtljMAzh3Ln9BAefS/3GvQJ/fz+UsgKGWFjrhsHQG3//FURGhsdbx9Wr/3HxYiBKfcP/AywjHTCShw+DOX58Z8o1XIh06J0Osm7dukW2l2bAzpYtG2FhYURERFjcJjIykrCwMLPHeysoKObx4r+B6WtEhBBCCPFa7t69ikZjCxSPp0Q5U7n04M6dq2i1+YEM8ZQoR3T0M0JD78Zbx/+HE5aLp0QZQMOdO+njOXlXaTSg1cb8K9LGOx1kvYoJEybg6upqenh6eqZ1k9KGjw8ULIgvmykYsgdCbuDvL4GWEEKI94eLS1aUigTiu0/pgqlceuDikgWlrgPP4ilxAY1Gi5NTxgTriHE+nhKXARWrnEgtGg3Y2IC9Pbi6gotLzL/29jHLJeBKXe90kJU9e3Zu375ttuz27du4uLhgb29vcZuhQ4cSGhpqely/fj01mvp28vGBDh0Y676ADvhRgz34r72Pn58EW0IIId595cs3wdbWGZhqYa0BjWYq7u5FyZevdCq37NVUr94Og+ERYOmeqwi02jmUL98UB4f4J1jNn78c2bIVIOY5sZS+bgr29hkoV65RirRZJI2VFTg6xgRTGzZAq1ZQp07Mvxs2xCx3dIwpJ1LHOx1kVaxYkV27dpkt27lzJxUrVox3G1tbW1xcXMwe770OHfCt8YSx7guowf97tfz80rphQgghxJtjb+9E27YjgFlAP8B44fU00AalttO58/h0MzeUu3sB6tbtikbTDxgP3CcmUDqERtMQne4Kbdt+m2AdWq2WLl0mAL8D7YCzL9ZcA/oA82nXbiS2tg5v6jDES6yswMEB/vgDcuaENm1gzRrYtSvm3zZtYpb/8UdMubQKtDJm1LBly4a02XkaSFdB1pMnTzh+/DjHjx8HYlK0Hz9+nGvXYrrxhw4dSseOHU3lP//8cy5dusTgwYM5e/Ys8+bN47fffqN///5p0fz0zdir1eKEqVeLkBvSqyWEEOKd9uGHA+nceRK2tj8BudBo7IFiODvvY+DAlXzwQbO0bmKy9Oo1nyZNeqPTjQayvjieSmTJEszo0dvx8iqTaB2VKrXgq6/8cHLaBRR5UUdubG2X8dln02ja9Ms3fBTCSKMBOzvYvh2aNoWXBnCZ3L4ds3779pjyKX1d4PbtWwwe/AWlS+cjWzZbihXzpE0bX/bu3ZX4xqlg8+Z1fPRRPfLly0zGjBpOnjz+xvepUSr9TFXm7+9PzZo14yzv1KkTP//8M507d+bKlSv4+/ubbdO/f39Onz5Nzpw5GTFiRLImIw4LC8PV1ZXQX3/FxUGuygAxUVVQEJtDyuJ3vyEhmUvi7g4FC8bEYkIIIcS7Jjz8MUeObCY09C5ubrnx9m6EtbVNWjfrlYWG3uXIkd+JiHhMzpxFKFWqNlpt8q69P38eyd9/b+Xu3Wu4urpRoUJT7Owc31CL321WVs9wc7uMp2debGxeztoYPxubmEfOnPEHWLFlzw7Xr0NUVMwjJVy7doUGDSrj6pqBoUPHULRoCZ4/f87u3TtYunQRgYExvZ0ZM2rw81tP48bNU2bHyfDrr8u4du0y2bO78+WX3di37xglSpSOt3xU1DOuX7/MnTt5iY42fz3Cw8No08aV0NDQBEe8pasgKy1IkJWAF8HWiJDPCaIgIXhQo4YEWkIIIYQQyfGqQZa9fcw9V23aJH1fq1ZBs2YQT6LtZGvVqhGnT/9LYOA5HB3Ng+zQ0Ee4umYA4gZZI0d+zZYt6wkJCcbNLTutWrVn8OBvsba2BuDkyRN8800/jh//G41GQ758BZg+fSFlypTj2rWrDB7ch8OH9/P8eRS5cuVh9OjJ1KuX8L2A165doVSpvKkSZMntb+LV+fiAjw9j/RawOaQsgfjgv7YkQUGZLRaXni4hhBBCiKTLkCHxMmvWJK/ONWugdWuwtbW8/tGjpNf18OEDdu3azvDh4+IEWIApwLLE2dmZuXN/JkcOd06dOkm/ft1wcnLmyy8HA9C9e3tKlizD1Knz0el0nDx5HCurmABs0KDePH8exZYt+3B0dOTs2dM4OjolveGpQIIs8fo6dMA3MBDfoAWMuN8KKBmnSFCII/4hHgQFSbAlhBBCCJFSHj58s+UTcunSBZRSFCxYONnbDhw43PT/XLnycOHCQNat+9UUZN24cY2+fQeZ6vbyKmAqHxx8jaZNW1CsWAkA8uTJ9zqH8UZIkCVShrFXKzAQglbHWb2ZmJ6uoJCC+Id4mDYRQgghhBCWJdSrpNHEzIOVMf5pzSwylg8Nhde9aeh17jpat24VCxfO4sqVizx9+oTo6Gicnf8//K5Xr6/o27crq1Yto3r1OjRv3oq8eb0A6NGjLwMG9GT37j+oUaMOvr4tKF487kX+tJSusguKdOBFFsKXH76Di5rPt+WPZCYUQgghhHhFSkFkJLRsmbztWraM2S4lsjJ4eRVAo9EQFHQ28cKxBAYeonv39tSt24hff/2dvXuPMWDAMKJiZeMYMmQUhw6dol69xgQE7OaDD4ry++/rAejYsSvHjl3i448/4fTpk9SqVY5Fi2a//gGlIAmyROqR+baEEEIIIVKMXg8tWkC2bEkrnz07fPRRzHYpIWPGTNSqVZ8ff5zL06dP46wPDX1kcbvAwIN4euZm4MBhlClTDi+vAly/fjVOufz5C9KrV3/WrfuDJk0+YvnyJaZ1OXN68umnn7Ns2Tp69x7A0qU/pMxBpRAJskTqMs63FatXS+bbEkIIIYRIvufPY/796SfQ6RIuq9PBjz+ab5cSpkyZi16vp04dHzZtWsvFi+c5d+4MCxfOol69iha3yZevAMHB11i79lcuX77IwoWzTL1UABEREQwa1If9+/25du0qhw8f4NixIxQsWASAoUP7sWvXDq5evcyJE/+wf/8eChUqEm8bHz58wMmTxzl79jQA58+f4+TJ49y+fSvlnoiXSJAl0kasXq0O+Jn1akmwJYQQQgiROKXg2TNo0AA2bYrpqbIke/aY9Q0axJRPyQmc8uTJh7//P1SpUpPhwwdQqVJxPvqoLnv37mLq1PkWt2nUqCk9e/Zn8OA+VKtWmr/+OsigQSNM63U6HQ8e3OfzzztSvnxBPv20NXXqNGTo0NEA6PV6Bg3qTYUKRWjZsgFeXgWZMmVevG3ctm0T1aqV4eOPGwPw2WdtqFatDEuWLEi5J+IlMk9WImSerFQQGMhmf6eYxBgy35YQQggh3jOvOk/W/7cHuxebrVsXk6b94cOYJBctW8YMEYSYACs6OgUb/o6SebLEu8HHB18f8I0935Z/TUn3LoQQQgiRBNHR8PQpWFvHTDTcuvX/10VGQlRUzEOkHhkuKN4ekhhDCCGEEOKVKBUTSEVExKRnDwuL+TciQgKstCBBlni7SGIMIYQQQojXohQYDCl775VIHgmyxNtJEmMIIYQQQoh0Su7JEm8vH5+Y+7UCA8HfLyYxRkhB/EM8TKuFEEIIIdI7Y4+T5KN7Oxhfh9d5OSTIEm8/SYwhhBBCiHeYwWCNwQBRUeHY2tqndXPee1FR4RgMMa/Lq5IgS6QfHTrgGxiIb9ACRoRg6tUKCoIOHdK6cUIIIYQQr0YpHU+eZODevTsA2Ng4oNFo0rhV7x+lFFFR4dy7d4cnTzKgVCIzPCdAgiyRvrwYQjg2Vq9WUEhB/Pw8pFdLCJGuBQefZceOHwgOPou9vROVKrXggw8+xMrq1a+kCnj06A5Llgzi+PGdGAx6cuYsTJcuUyhYsHxaN00IM0+exMwkHB19B61kTUgzBgM8eZLB9Hq8KpmMOBEyGfFbLDAQgoLYHFIWPzoQggfu7jKEUAiR/qxa9R3Ll49Aq82CwVAZrfYmBkMgnp4lGDNmO5kzu6d1E9OlQ4fWM3FiG5R6DlQBXIDdwDPq1+9O794L0raBQlig0ejRap8jHVmpLyYro3WCPVgyGbF490liDCHEO2Dv3pUsXz4C+BaD4RvAFoMB4Cg3bjRj7NjmTJ/+lwwdSqZHj+68CLAKABsBrxdrwoAv2bFjEfnzl6V+/e5p10ghLFBKh17/6sPUxNtBOiNF+ufjg+/gomZza0m6dyFEeqCUYs2aSWg0DYHRgG2std4YDD9z6dIR/vtvbxq1MP1asmTQix6s2AEWxPRmLQbys3Ll2DRpmxDi3SdBlnh3GOfWqrGbGu5BFCyY1g0SQoiEPXp0m6tXj6NU53hK1Ean8+Dvv7emZrPeCSdO/AlUxjzAMtIBXXjwICR1GyWEeG9IkCWEEEKkkejoqBf/c46nhAZwilVOJJVeryem1yo+ToDcli6EeDMkyBJCCCHSSKZM7ri4ZAc2x1PiHHr9OfLnL5eazXon5MxZGNhDzD1YlmzE1jahIEwIIV6dBFni3RMUBCE3CPK/QVCQ3JclhHh76XRWNGrUA43mJ8D/pbXhaDS9cXZ2o3LllmnQuvTts8+mAM+ALwD9S2v9gF3UqtUu1dslhHg/SHZB8W55kVJwLDHzaPmdbIh/SEmCgiS1uxDi7dSq1VBOnTrAf//VQanmQE3gJlrtz1hZPWLIkN+xsbFL41amP/nzl6Nhw8/Ztm0BcADoQsywzI3AbrJnL0CPHnPStI1CiHeXzJOVCJknKx17MY/WiJDPCaIgIXhQo4YEWkKIt8/z51H88ccPbNmykJCQM9jaOlG1akuaNx/wYtibeFU7d/7IihWjuX8/BDBga+tCrVrt6NFjDlqZ8VUIkUxJnSdLgqxESJD1DvDzY3NIWQLxwf9+SdxLZJZeLSGEEEIIkWxJDbLkEo549xlTu7svYHDmxRBywzSPlhBCCCGEEClNgizxfvDxMQVbxgmLCbkhExYLIYQQQogUJ0GWeL/4+Jh6tTrgByf/NfVqSbAlhBBCCCFSggRZ4v0Tq1drVYlxpl4tf38JtIQQQgghxOuTFO7i/eXjAz4+jPVb8P/EGGtLEhQkiTGEEEIIIcSrk54sISQxhhBCCCGESEESZAkBkhhDCCGEEEKkGAmyhIhNEmMIIYQQQojXJEGWEC+TxBhCCCGEEOI1SOILIeIjiTGEEEIIIcQrkJ4sIRIjiTGEEEIIIUQySJAlRFJIYgwhhBBCCJFEEmQJkRySGEMIIYQQQiRCgiwhkksSYwghhBBCiARI4gshXpUkxhBCCCGEEBZIT5YQr0sSYwghUkhExBOCg89y717wK9eh1+sJCblASMh59ProV67n/v0bBAefJSLiySvX8eTJQ65fP8OjR3deuY63yaNHd7h+/QxPnjxK03bo9dGEhJwnJOQCer0+Tdvyrr3G4s2IinpGcPA5bt++glIqrZuTKqQnS4iU8KJXyzcwEPz9CMSHoJCC+Pl5SK+WECJRoaF38fMbzu7dfjx/Hg5A/vwVaNt2BOXLN05SHXq9no0bp7Fx42wePrwOQMaMOWna9AuaNx+ATqdLUj1//72VFSvGcuHCYQCsrR2oWbM9HTp8R4YMbkmqIyTkPMuWDefQoXUYDDGBXqlS9enQYTSFClVIUh1vk3Pn/sLP71tOnPgDAK3WikqVWtChw3e4u+dPtXbo9dFs2DCVjRtn8+jRDQAyZcpFs2Zf0LRp/yS/xinhxo0gfvllGIcPr0epmECvdOkGfPLJWAoUKJdq7RBvt4iIJ6xcOYodO34kIuIRADlzFqd16yHUqNE+bRv3hmnU+xJOvqKwsDBcXV0J/fVXXBwc0ro5Ij0IDISgIDaHlMXvfkNCMpfE3R0JtoQQFoWF3WPAgErcvfsAg6EvUAO4hUYzH6X86dv3J+rU6ZJgHUoppk79hH37VgKdgY9frPkNjeZnKlduxcCBy9FqEx7Asnv3L8yY0RmNphpK9QTcAX+02llkyZKBKVMOJBpoBQefZdCgKkREOGMw9APKAufRameh0Zxl9OhtlCxZM9Hn5W1x4sRuRo1qhFKFMRi+BPID/6DVzsDe/jGTJ+8nZ87Cb7wdBoOBKVPac+DAapTqArQGFLAK+Jnq1dvx1Ve/oNFo3nhbrl07zeDBVXn2zPXFa1wGCEKrnYlWe54xY3ZQvHi1N94O8XZ79uwp33xTm0uXTmEw9AIaAqFoND+h1CY6dBhH69bfpHUzky08PIw2bVwJDQ3FxcUl3nISZCVCgizxyl4EWyNCPieIgoTgQY0alotK8CXE+2vBgj5s374SgyEQ8Iq1RgFdsbb+laVLb+DklCHeOo4c2cLYsU2AlUCbl9auBlozbNhGKlRoGm8dT5+G0qmTB1FRLYGfML+j4BJarQ/16rWiV6/5CR7P8OH1+O+/axgMh4CMsdZEotE0JEuWq/zww/lEA763gV6vp1u3Aty/nxeltgK2sdY+QKutSIkSeRg7dscbb8vhwxsZP745Ma9ny5fWrgTa8e23WyhXrtEbb8vQobU4c+YWBsNBIEOsNc/QaOrj5naThQvPpovXWLw5q1dPwM9vNEodALxfWjsCGMfChefJkcPLwtZvr6QGWfLuF+JNeZGF0JjuvQZ7CPK/QVAQcR6SAl6I91NU1DN27frlxVXel39oaIBxREdHsXfv8gTr2b59EVptOeIGWACt0Gp92L79hwTr2Lt3Bc+fRwLjifvzIB8GQ2927/YjMjI83jpu3brMv//uxGAYjnmABWCLUuO5e/cSJ07sSrAtb4t//93FvXuXUWoC5gEWQCYMhmGcOPEHt29feeNt2bZtEVptBeIGWABt0GrLsm3bojfejpCQ85w6tQeDYQTmARaAHUqN4/bt8/z339433hbxdtu6dRFKtSNugAUwFK02Azt3/pjazUo1ck+WEG9ahw74BgbiGxSThRA84hTxC6mJf4gHQUEyrFCI98nDh7eIjHwMVI2nRHZ0ukKEhAQlWM+1a+cwGOLvwTAYqnH9+qYE6wgJCUKrzY9e7x5PiWpERY3h4cNbZM+ez2KJmzfPv/hffMdTAY3GmpCQIMqUqZtge94GN24EodHYoFT5eErEDIkLCTlPtmx53mhbgoODMBiax7NWg8FQjeDgN9+jFhKS2GtcGdAQEhKUroaFipQVHf2c+/evEP/7xAGlyid6bkvPJMgSIjXETozBubjrQ26YkmX4h3iYNhFCvNscHIxDTW7EU+I5BsMt7O3jH5IC4OTkyu3b8dUBEIyjY8J1ODi4otQdIAqwsVgHgL29c4J1xLgB5LZQ4g5KPY913G83BwcXlIoC7gKW7kULNpV70xwdXbl7N+HXODXaYf4a57RQ4iagEn3PinebTmeFtbU9z5/H955VaLXB2Nunv0Q4SSXDBYVITS+CrZcfvoOLmg0rNKaAlyGEQrzbnJ0zUaJEbbTaeYCldOurMBjuU6VK6wTrqVatNRrNBuC6hbXBaDTrqV494ToqV26JwfCAmPt7XqZHq51HsWI1cXXNGm8d+fOXI3Pm3MDseErMxdranvLlmyTYlrdF+fJNsLKyA+bGU2IOWbLkJX/+N59Nr3r1Vmg067AckF9Do9mY6GucEgoVqkDGjDmJ/zWeg7W1Q6rcGybeXhqNhipVWqHVLgYsDTH2R68/nei5LT2TIEuIt0Ws+bZqsEfm2xLiPdG27QiUOga0BS6/WBoJ/IxW24MPPmhBnjwlEqyjbt1PyZAhG1ptXSCAmKQZCtiPVluPDBmyUrfuZwnWkTt3cSpWbIVW24uYxBeRL9ZcBtqh1N+0bTsiwTp0Oh3t248EfgX6Aca5k8KA74FxNGvWDyenl+/Xejs5O2eiWbMvge+AScDjF2vuAF8Cq2jf/ttUSZ1et25XXF2zoNXWAw7w/9d4H1ptPTJmzEGdOp++8XbodFa0a/ctsBz4iphePoh5jccDE/noowE4OrrGV4V4T7RoMRid7i4ajS9w6sXSaGAdWm1rChSoSJky9dKwhW+WZBdMhGQXFGnCz4/NIWVjhhBSENxlvi0h3mUHD65l5syuRESEotPlRan7GAyhVKrUmv79l2Brm/j3T0jIecaO/ZAbN06h0+UANOj1Ibi7F2XEiPV4eBRMtI7IyAhmzOjCgQOr0Gpd0GiyoNdfxs7OhS+/XEzlypaSLsS1ceN0li79Br1ej06XC4PhJko9w9f3S7p0mZyq8zm9Lr1ez08/DeT332eh0dih1eZAr7+GTqejU6cJNGvWL9XaEhx8ju+++5CQkDPodO6AQq+/Sc6cxRk+fB3u7gVSrS3r109l2bJh6PUKnc4TvT4EiKJ58/506vS9ZBYUAPz3314mTmxDWNgtdLo8KPUYg+E+JUrU4euvf8XFJXNaNzHZJIV7CpEgS6SZ2PNt0YEQPGS+LSHeYc+ePeXAgdUEB5/Fzs6JSpVa4OlZJFl1GAwGTpzYxalTMZndihWrRqlSdZL9gzc4+CwHD64lIuIxOXMWpnLlVtjZOSarjsePH7Bv30ru3r2Gq2tWqlZtQ5Yslu7hSR/u3r3O/v2rCA29S9asuahWrS3OzplSvR0xr/Gf/PffXjQaDcWL16BkyVppEtSEhd1n376V3Lt3HVdXN6pVa0PmzHGTO4n32/PnUfz11wYuXjyGjY0d5cs3IX9+SxkH0wcJslKIBFkizQUGstnfydSrZZxvSwItIYQQQojU9c7OkzV37lzy5MmDnZ0dFSpUIDCRzAAzZsygUKFC2Nvb4+npSf/+/Xn27FkqtVaIFCCJMYQQQggh0pV0FWStWrWKr776ipEjR/LPP/9QqlQp6tevz507dyyWX7FiBUOGDGHkyJGcOXOGH3/8kVWrVvHNN9+kcsuFSAGSGEMIIYQQIl1IV8MFK1SoQPny5ZkzZw4QMy7Z09OTL774giFDhsQp36dPH86cOcOuXf+fWX7AgAH89ddf7N+/P0n7lOGC4q0kiTGEEEIIIVLdOzdcMCoqiqNHj1KnTh3TMq1WS506dTh06JDFbSpVqsTRo0dNQwovXbrE1q1badQo/rkbIiMjCQsLM3sI8daJ1avVAT+zXi0ZQiiEEEIIkbas0roBSXXv3j30ej3ZsmUzW54tWzbOnj1rcZt27dpx7949qlSpglKK6OhoPv/88wSHC06YMIHRo0enaNuFeCOMExkHBoK/X0yvVkhB/EM8TKuFEEIIIUTqSzc9Wa/C39+f8ePHM2/ePP755x/WrVvHli1bGDt2bLzbDB06lNDQUNPj+vXrqdhiIV6BJMYQQgghhHirpJuerCxZsqDT6bh9+7bZ8tu3b5M9e3aL24wYMYJPPvmErl27AlCiRAmePn1K9+7dGTZsmMU5JWxtbbG1tU35AxDiTevQAd/AQHyDFjAiBFOvVlAQdOiQ1o0TQgghhHh/pJueLBsbG7y9vc2SWBgMBnbt2kXFihUtbhMeHh4nkDLOMp+O8n0IkXQ+PtChg1mvFiE3pFdLCCGEECIVpZueLICvvvqKTp06Ua5cOXx8fJgxYwZPnz6lS5cuAHTs2BEPDw8mTJgAgK+vL9OmTaNMmTJUqFCBCxcuMGLECHx9fU3BlhDvpFi9WptDyuIX0sHUqyVZCIUQQggh3qx0FWR9/PHH3L17l2+//ZZbt25RunRptm/fbkqGce3aNbOeq+HDh6PRaBg+fDg3btwga9as+Pr6Mm7cuLQ6BCFSjyTGEEIIIYRIE+lqnqy0IPNkiXeGnx+b8SUQH/xDCuLuLvdqCSGEEEIkR1LnyUpXPVlCiNdQsCC+nAMKQkEICkrrBgkhhBBCvJvSTeILIYQQQgghhEgPJMgS4n3h4yPdV0IIIYQQqUCGCwrxPilYEPz3AE+Bgvj5eUi2QSGEEEKIFCZBlhDvEx8ffImV2v1kQ/xDSkpqdyHEO8tgMPDPP9v5+++tREdHkT+/N9Wrt8fe3inV2xIaepfdu5dy48Y57O2dqVSpJYULV0Sj0aR6W8S7TSnF6dP7OXhwLZGRT/H0LErNmh1xccmc1k17b0h2wURIdkHxzgoMhKAgRoR8ThAFCcGDGjUk0BJCvDvu3r3GqFG+XL/+LzpdAcAZvf449vYuDB68Em/vBqnWlu3bF7FoUV/0eg1abQngJnp9MCVL1mXo0NU4OrqmWlvEu+3x4wd8991HnDmzF50uF+CGwfAvOp2W3r0XULt2p7RuYrqW1OyCck+WEO8rHx/o0IGx7gvogB812IP/2vv4+cXEX0IIkZ49fx7J8OH1uXEjDDiAXn8Ovf4ocJlnzyozbtyHXLlyMlXaEhi4mXnzehAd3QWlgtHrA9HrrwIb+O+/QCZNapcq7RDvPqUU48e35Ny5/4At6PWX0euPoFQw0dHtmDmzC8eO7UzrZr4XJMgS4n3XoQO+NZ4w1n0BgzMvhpAb+PuDn19aN0wIIV7dwYPruHnzLAbDBqASYBySlwul1mIwZGPDhmmp0pZffx2PRlMDmAcYh2tpgWYYDIs4dmwrFy8eS5W2iHfb2bOHOHVqDwbDz0Aj/v9TPyvwA1rtB/z224Q0a9/7RIIsIYSpV8u3xhNTrxYhN6RXSwiRbv311wY0mg+AUhbW2mIwdObAgXVvvB0PH97iwoXDKNWD/wd6sX2EVpuFw4fXv/G2iHff4cMb0OnciQmwXqbFYOjGqVN7ePLkYWo37b0jQZYQ4v98fEy9Wh3wg5P/mnq1JNgSQqQnz549RamsCZRw4/nz8FRpR4z42mKFRpOJyMg33xbx7ouMfApkIf6f+G4vykWkVpPeWxJkCSHMxerVWlVinKlXy99fAi0hRPqRK1cxtNr9gOUfkxrNTnLmLPbG25E5swd2dq7An/GUuIxef55cud58W8S7L1euYuj1p4CQeErsxNExC66uCV2AEClBgiwhhGWSGEMIkY7Vr98dg+ERMBJ4OZHyHyi1icaNP3/j7bCxsaNevS5otfOBUy+tfY5GMxB7e1eqVGn9xtsi3n3Vq7fHxsYOGAjoX1p7HK12MQ0adMXKyjoNWvd+kSBLCJEwSYwhhEiHcuTw4tNPpwCT0WhqAj8Da4HOaDRNKFu2IXXrfpYqbWnTZiQeHrnRaisC/YANwDy02nJoNJvo338JdnaOqdIW8W5zdHSlX7+f0Gh+Q6v1ARYQ837rg1ZbhTx5itCq1Tdp28j3hMyTlQiZJ0uIWAID2ezvRCA+BFEQ3D1kEmMhxFvtr782sWbNZM6d2w9A5sx5aNKkJ82a9U/Vq/lPn4ayZs1Etm9fzNOn9wAN3t6Nad16KEWKVEq1doj3w3//7eO33yZw/PgOQOHs7EbDht346KOvcXBwTuvmpWtJnSdLgqxESJAlxEteTGK8OaQsfvcbEpK5JO7uSLAlhHirhYeHER0dhZNTJrTatBvIo9frefLkAXZ2jtjayu8K8WY9e/aUyMhwnJwyodPp0ro574SkBllWqdgmIcS7wMcnJgthYCC+QeMYEfI5QSEF8Q/xMK0WQoi3jYND/D+GUpNOp5OkAyLV2Nk5ylDUNCJBlhDi1bwItsb6LWBzSFkC8cF/bUmCgjJLr5YQQggh3muS+EII8XokMYYQQgghhBkJsoQQry/W3FrGdO+E3JB070IIIYR4L0mQJYRIOT4+pl6tDvjByX9NvVoSbAkhhBDifSFBlhAiZcXq1VpVYpypV8vfXwItIYQQQrwfJPGFEOLNkMQYQgghhHhPSU+WEOLNksQYQgghhHjPSJAlhHjzJDGGEEIIId4jEmQJIVKPJMYQQgghxHtA7skSQqSuF/dq+QYG4hs0jhEhnxMUUhD/EA+Cgixv0qFD6jZRCCGEEOJ1SJAlhEgbFhJjgEecYkEhjvj5eUiyDCGEEEKkGxJkCSHSVocOL3q1FlhcvZmy+IV0MPV0SbAlhBBCiLedBFlCiLT3olfLEt/AQPD3IxAf07BC4yZCCCGEEG8jCbKEEG83Hx98fcA39nxb/jWlV0sIIYQQby3JLiiESB9izbdlTAEv820J8XYzGAw8fRqKXh/9ynUopQgPf0xU1LPXaktU1DPCwx+jlHrlOvT6aJ4+DcVgMLxWW1JCZGQ4kZHhad0M8QbJa5y+SU+WECL9sJAsIyikoCTGEOIt8/DhbdauncjOnUuJiHiItbU91aq1oVWrobi7F0hSHXp9NFu3zmPTprncvh2TerREidq0aDGIsmXrJ7kt//yzg7VrJ3Py5C4AsmUrSNOmvWnUqBc6XdJ+Bt24EcSaNRPZt+9Xnj+PwN4+I/Xqdeajj74mY8ZsSW7L61JK4e/vx4YNM7l8+SgA+fKV58MP+1GtWls0Gk2qtUW8GUopdu/+hQ0bZnL16jEAvLx8+PDD/lSt+rG8xumIRr3OJZ33QFhYGK6uroT++isuDg5p3RwhhFFgIAQFsTmkLH50IAQP3N1lCKEQae3evWAGDarCw4ePMRi6AmWB82i1C7G1fcL48bvx8iqTYB16fTQTJrTiyJHNKNUaaAI8Rqv9GYPhMJ9/PpdGjXol2pYtW+aycGEftNoPMBg6A87AZjSa1fj4NGXIkN8SDbQuXvyHoUNrERXlgsHQA8gP/INWu5iMGV2YPDmALFlyJuWpeS1KKRYv7s/mzTPRaBq9eF4UGs0qlNrOhx8OpEuXyW+8HeLNUUqxcOEXbN06F42mMUq1AgxoNL+i1B+0aDGETp0mpHUz33vh4WG0aeNKaGgoLi4u8ZaTICsREmQJ8ZYLDGSzv1NMrxYFCcGDGjUk0BIirYwb9xFHjhzBYDgIeMZaE4pWWxt390jmzv03wSvy27cvYt68nsAmoHGsNQroh0Yzh0WLLpItW55467h16zI9euRHqS+A6UDs/f0ONKVPn0XUq9c13jqUUvTqVYKbN+0xGHYBsX9QXUOrrYyPjw/ffLM23jpSyokTuxgxog4wF3g5wJwJ9GP8+L0UL17tjbdFvBn//LODUaMaAAuAHi+tnQoMZOLE/RQtWjn1GydMkhpkyT1ZQoj0zccH38FFGeu+gA74UYM9pnu1AgPTunFCvF/u379BYOBGDIbhmAdYAK4YDN8THPwfp0/vT7Ce33+fj0bji3mABTGB0ng0Gmf++OOHBOv4448f0GicgfGYB1gATdBomrB587wE6zh9ej83bpzCYJiEeYAFkAuD4Rv++msj9++HJFhPStiyZT5abXGgp4W1fdFqC7F1a8LHI95uMa9xaaC7hbX90enys3Xr/FRulXhVEmQJId4NsRNj3F8jiTGESAPXrp1GKQNQL54StQArrl49GW8dSimuX/8XpeKrwxGDoSpXrsRfB8CVK/9iMFQDLI9CUao+168nXodGYw3UiKdEfZTSc/366QTrSQmXLv2LwVCfuAEjgAaDoT4XLyZ8POLtFvMa18Pya6xFr6/PpUvyGqcXEmQJId4dPj7QoQNjS6w29WoRckN6tYRIJba29i/+9yCeEqFANDY29vGsB41Gg7W1fQJ1gEZzL9a+LLOxsUervZ9Aifsv9pNwHUpFv2i35TqM5d60mONN+HgSe07E2y3m9Yv/fQ+Jv+/F20OCLCHEuydWr1YH/Mx6tSTYEuLNKVDAB2fnbEB8Q/l+RKu1xtu7YYL1fPBBM3S6n4EoC2v/Q6nDVKjQLME6KlRo9uK+sFMW1kah1S7lgw8SrsPbuyFarQ74KZ4Si3FxyU7Bgm/+JtBKlZqh1a4BHlpYew+tdj2VKiV8POLtFvMa/4bloP4OGs1GeY3TEQmyhBDvphe9Wr41npj1avn7S6AlxJtibW1Dy5aDgIXAZMA4t1U04IdGM4w6dT4lY8bsCdbz4YcDUeoa0Ba4FWvNUbTaD8mWrQCVKrVIsI7KlVvi5pYfrbY58E+sNTfRaNqi0QTz4YcDEqwjU6Yc1KnzKRrNN8ByQP9izTNgErCIli0HYWVlnWA9KaFBg8+xtbVGq/UFLsVacwGttgn29vbUr2/pXh6RXjRq1AsbG82L1/hyrDVBaLVNcHBwSjBRi3i7SJAlhHi3SWIMIVJV8+Zf0bz5AGAwWq0HWm01dLo8wCdUrNiMHj1mJlqHl1cZhgxZjY3NDjQaT7TaSuh0JYByZMtmxdixO7C2tk2wDhsbO777bgfZslkB3uh0JdBqK6HR5MLa+g+GDFlNvnylE21Ljx6zqFixKdABnS43Wm01tFoP4Gs+/HAgzZr1T7SOlJA5sztjxmzD0fE8kB+ttjw6XTmgAE5OVxkzZnuqztklUl6WLDkZM2YbDg5nAS+0Wp8Xr3EhnJ1v8N13O3B1zZrWzRRJJCncEyEp3IV4h7yYW2vEyVYEZa5omlurQ4e0bpgQ756QkPPs2vUzd+5cxdU1KzVqdCB/fu9k1fHkySP27PmFCxf+xtralnLlGlO+fJMkTyIMMXNuHTnyO3//vYXnzyPJn78cNWt2xMkpQ7LacuHCUfz9/QgNvYubW25q1+6Cu3v+ZNWREiIjI9i/fxUnT/qj0WgoXrwGVaq0lnt13iGRkeHs2/crp07tQ6PRULJkLSpXboWNjV1aN00g82SlGAmyhHgH+fmxOaSsaW4t3D1kEmMhhBBCJErmyRJCiPhIYgwhhBBCvEFJ728XQoh3iY9PzP1agYHg7xfTqxVSEP8QD9NqIYQQQohXIUGWEOL95uODrw/4+i1gM74EFuxAUJBplRBCCCFEsslwQSGEAChY0NJ/hRBCCCGSTYIsIYQQQgghhEhBMlxQCCGMQm4AQTEZB5HhgkIIIYR4NdKTJYQQEHNvVo0n+ISsp2DIHgi5IdkGhRBCCPFKJMgSQgijF4GWKbX7yX8ltbsQQgghkk2CLCGEiM3HxzSP1qoS46jBHtM8WhJoCSGEECIp5J4sIYSw5MU8WmP9FrA5pCyB+OC/tiRBQZkpWFDu1xJCCCFE/KQnSwghEvKiV2us+wIGZ15s6tXy80vrhgkhhBDibZXugqy5c+eSJ08e7OzsqFChAoGJjN959OgRvXv3JkeOHNja2lKwYEG2bt2aSq0VQrwTYg0h7ICfaQjhpEkyhFAIIYQQcaWr4YKrVq3iq6++YsGCBVSoUIEZM2ZQv359zp07h5ubW5zyUVFR1K1bFzc3N9asWYOHhwdXr14lQ4YMqd94IUT65+ODL4H4BsUMIfS73xB//5IEBSFDCIUQQghholFKqbRuRFJVqFCB8uXLM2fOHAAMBgOenp588cUXDBkyJE75BQsWMHnyZM6ePYu1tfUr7TMsLAxXV1dCf/0VFweH12q/EOIdEhgIQUGMCPmcIAoSggc1akigJYQQQrzLwsPDaNPGldDQUFxcXOItl26GC0ZFRXH06FHq1KljWqbVaqlTpw6HDh2yuM2mTZuoWLEivXv3Jlu2bBQvXpzx48ej1+vj3U9kZCRhYWFmDyGEiOPFEEJjuvca7MF/7X1J9y6EEEKI9DNc8N69e+j1erJly2a2PFu2bJw9e9biNpcuXWL37t20b9+erVu3cuHCBXr16sXz588ZOXKkxW0mTJjA6NGjU7z9Qoh3VIcO+Aa+GEJIWfxCOuAf4kFQEHTokNaNE0lx+fK//P33FqKjo/DyKou3dyN0Ol2y6nj48DYHDqwmLOwuWbJ4UrlyKxwdXZNVR1TUMw4f3kBw8Fns7Z344IMPyZHDK1l1KKU4dSqAU6f2oZSiePFqFCtWDY1Gk6x6hHgfPXhwk4MH1xAWdo+sWXNTuXIrHByc07pZrywk5AKHD6/n2bOn5MpVlAoVmmFtbZvWzXpvpJvhgiEhIXh4eHDw4EEqVqxoWj548GD27t3LX3/9FWebggUL8uzZMy5fvmz6wpw2bRqTJ0/m5s2bFvcTGRlJZGSk6e+wsDA8PT1luKAQInGBgWz2dyIQHxlCmA48efKQSZPacfz4drRaFzQae/T622TOnJuvv/6VwoU/SLQOg8HAihXfsmbNJJTSoNVmRa+/hY2NHV26fE/jxr2T1JbAwM1Mn/4pT5/eQ6dzR6lHGAwRVK/egS++WISNjV2iddy6dZnx41ty5co/aLWZAA0Gw31y5y7DsGFryJ49X5LaIsT7xmAwsHTpEDZunI5SOrTaLOj1N7GxcaBbt2nUr98trZuYLJGREcya1ZWAgBVotY5oNK7o9SE4O7vx1Vc/4+3dMK2bmK69c8MFs2TJgk6n4/bt22bLb9++Tfbs2S1ukyNHDgoWLGh2RbJIkSLcunWLqKgoi9vY2tri4uJi9hBCiCTx8TGle++AH+73/zWle5chhG8XvV7PqFFN+PffI8CvGAz30OtvAUd4+NCDb7+tT0jI+UTr+e237/jtt3EYDN+g1E30+mDgKlFRHVm4sA+7di1NtI7Tp/czfvxHhIdXBM6g19/AYLgLzGPfvtXMmNEl0TqePg1l6NBaXLsWCvyBwXD3RR07uX79CUOH1uLJk0eJ1iPE+8jPbzjr10/BYBiJUrdefI6vEBXVhrlzu7Nv369p3cRkmTr1Ew4c2AAswmC4i15/AzjFkyflGDu2GWfPHk7jFr4f0k2QZWNjg7e3N7t27TItMxgM7Nq1y6xnK7bKlStz4cIFDAaDaVlQUBA5cuTAxsbmjbdZCPEeipXufVWJcaZ07/7+Emi9TY4d20FQ0EEMhtXAx4AxOVI5DIbtREU5sWHD1ATrCA8PY82aScAgYBSQ6cUaD2Au0Ao/v1EJ3gcMsHLlWKAESq0FCr9Y6gB8jlLz2L//V65dO51gHX/+uYQHD25gMOwE6hLz9a4B6mAw7OTBgxD+/POnBOsQ4n0UFnafDRumA8OA4UCGF2s8gUVAU5YtG0k6GfjFpUvHOXx4LQbDQqAbYP9iTVGUWg8UZtWqcWnXwPdIugmyAL766it++OEHli5dypkzZ+jZsydPnz6lS5eYq3wdO3Zk6NChpvI9e/bkwYMHfPnllwQFBbFlyxbGjx9P795JG74hhBCvTBJjvNUCAlah1ZYAalhY64zB0AV//4SvXh85soWoqKfAlxbWaoC+3L9/hfPnj8Rbx5MnDzlx4g8Mhl78P9CLrT1abSb271+VYFv27l2FUk2BvBbW5kap5uzdm3AdQryPjhzZTHR0JPCFhbUxn+Pbt4O4dOl46jbsFe3f/xtabVZiLh69zAaDoSdHj24hPFwSu71p6SbxBcDHH3/M3bt3+fbbb7l16xalS5dm+/btpmQY165dQ6v9f9zo6enJjh076N+/PyVLlsTDw4Mvv/ySr7/+Oq0OQQjxvpHEGG+lp08fYTDkIuZHlCW5efYsFIPBYPa98nIdMdcq3eOt4//l4mtHqFnZuGzQaHIkWAfA48cPAcujOoz1P358IsE6hHgfPXnyCI3GHqXizrcaI/HP8dvk6dNHaDQeWL5oAzHHo4iIeIyDg9wS8yalqyALoE+fPvTp08fiOn9//zjLKlasyOHDMvZUCJGGfHxi7tcKDAR/v5jEGCEFmTRJEmOklRw58qPV+mEwRAGWho8fIGtWr3gDLGMdYAD+AiwlyTjwolz8GQIzZMiGjY0jUVH7iRnm97I7GAxBZM/ePd46AHLmLMDduweINTrejFZ7AA+P5GUqFOJ94O6eH6XCgWNAGQslYj7H6SVxTI4c+TEYfgLuA5ktlDiAra0LLi5ZUrll7590NVxQCCHSNUmM8daoV68rBsMdYLqFtcfQaH6lUaOEM4qVLFmLLFnyotGMAF5OphSGVjuOokWr4+5eIN46bG3tqVXrE7TaecDVl9YqYCQ6nY4aNRLu9mzQoBsGQyCwzsLajRgMh2jQIH1lSBMiNZQt24AMGTzQaIYBz19a+witdgKlStXHzS2+3ua3S82an6DVKmA0MeeQ2C6j1S6gbt1Okso9FUiQJYQQqUkSY7wVPD2L0LLlUGAI0BbYARwGhqPV1iBv3hI0bmx51ISRTqejb99FaDR70WorAcuBI8BCtNry2Nhcp0ePWYm2pW3bUWTK5IxWWwH4HggENqLRNAQW0L37DJydMyVYR/nyTahYsSUazcdAb2AvsA/og0bTkgoVPqJChWaJtkWI941OZ/Xic7wTjaYqsJKYz/F8tNpy2NndoXt3Sxdj3k6urlnp2nUaMBuNpgmwmZhzygS02g/IkiUTH388Im0b+Z5IN/NkpZWwsDBcXV1lniwhxJvh58fmkLIE4oP//ZK4l8hMwYIyhDA1KKXYseMH1qyZxJ07FwGwtXWmbt3OdOjwXZLvVzh9+gDLlo3g1Kk9AGg0WsqVa0KnTuPJlatYkup48OAmS5cOZd++X9HrY+ZqzJWrFO3afUulSh8lqQ69PprVqyewefNcHj+Ome7E2Tkbvr69aNlyKFZW8d2jIYT477+9LFv2LWfO7ANiPsc+Ps3o1GkCOXMWSuPWJd/+/atZuXIs16+fBMDKyo7q1dvSseMEMmbMlsatS9+SOk+WBFmJkCBLCPHGBQZCUBCbQ8riRwdC8MDdXRJjpBaDwUBISBDPn0eSI0d+7OwcX6mee/eCCQ29S6ZM7q/8I+bJk0fcuXMFOzsncuTwQqOJLzFH/J4/jyIkJAgAd/eCWFvLlCVCJNXdu9cJC7tH5sweZMgQXzKM9EEpxc2bF3n27AnZsuXF0dE1rZv0TpAgK4VIkCWESDWBgWz2d4pJjEFBQpDEGEIIIcTbJKlBltyTJYQQbwtJjCGEEEK8E9JdCnchhHinxUr37hs07n/t3XlcVNX/x/HX3EFAVHBfIHMnNXcNIzUxLbfIdjUxM6uv7WWbLW6ZZZZlpWm7GZapvyy1stzQNItyy3Ih92XEXRBRlrn39wdIoKw6w7C8n4/HPIp77hw+d87I8OGc+zmMcAwlxhGcsbdWdrSsUEREpGhRkiUiUhSlJ1tjI6dlFMaAoAtOi3GUIzIySMUyREREihAlWSIiRVlERPqs1rRsmxfQhkhHRMZMl5ItERERz1OSJSJS1KXPamUnPDoaoiLTimWkLys89xQRERHxDCVZIiLFWUgI4SEQnmlZYVRUF81qiYiIeJCqC4qIlAQRERmVCcOOzQXHgYzKhCIiIlK4lGSJiJQUISEQEcHY2zYSQSRhLAfHAZWAFxERKWRKskRESprz9tvKPKulZEtERMT9dE+WiEhJlGm/LRXGEBERKVxKskRESjIVxhARESl0Wi4oIlIaqDCGiIhIoVGSJSJSWpwrjNF8jgpjiIiIuJGSLBGR0ibTrJYKY4iIiLie7skSESmNVBhDRETEbZRkiYiUZiqMcclOnjzMwoXvsXRpJKdOHaFKldrccMNgevZ8ED+/Cvnq4+zZRN5/fyi//votycmJ2Gx2Lr/8CoYMeZtWrbq6+Qqyio3dyfz5k1i5ci5nz54iKOgKevZ8gG7dBuPlVaZQY5GiKzHxFD/+OJWff/6MY8f2UaFCNbp1G8iNNz5KQEA1T4cn4nE2y7IsTwdRlMXHxxMQEEDcrFn4+/l5OhwREfeJjoaYGEZsuoOYKqE4CCIwECIiPB1Y0RUbu5PnngsjLu4EpjkACAbWY7PN5rLLGjN+/HIqVKicax+JiQk88EBD4uMPAz2B64BY4FMgjqFD36NXrwfdfSkAbN26hpEje5Cc7INp3g0EYrNFYVkLadWqOyNGfEeZMt6FEosUXfHxx3j++S7s3x+DZd0JtAJiMIyZVKxYmfHjo6hZs56HoxRxj8TEePr1CyAuLg5/f/8cz1OSlQclWSJS6kRHsyCqfNoSQoIhMEizWjl45pmO/PvvIUwzCgjK1PIPhtGZjh178PTTuZdwHDHiejZuXA78ANyQqeUU0AubLZqvvjqCn1/OH+aukJKSzL331uPUqfqY5g9A5lm4Jdhsvenf/0X69Rvp1jik6HvzzQGsWvVz+vv+ykwt+zGMMBo1qsUbb/zioehE3Cu/SZYKX4iISFYhISqMkQ87dqxn27bVmOYbZE2wAK7ENF9k1arZnDx5OMc+kpPP8tdfK4EhZE2wIC3J+RDLSmbGjBddGnt2fv/9W+LiHJjmNLImWADdsKx7WbhwGk5nqttjkaLrxIlDrFo1G9N8iawJFsBlmOYEtm1bxa5dGz0RnkiRoSRLREQulF7uPTwsIUu596goJVrn/PvvH4ANuDGHM27GNFPYtWtDjn3s2rURy0oG+uRwRhOgHlu3rr6UUPMlJiYau70BF/7ifM7NxMcf5OjR/W6PRYquXbs2YJqp5PyeDQdsxMToB4WUbip8ISIiOQsJIZxowlnGAsoRGXP+jE3pZbd7ARZwFiifzRmJABhGzh+1Zcr4ZDn3Qmn9G4b9ouPMr7TrOZv+PW3ZnJGY6Twprf4b/5zes2nvIb1PpLTTTJaIiMhFaNWqGzabAXyRwxkz8PUN4Ior2ufYR926LfDyKgdMz+GMFcBBOna885JizY/WrbvjdB4AlmXbbrPNICjoSqpUUaJdmgUHt8fHxx+YkcMZX2CzGbRs2a0wwxIpcpRkiYiIXIRq1S6nY8e+GMZzwJJMLRbwJTbbW9x440P4+pbLsQ/DMOjaNQL4HngVSMnU+jcwkDJlynPzzU+54Qqyat48jHr12mIY9wJ/ZWpJAV7Hsr7l9tufxmbLbpZLSouyZctz440PYbNNBL4i7f1O+n8XYxjD6dixH9Wq1fZckCJFgJIsERHJW0wMRC3PUgRD4OGHP6BJk7bA9RhGG6A/htEYGECHDrczYMDLefbx4IPv06RJR+BF0gpo9AM6As2x24/x6qtLMAz3f1zbbDZGjPiWmjXLAS2x2a4F+mEYdYHh3HHHC1x33SC3xyFF34ABL9Ohw23AXRhGE9Le922BG2jSpB2PPPKBhyMU8TyVcM+DSriLiKQ7r7S7gyDCwlTa3el0sm7djyxb9gUnTx6hevXaXH/9vVx55bUFmvVZtWo2s2aN5ejRg3h7l6F9+z4MGjSe8uUrui/4bKSkJLF69VxWrZpDYuIpate+gu7dH6B+/VaFGocUbZZl8c8/K1m8+FMOH95HpUrV6dJlIG3a9MBud/89hCKeon2yXERJlohIJukbFi9wtCHyWE8cVVoQGIj20RIRkVJB+2SJiIjrZSrt/nXzcSrtLiIikg3V1xQRkYILCYGQEMZGTmOBow3RhBD1fy2IiamiWS0RESn1NJMlIiIXL31Wa2zgNJ6t8rEKY4iIiFDAJOvMmTOsWrWKzZs3X9B29uxZZszIac8EEREpsTItIYwgMmMJ4YQJWkIoIiKlU76TrJiYGJo0acK1115L8+bN6dy5MwcPHsxoj4uLY/DgwW4JUkREioGQkIxZrQgiCTz2V8aslpItEREpTfKdZD333HM0a9aMw4cPs23bNipUqECHDh3Yu3evO+MTEZHiRIUxRERE8l/44tdff2XJkiVUrVqVqlWrsmDBAh566CE6derE8uXLKVcu5x3tRUSklFFhDBERKcXyPZN15swZvLz+y8lsNhtTp04lPDyczp07ExMT45YARUSkGFNhDBERKYXyPZPVuHFj/vzzT5o0aZLl+OTJkwG46aabXBuZiIiUDOmzWuHR0RAVSTQhxDiCmTAhiLAwzWqJiEjJk++ZrFtuuYWvvvoq27bJkyfTv39/LMtyWWAiIlLCnFcYI4zlKowhIiIlks1SZpSr+Ph4AgICiJs1C38/P0+HIyJSMkRHQ0wMIxxDiSEYB5rVEhGRoi8xMZ5+/QKIi4vD398/x/PyvVxQRETEZVQYQ0RESrACbUYsIiLiUiqMISIiJZCSLBER8axMe2udu1cLxwEmTNC9WiIiUjxpuaCIiBQNISGEE014TKYlhFFdiIlBSwhFRKRYUZIlIiJFR6Zy7+Ex0xjhgBhHMFGOoIzmzGbPfo3o6PmUKePNbbc9R7t2vQr8LXfu3MD3308hJSWJ1q1voEuXCFdcSYFZlsU///zC/v1bKVu2PG3b9qR8+UoeiaUoiYqaybp1P1GmjA89ez5Iw4ZtCtzHsWMONmxYTGpqMg0btqNBg9ZuiDRvaWO8kv37t1G2bIX0Ma7okVgSEk6wdu2PnDmTwGWXNebKKzths9k8EosrHDt2gA0blpCamkyjRldRv34rT4ckpdxFVRf84osvmDZtGrt27WLNmjXUqVOHSZMmUa9ePfr06eOOOD1G1QVFRDwoMvK/Wa1jLQhsnlYY4/TpSCZNGoJlJWc62YavbwXee28DNWrUy7Pr+PjjPPtsKA7Hv8B/H4U+Pv4MHz6Ltm17uv56crB16xomTRqCw7EFsAEWZcqU5aabHiMiYhx2u73QYikq1q9fzKuv3kFSUlymozZq1mzIm2/+ir9/1Tz7SEpKZOrUR1i+fAaW5cw43qhRKE899TmBgY3cEHn2Nm9ezTvv3MfBg1v5b4z9uPnmJ7jrrpcLbYydTieRkS8yf/67pKScyYglMLAJTzzxKY0bX10ocbjK2bOnef/9h1ixYmaWMQ4OvoannppBrVoNPBidlET5rS5Y4Huypk6dyrBhw+jVqxcnT57E6Ux7Q1esWJFJkyZddMAiIiIXyKYwxrx5y3j77cFY1mXAPCAZOAlM4uzZZIYObUJycnKu3ZqmyUMPNcXh2ANMBI4DKcB8kpJqMmZMH7Zv/9O915Zu166/eOml64mNrQgsB1KBg6SkPM3//d8bfPzxE4USR1Gyffs6Ro++kaSkasB3pI3NCeBtYmP38dBDzTBNM9c+LMvi1VdvJyrqayxrYvrzU4Bv2bHjOM8915njxw+6+1IA2LFjPSNG3MChQ1WAFaSNsYOUlCeZM2c8n376VKHEAfDRR4/zzTdvkpLyDHAwPZblxMZW5KWXurFr11+FFsulMk2TceNuZeXK/8Oy3ibt50AyMI/t24/w3HOdOXEi1rNBSqlV4CTrvffe46OPPuLFF1/M8leXdu3asWnTJpcGJyIicn5hjD3/3gn4AquAm4EyQADwGDAXpzOJDz54ONcuFy58j/j4Q8BXwJNAJdJW0IcDvwB+TJky1F1XlMWXX44mNTUI01wChJH20VwTeBl4k++/n0Js7K5CiaWoeP/9/2FZ58b4JtLGpiLwOPA18fGHmD9/Uq59/PXXMtav/xHT/Cr9eRXT++mDaUZx6tSZPPtwlS+/HI3TWQfTXAxcS9oY1wJeAcazcOF7HD68x+1xHDy4gx9+eB/LehMYQ9r7zADCMM3FpKYGMWvWy26Pw1U2blzCxo0/Y5qzgUdJ+zlQBrgZ04wiPv4UCxa869kgpdQqcJK1a9cuWre+cC2zj48Pp0+fdklQIiIiFwgJITwsgYTkeOAe0n5JPV8v4AqiomblWpnwxx+nAvVIS9LOVx24jx073P8X/dOn44iOno9pPgJktyT9fxhGBVasmOn2WIqS7ds3AvcCNbJpDQca8OOP03LtIyoqEsNonH7++WpimoNYsmTGJceal4SEE/z550JM81GgbDZnPIjN5sfKlV+5PZYVK77EMPyBB7JpLYdpPsJvv31LYmK822NxheXLv8AwmgHZLe0NxDQHsmTJF4UdlghwEUlWvXr12LBhwwXHFy1aRJMmTVwRk4iISPZCQkhb3tQ4hxNsQFNSU5Nz3W/r9OmTQJP087NzBZBCamrqpUSbp4SEE+n3keR0PX7YbLWJizvs1jiKkrRlgCmkjUF20sY4MTEuh/Y0J08exjSvILcxPnXK/a9rfPwxLMsk5+spj80WVChjHBd3GJutNtkn9ABXYFlOEhJOuD0WV0gb42A8PcYi2SlwkjVs2DAefvhhvv76ayzLIjo6mnHjxvH888/z7LPPuiNGERGRTLyAdTm0mcBaytrtGfttRUZeuN+Wv381YD3gzKYPgPXYbN54ebm3CK+/f1Xsdp/0WLJzEtPcSdWqtd0aR1FiGAY2mw+wIYcznMC6PAtfVK16GXb7RnIb40qV3P+6VqxYHcMoQ87XcxzT3FMoY1y1am0sayeQU4K6HrvdJ19FRYqC/8Y4p/vz1lO5cun5tyNFS4GTrPvuu4/XX3+dl156icTERO666y6mTp3KO++8Q79+/dwRYxZTpkyhbt26+Pr60r59e6LzuVPlrFmzsNls3Hzzze4NUERE3Kpe9UrATCAmm9aZwF4euaoVYwOnEUEkOA5kzGqd+8i49dZzN/1Pz6aPncB0mjRp747wsyhbtjwdO96BYUwGjmVzxkRsthTCwjxTVt5Tmja9Gvgc2J5N6xfAAW655elc++jadTBO5+7088+3HcOYSY8e915qqHny8/OnQ4fbMYx3SSuwcr43sNmcdO48wO2xhIVFYFlJpBV7Od8xDGMy117bF1/fcm6PxRW6dbsXp3MH8GU2rduw2WbRvfvgwg5LBChgkpWamsqMGTPo1q0b//77LwkJCcTGxrJ//36GDBnirhgzfP311wwbNoxRo0axbt06WrZsSffu3Tl8OPep4N27d/P000/TqVMnt8coIiLu9e2LL5L2l+trgMnAXuAf4FngHvx8fHn12WezFMs4N6sVFZWWaF133d3UqhVM2r0pTwN/p/fzPhCKYVg8+ugnhXI9AwaMwc/vLIZxDecSCPgTGAK8Qr9+I6hcObv7z0quxx//DLvdRtoYT+G/MX4GGEKNGg247rpBufZxxRXtCQu7G7gv/Xn/pPczBcPoRPXqtbnxxkfdeRkZBgx4mbJlEzCMDqT9IeAA8Adp9xaO5667RlOxYnW3x1GlSiD9+o0AxpL2/vozPZYvMIxr8PNLon//0W6Pw1WaNLmGa6+9C5ttMPAcsBnYA7yHYVxLrVp16dUr9yI4Iu5S4H2y/Pz82LJlC3Xq1HFXTDlq3749V111FZMnTwbS1m3Xrl2bRx99lOHDh2f7HKfTybXXXsu9997LL7/8wsmTJ/n222/z/T21T5aISNGzevNmrh85mjPJSfy3x5Wdy6pUZMv771O+7HkFBjLvt0UXAgOhfv1kFiy4nn/++ZW0+7wAbFSqFMTo0d9Tr16LQrue/fu3MXXqI2zatCTjmL9/Lfr1e4HevR8u1pvEXqzdu/9m9OieHD9+gP/G2IumTUN5+eUleHt759mH0+lk1qwxzJ//HmfOnATAZrNz9dW38OCDUwolsTln//6t6WO8NONYQEAg/fu/RM+eQwttjC3L4vvvpzBr1qvEx/9Xwr5Fi+t58MHJBAUFF0ocruJ0pvLll6NYsGAKZ8+mLYM0DC9CQ29l6NDJBARU83CEUtLkd5+sAidZYWFhPPHEE4W+7C45ORk/Pz/mzp2b5XsPGjSIkydP8t1332X7vFGjRvHXX38xb9487rnnnjyTrKSkJJKSkjK+jo+Pp3bt2kqyRESKoMXr1zNj+XLKenvz/B13UK9GdtXo0kVHQ0wMIzbdQUyVUBwEERgIN910lKVLPycp6TTt2vWiYcN2hXcB5zl4cAcHDmzD17c8jRuH4uVVxmOxFBXbt6/jzz8X4u1dlm7dBl/U/UJJSYls3bqG1NRk6tZtSZUqgW6INH8cju04HDGULVuBK6642mNjnJqawtatazh7NoGgoCuK/aa9Z8+eZtu230hNTaZevValbvZXCk9+k6wC39H70EMP8dRTT7F//37atm1LuXJZ1+22aOGev/wdPXoUp9NJjfM+QGvUqMHWrVuzfc6qVav45JNPsq2GmJPXXnuNMWPGXEqoIiJSSK5v3Zrrs9lWJFshIRASwtjoaBZE7SCaEGIcwcyfH0Rw8FNphQs9rFatBsX+l11Xa9iwDQ0btrmkPnx8/GjZsquLIro0gYENCQxs6Okw8PIqQ7Nm13o6DJfx9S1XZMZYBC4iyTpX3OKxxx7LOGaz2bAsC5vNhtOZUxWfwnXq1CkGDhzIRx99RNWq+f+r1/PPP8+wYcMyvj43kyUiIiVESAjhRBMeM40FjjZEOiKIcgQREwPBwRSJZEtERIq3AidZu3Z5Ztf5qlWrYrfbOXToUJbjhw4dombNmhecv2PHDnbv3k14+H+bEKbtvQFeXl5s27aNBg0u/Guhj48PPj4+Lo5eRESKlPRZrfDoaIiKzJjVinIEZTSLiIhcrAInWZ4oeAHg7e1N27ZtWbp0acY9WaZpsnTpUh555JELzm/cuDGbNm3Kcuyll17i1KlTvPPOO5qdEhGRtEQrBMIjp/1XGCOqi2a1RETkkhQ4yZoxY0au7XffffdFB5OXYcOGMWjQINq1a0dISAiTJk3i9OnTDB48OON7BwUF8dprr+Hr60uzZs2yPL9ixYoAFxwXEZFSLiKC8Oi0JYQjNh0jhtCMJYQRpWuLKhERcYECJ1mPP/54lq9TUlJITEzE29sbPz8/tyZZffv25ciRI4wcOZLY2FhatWrFokWLMoph7N27F8Mo8P7KIiIiORbGiIwM0qyWiIgUSIFLuGfn33//5cEHH+SZZ56he/furoiryNA+WSIipVB6ufcFjjZEEpFR7l3JlohI6ZbfEu4umfZp1KgR48ePv2CWS0REpFgKCUlbQhiWQASRhLEcHAeIikrLv0RERHJT4OWCOXbk5YXD4XBVdyIiIp6nwhgiInIRCpxkzZ8/P8vXlmVx8OBBJk+eTIcOHVwWmIiISJGhwhgiIlIABb4n6/zCEjabjWrVqnHdddcxceJEatWq5dIAPU33ZImISBbR0SyIKp9WGINgCFRhDBGR0iK/92QVeCbr3Ia+IiIipVJICOGkzWotcLQh0hGRMaulZEtEROAiCl+8/PLLJCYmXnD8zJkzvPzyyy4JSkREpEg7vzBGYAwAMTEejktERIqEAidZY8aMISEh4YLjiYmJjBkzxiVBiYiIFAshIYQHriMk+CTBwZ4ORkREiooCJ1mWZWGz2S44vnHjRipXruySoERERERERIqrfN+TValSJWw2GzabjeDg4CyJltPpJCEhgaFDh7olSBERkSItJgaoCAQTHa37skRESrt8J1mTJk3CsizuvfdexowZQ0BAQEabt7c3devWJTQ01C1BiojIpduybx9Tvv+exRs2Y1kW17VswsO9etG8bl1Ph1asna5blwNL3uabf4/gSLZY4tuQxY3v47nn7sTLq4ynwxMREQ8ocAn3FStWcM0111CmTOn44FAJdxEpCb5asYKBb0/CRhVSzdsAAy/7NzjNQ3zy6CMM7tbN0yEWS4dPnqTrCy+wef9+egPBwFoMojCp5N+JBx5cRIcO+uwQESkp3FbCvXPnzhn/f/bsWZKTk7O05/bNRESk8G3bv5+Bb0/CaQ4APgK8AUh1vg08zJD3JtOmQQNa1qvnyTCLpXvefpujDgd/AVdmHDVZCfSMX83nnz/Frl1TVdpdRKSUKXDhi8TERB555BGqV69OuXLlqFSpUpaHiIgULe//+CM2KgEfci7BSlMGeB+7rSbvLfzeM8EVY9v27+fH9et5wzQzJVhprgWex+T4oU9I3ruZqCiIjvZAkCIi4hEFTrKeeeYZli1bxtSpU/Hx8eHjjz9mzJgxBAYGMmPGDHfEKCIil2Dpxs2kmjcDPtm0epFq3s7SjZsLOari75fNaa/Z7Tm03wkkWym0SXiLMJYT9X/HiIxUsiUiUhoUeLngggULmDFjBmFhYQwePJhOnTrRsGFD6tSpw8yZMxkwYIA74hQRETfKZmcOcZHQFmfoljqNBbQh0hFBlCOImBiIiPB0ZCIi4i4Fnsk6fvw49evXB9Luvzp+/DgAHTt2ZOXKla6NTkRELlnXlk2xG/OApGxaU/Gyz6Vby6aFHVax16lp2ms2J4f2r4GyZcrQ7sYbISKC8LAEIogkjOXgOMCECZrVEhEpqQqcZNWvX59du3YB0LhxY2bPng2kzXBVrFjRpcGJiMile6hnT+AkcD9ZE60U4EGcZiyP9O7tidCKtSsuu4xerVvzjGHw93ltK4DxNhv3dOtGxfLl0w6GhBAelsDYwGkZyVZUFFpCKCJSAhU4yRo8eDAbN24EYPjw4UyZMgVfX1+efPJJnnnmGZcHKCIil+aKyy4jctiT2I0v8TJqAw8CD+NlXI5h+5RPH3uUFqoseFE+e/JJqgcF0RIIt9l4CuhiGIQB7Zs25c177836hJCQjFmtsYHTMma1VBhDRKRkKfA+Wefbs2cPa9eupWHDhrRo0cJVcRUZ2idLREqKrfv3M+X77/l5/T9YlkXXlk14uHdvmtWp4+nQirXEpCQily/ni6VLOXzyJJdXr869N9zA7R06UMYrj1ufIyNZ4GhDNCFEHWtBYPMqKvcuIlKE5XefrEtKss6ePYuvr+/FPr1YUJIlIiJuFR0NMTEscLQhkggcBBEYqMIYIiJFUX6TrAIvF3Q6nYwdO5agoCDKly/Pzp07ARgxYgSffPLJxUcsIiJSGmVaQqjCGCIiJUOBk6xx48Yxffp0JkyYgLf3f5taNmvWjI8//tilwYmIiJQaKowhIlJiFDjJmjFjBh9++CEDBgzAbrdnHG/ZsiVbt251aXAiIiKligpjiIiUCAXejPjAgQM0bNjwguOmaZKSkuKSoEREREq1kBAICWFs5LT/CmP8XwtiYlQYQ0SkOCjwTFbTpk355ZdfLjg+d+5cWrdu7ZKgREREhCyzWs9W+ThjVisy0tOBiYhIbgo8kzVy5EgGDRrEgQMHME2Tb775hm3btjFjxgwWLlzojhhFRERKr/RZrfDoaIiKJJoQYhzBTJgQRFiYZrVERIqiAs9k9enThwULFrBkyRLKlSvHyJEj2bJlCwsWLOD66693R4wiIiKiwhgiIsVGvvfJ2rlzJ/Xq1cNms7k7piJF+2SJiEiRk7631gjHUGIIxoFmtURECoPL98lq1KgRR44cyfi6b9++HDp06NKiFBERkYJLr0KYZVbr/45pVktEpIjId5J1/oTXDz/8wOnTp10ekIiIiOSTCmOIiBRJBb4nS0RERIqQTHtrnZvVwnGACRM0qyUi4in5ri5os9kuuB+rtN2fJSIiUmSFhBBONOExmfbWiupCTEz2p2u/LRER98l3kmVZFvfccw8+Pj4AnD17lqFDh1KuXLks533zzTeujVBERETyJ1O59/CYaYxwAARdcFqMoxxRjiBiYiAiotCjFBEp8fKdZA0aNCjL1xH6qSwiIlI0pSdbYyOnZdu8gDYZ+21FRgZpVktExMXyXcK9tFIJdxERKXHSS8AvcLQhkggcBBEYqCWEIiJ5yW8J93zPZImISPF3IiGB6JgYLMviqkaNqJLLB4S7bdq9mz1HjlC1QgVCgoMxDNVi2u5wsO3AAcqXLcs1jRtTxstNH9OZlhUSFZkxqxXlCMpoFvdwOP7lwIEYypatQOPGoXh5lfF0SCLiBkqyRERKgcSkJJ7+9FOmL17MmdRUAHzsdiK6dGHS/fdTvmzZQovl1y1beHzaNP7ctSvjWINq1Xht8GDu6Nix0OIoSrbt389D77/Psr//zjhW09+fF/r145Hevd1XaCokhPAQCI+8sFiGZrVca9++Lbz//sP888/yjGP+/rXo3/9FevV6SMXEREoY/dlQRKSES3U6CR8zhhk//cSLqalsB3YALzudzF62jB4jR5KUklIosazZupWuL76Iffdu5gMOYCXQ7MgR7pwwgS+WL8+jh5Jnx8GDdHzmGQ5s3kwkcAD4E+gdH89jH37Iy7NmuT+ITPtthR2bq/22XMzh+JdnnunIli2xwJekjfIfxMf34IMPHmHOnFc9HKGIuJruycqD7skSkeLu619+od8bb7AM6HJe229AKPDZ449zT9eubo+lw9NPk7J9O7+YJj6ZjlvAQOCncuXYP2MGPmVKzxKqgRMnsuKXX1hvmlQ5r20EMN4w2Pvpp9SqXLlwAoqOZkFU+bQlhARDoApjXKo33riL1at/xTTXA5XOa30ew5jIZ5/to1KlGp4IT0QKIL/3ZGkmS0SkhPvs55/pZBgXJFgAVwPdbTY+/eknt8exbf9+fo2J4bnzEiwAG2kJxdHTp1n4xx9uj6WoSDhzhtmrVvFINgkWwNOANxAZFVV4QYWEZMxqRRCZZVZLmxsXXGJiPKtXz8U0H+PCBAvgWSzLzooVMws7NBFxIyVZIiIl3P4jR2hlmjm2t7Ys9h854v44jh0DoFUO7VcAZW029h896vZYioqj8fEkO520zqE9AKhns7GvsF+TkJCMJYQRRBLG8oxkS4lWwZw8eRjTTCHnd34lDKMux47tL8SoRMTdlGSJiJRw1StVYlsuN9VvtdmoXrGi++MICABgWw7te4AzlpVxXmlQuUIF7DYbW3NoTwT2efI1CQkh/NmmGbNaYSzXrFYB+ftXwWYzyPmdn4Bl7SMgoHphhiUibqYkS0SkhBvYtSuLLYv12bRtBhZYFndff73b42hWpw4tL7+cN202nNm0vwH4+/hwU/v2bo+lqPD386NP+/ZMNgxOZ9M+DThlmgzo3LmwQ8tKhTEuWvnylWjX7kYM4z3S0ubzvY9lnaFz57sKOzQRcSMlWSIiJVz/a6+ldd263GAYfErar3lngBlAV8OgcVAQd3fJ7o4t17LZbLx+772sAPrYbPxJWsGL7cBQYAowJiKCcr6+bo+lKBnVvz8HvLzoZrOxDDBJq7o4AngGeLh3b+rVrOnRGIGMJYRjb9uYZQmhZrXyNmDAGOz2PRjG9UAU/43yi8BwbrzxMapVu9yTIYqIi6m6YB5UXVBESoJj8fHc9+67fBcdTeYf+r1at+azJ58slOWC58z//XcenTqVvcePZxyrVLYsoyMiePTGG0vlfkG/bd3KkEmT2OxwZBzzK1OGx/v0YeyAAdjtdg9Gl43oaIiJYYGjDZHHeuKo0oLAQO2tlZstW37lnXfuw+HYknHM27scN9/8BHfd9bI24xYpJvJbXVBJVh6UZIlISbLj4EFW/vMPlmXRsWlTgoOCPBKH0+lkycaN7Dl8mKr+/vRs25ayPufXHCxdLMti9ZYtbNm3j/K+vvRs25aK5ct7OqzcnVfu3UEQYWFKtHJiWRb//PMLBw5so2zZCrRt25Ny5UrPPYgiJYGSLBdRkiUiIpKHyEgWONoQTQhRdNGsloiUWNonS0RERAqHCmOIiGShJEtEREQunQpjiIhkUJIlIiIirhMSkjGrFUEkbPpLe2uJSKnj5ekAREREpIQJCUlLtqKjIeYvovFNu0lLRKSU0EyWiIiIuE148DZPhyAiUuiKXZI1ZcoU6tati6+vL+3btyc6l7UHH330EZ06daJSpUpUqlSJbt265Xq+iIiIiIjIpSpWSdbXX3/NsGHDGDVqFOvWraNly5Z0796dw4cPZ3t+VFQU/fv3Z/ny5axZs4batWtzww03cODAgUKOXEREpJSKiQHHAWKiDhATo/uyRKR0KFb7ZLVv356rrrqKyZMnA2CaJrVr1+bRRx9l+PDheT7f6XRSqVIlJk+ezN13352v76l9skRERC5BdDTExLDA0YZIInAQRGAgRER4OjARkYIrcftkJScns3btWrp165ZxzDAMunXrxpo1a/LVR2JiIikpKVSuXDnHc5KSkoiPj8/yEBERkYuUXto9PCwhS2n3CRM0qyUiJVexSbKOHj2K0+mkRo0aWY7XqFGD2NjYfPXx3HPPERgYmCVRO99rr71GQEBAxqN27dqXFLeIiIhwQWn3MJartLuIlFjFJsm6VOPHj2fWrFnMmzcPX1/fHM97/vnniYuLy3js27evEKMUEREpwTLNao0NnJYxqxUVpURLREqWYrNPVtWqVbHb7Rw6dCjL8UOHDlGzZs1cn/vmm28yfvx4lixZQosWLXI918fHBx8fn0uOV0RERHKQvo/W2MhpLHC0IZoQov6vBTExVQgOTmsWESnOis1Mlre3N23btmXp0qUZx0zTZOnSpYSGhub4vAkTJjB27FgWLVpEu3btCiNUERERyY9Ms1rPVvk4Y1YrMtLTgYmIXJpik2QBDBs2jI8++ojPP/+cLVu28OCDD3L69GkGDx4MwN13383zzz+fcf7rr7/OiBEj+PTTT6lbty6xsbHExsaSkJDgqUsQERGRzFQYQ0RKoGKzXBCgb9++HDlyhJEjRxIbG0urVq1YtGhRRjGMvXv3Yhj/5Y1Tp04lOTmZ22+/PUs/o0aNYvTo0YUZuoiIiOQmJIRwogmPybSEMKoLMTFoCaGIFDvFap8sT9A+WSKlV3xiIpFRUSyMjiYpOZlWDRrwvx49CA4K8nRoF+XTxYt55IMPSEpOBsC7TBneGjKEB3v1yncfSSkpzFm1ijmrVnEqMZHg2rV5oHt32jRokO8+LMvil3/+4dMlS9gTG0vVihUZEBbGjVddhZfdXuDruhT7jx7lyY8/ZsWmTZhOJ/UCAxl/9910bdUq3304nU6+//NPvlgexaGT8dStXpXB3boS1rw5Npst3/1s2LmTD3/6iX/2HsDfz5fbrwmlb6dO+Hp7X8SVFXPpe2uNcAwlhmDtrSUiRUZ+98lSkpUHJVkipdOm3bvpMWIEh+Li6GqzUdGyWGoYHDdN3vvf/3i4d29Ph1gg7Z58kvU7duAF9CBtrfgiIBloXLs2/0yZkmcfB44d44YXX2Szw0Enm40gy2KV3c5+p5NnbrmF1++5J8+kItXpZPCkSUSuWEEjw6CdabLdMPjDNOlwxRV8P3o0AeXKueCK8zZ71Soi3ngDp2XRDQgAfgbigP7XXsuXTz+dZx+nEhPp9fI4Vm3ehN1ojdNsjJexllQzhjs7diJy2JOU8cp90YhlWbwUGcmrc+bgZdQi1eyMYXNgWitpUPMylo0bw+XVqrnikoufyMj/ZrWOtSCwuQpjiIhnlbjNiEVECsuZpCR6jRpFtVOn2AH8ZFl8DewzTR4FHvngA5Zu3OjhKPNv/Jw5rN+xg+uBg8B3wLz0/78R2LpvH09/+mmufViWxa2vvMKp2Fg2Aisti6+AXU4nbwJvzJvHJ4sX5xnL2K+/5qsVK5gBbDNNvgSiTZMVwD///su9kyZdwpXm39H4eAa+8QZNLYvdwE/AbNJek0eAr1auZNJ33+XZz32T32fN1t3AEpzmOuBLUs2twFfMWb2GkTNn5tnHF8uX8+qcOcBrpJp7gK8wrRXA3+w5bOfGl1+l1P49VIUxRKSYUpIlInKer1etYv+JE8wxTepkOl4WmAS0MQzemjfPM8FdhJFffklZYA5QOdPxisAs0mZwJs2fn2sfqzZvJnrHDj4xTTJvhOEFPAXcDrw5d26uycCZpCQmz5/PY8BAIPOc17XARNNk3u+/s+PgwXxf28V6+tNPSbEsvgEybzlfFngHaAZMmDs31z72HD7MnNWrcJoTgK6ZWmxAPyxrGJO//4nTZ8/m2IdlWYyf+y02WzgwHCiTqfVKUs3pbNqzg2V//VWg6ytRVBhDRIohJVkiIuf5ad06Qg2DRtm02YCBpslP69djmmZhh3ZxnE5uBypk01QW6AfY87iWn9avp6bdTrcc2u8GtsXGsufw4Rz7WLtjB8cTExmYQ3t/0j6UFm/YkGssrrBk40auAepn02YA9wCxcXG5jvHSjRuxLBPI6Uahu0k4m8Dv27bl2EfsiRNs2b8byxqUwxmd8bJfxqJ163Lso9QICcmY1TqXbJ2b1VKyJSJFTbGqLigiUhhSnU7K5jIj4wc4LavYLOGykZZM5SQ/d5umOp34knX2KbOymc7LrY/M557PG7DbbLn24SqmaeZ63WUBK/28zFVrM0uL0wb45tBL2ndIzSVR++9ac3pVbNjwLZTXpFhI38Q4PDqtCuEIB8Q4golyBGU0i4gUBZrJEhE5T0hwMKuBozm0z7PZaFevHvZCroR3sVKAb4HUbNpMYG4ObZmFNGrEbqeTnBatfQvUqFCBOtWr59hH8zp18LHbyelOp0VAsmUREhycRzSXrkXduqwAjufQ/g0Q4OODVy5FK9LitIAFOZwxDy/Di1b16uXYR2DlytSoWJW0VzA7m0lxbqd9IbwmxUr6EsIss1r/d0yzWiJSZCjJEhE5z+Bu3bB7efE/0qrvZTYDWGRZPHLTTR6I7OLc2aEDsaTd8ZN57s0CRgN7gG6tW+faR3hICLUrVWKoYRB3Xtsy4GObjf/17p1rJb0q/v4MCAtjvGFwftmQg8BThkFIgwZc1Si7hZquNXHIEFKBoaQloZl9BiwF7rruulz7aFW/PqFXXImX8TSw/7zWv7Eb47izYweqV6yYYx92u51Hb+yBYZtOWvmNzE5hGP+jWkAVbg0NzfOaSiUVxhCRIkol3POgEu4ipdP833/njvHjqQlEOJ0EAN8bBitNkyHduvHRo48WaA8kTwvo14/4xEQaA3eR9he2WcDfgJ+3N6fzKPIAEB0TQ/cRI/BKSmKgaRIIrLTZWGhZXN+yJfNHjsSnTJlc+ziZkEDXF15g05493GZZtAO2AzMNgwoVKrDi9ddpGBh4qZebL89Nn84b33xDIDCItAIg3wG/Ak2Cgvh7ypQclwqesys2lg7PvcjhuESc5gAgGFiHYZtLk9qXsfK1sVSukN3dcP9JTknh5nHj+XHdnxi2HpjWdcBB7MYMfMuc4eeXR3JNkyauuOSSLTqaBVHliSYkY2+tsDAtIRQR19I+WS6iJEuk9Ppr1y7eWbCABb/9RlJKCq3r1+eh8HDu6NChWCVY53R+/nlW/fNPxhIGE2jXqBG/T5yY7z52xcby7sKFzFm5kvgzZwgODOSBnj0Z3K1bnvtBnXP67Fk+/OknPlm0iD1HjlC1QgUiunblkd69qVGpUsEv7BLMXrWKF2fMYE9sLBbg7+fHPddfzxuDB+eZYJ1zJC6Oyd9/z6dLojgWH0dQlWr8r0dX/te9OxXy+bmRkprKjGXLmPLDz2w7sJ9yPmXpd20oj4eH06BWrUu4wlImfRPjjL216EJgINpbS0RcRkmWiyjJEhERKWbSk60RjqEZs1qBgRCRUyFIEZF80mbEIiIiUjplUxjDsUmFMUSk8CjJEhERkZJJhTFExEO0T5aIiIiUXJn21iIqMq0whiOYCRPSCmPk9BQRkUuhJEtERERKvpAQwknbxPhcYYyYmC4XnOZwQEyMimWIyKVRkiUiIiKlQ6ZZrfCYaSzgwAWnRBNEjCOYKEcQMTEqliEiF0fVBfOg6oIiIiIlVA5VMDLvt0VgkGa1RCRDfqsLaiZLRERESqccMqfMywojN/UkytFCSwhFpECUZImIiIhklqVYxo9EcyxjCeG5ZhGR3CjJEhEREclOSAjhIRAe+V+xjKioLprVEpE8aZ8sERERkdxk2m8r7Nhc7bclInlSkiUiIiKSl5AQiIhg7G0biSCSMJaD4wCRkTnWzxCRUkxJloiIiEh+hYRkzGpFEAmb/sqY1VKyJSLn6J4sERERkYJQYQwRyYOSLBEREZGLocIYIpIDLRcUERERuRQqjCEi59FMloi4lGVZ7IyNJS4xkbrVq1O5QgVPh1Ri7Dl0iF+3bqVyhQpc36oVhuGZv5NZlsWOgwc5deYMdS5hjP/Zu5cNO3dSv2ZNQhs3vqg+Tp89y78OB95eXlwRFITdbr+ofqRkczqdbDtwgOTUVBoFBlLO19f13yR9CeHY6GgWRO0gmhBiHMFERgZpVkukFFKSJSIusyA6mtGRkazbvRuAMobB7R06MP6ee7i8WjXPBleM/bVrF7e++iq7Dh3CTD9WzsuL+3v14u377ivUWL797TfGzJzJhj17gLQxvqNjR16/5x4uq1o1X30s/OMPHnj3XWLj4rDSj1X09WXUgAE80adPvvpIOHOGlyIj+eznn4lPSgKgbpUqPH377TzUqxc2m63A1yYlj2VZTP3xR8bP/ZZ9R2MB8PPx474buvLKgAFU8PNz/TcNCSGcaMJj0pYQRm7qSZSjhZYQipQyNsuyrLxPK73i4+MJCAggbtYs/N3xw1ikhPh86VLueecdutpsPGJZXAb8Akw0DPD3Z83EidRWolVg/+zdS7vHHqOcafIs0AU4BLwP/Ajc0aEDs597rlBi+XTxYoa89x7X22w8bFkEAStJG2N7QABr3nqLoCpVcu3ju99/5/Zx46gNPAtcBWwH3gL+AEb178+o/v1z7eNMUhLXvfACf+/YwWOmSThwGpgORALD+vRh4pAhl3i1UhI8+9lnvDFvHjAAuAeoACzAbrxDq3qBrBw/Dj8fH/cFEB0NMTGMcAwlhmAcBBEWpkRLpDhLTIynX78A4uLi8Pf3z/E8JVl5UJIlkrdTiYkEDRrErUlJfAZknkM4CLQzDLpeey0zhg3zUITFV4tHH2Xfnj2sB+pmOm4Bj5GWbP09ZQpNatd2axxxp08TNGgQ/ZKT+YisY3yAtDHu2aULnz7+eK79VOvfn0qnTxMNVMx0PBW4CVhqsxE3Zw6+3t459vHWt98y/LPPWG1ZXHVe29vAMGDDO+/Qsl69fF+flDx/7dpFy8cfB94Anj6vdS2G7Rpev2cAT99yi/uDiYz8rzAGXQgM1KyWSHGV3yRLhS9E5JJ9vWoVp5OSeIWsv3wD1AIeN01m//IL8YmJHoiu+IpPTGTznj08TNYEC9Je51GAHXh+xgy3x/LVypUkpaTwMheOcRDwqGny1YoVnMpljFf+/TdHT5/mJbImWJC2dv0VINmyGD93bq6xfPTjj9yWTYIF8AgQaBh89NNPuV+QlHgfL16Ml1EDyC7xb4tp3cHUHxYXTjAqjCFS6ijJEpFLtv3gQerY7VyWQ3sHIMnp5MCxY4UZVrG3Zd8+nKS9ftmpCjQCdsbGuj2WHbGx1DMMAnNo7wCcTU3l4IkTOfbxe0xMxrnZaQN4A5vS7/fKMZZDh+iYQ1sZoL1psuPgwVz7kJJv+8FYUs2rSXtXZKcDuw8X4vskJAQiIhh720YiiCSM5eA4oE2MRUooJVkicskqlivHEcsipzmMc78yB2jJbYHUqlwZgL05tKeQthyzMJYyVyxXjkOWxdkc2vMzxrUqVQJyvp5DQDJQJY9qhRX9/MgtDdtjGFQsXz7XPqTkq1S+HHZjdy5n7KFCWQ+8T0JCMma1IgKXZ8xqKdESKVmUZInIJbujQwdOmyafZdPmBCYbBp0aNyYwj6IIktXl1apR3d+f90hLPs73FXACeDKfFfkuxZ0dOxJvmnyeTVsqMMUw6HLlldRIT6Sy069TJ8oaBpOA7G4Gfo+0D6Xnb78911j6du7MdMPgZDZtq4B1pkm/Tp1y7UNKvr4dO+I0N5JWnuV8cXgZnxERltO8qpuFhEBwMOHB24gIO0BgTlPEIlJsKckSkUvWoFYtBnftyjCbjXeAhPTjMUBf4HfLYtSAAZ4LsBgbN3Agm4Gbgc3pxxKBD4AHgNqVK3PbNde4PY5GgYEM6tKFx2w23iOtmh/ANuBOYK1lMfKuu3Ltw8vLi/t69WI+cB+wL/34CeBl4FUgtEkT6tWsmWs/w/r0IcXHhxsMg99IS9hSgDnALYZBSIMG9L4quzu2pDTp3a4dVzVqjN24BZhN2rvEAn7HbtyAr3ciw26+2aMxikjJpSRLRFxi6kMPMahbN4bZbFSz2Qi027kCiCpXjtnPPUfXli09HWKxdF/37oy+6y6WAFcC1YEqwFAgqHp1Nrz7bqHF8sEjjzCwa1ceh4wxbgz8Uq4cc59/nrDmzfPs490HHmBgWBifA3VIu57qwGggJDiYqHHj8uyjXs2aLH31VY5XrUooUNNup4phcCfQplkzfhgzBi9tSlzq2e12Fo0ewXUt6gF9sRuV8bLXAK4mqMo+lo8bQ/08EvrClH7LooiUECrhngeVcBcpmL1HjvB/v/5KfGIijQIDuTU0NNdy3JI/CYmJjPzyS9bv3En5smV5sk8frmvRwiOx7D50iHm//UZ8YiLBgYHcchFj7Dh2jJdmzmTnwYNUCwhgVL9+NKtbt0B9OJ1Oft6wgT/+/RdvLy96tm2rsu2Srb927eKHtWtJTk2lXcOGdG/dGntRSMQzl3Y/1oLA5lVU2l2kiNM+WS6iJEtERETcJn3D4gWONkQSgYMgAgMhIsLTgYlIdrRPloiIiEhRl17aPTwsIUtp9wkTVHFQpDjz8nQAIiIiIqVeSAjhRBMeM+2/JYRRXYiJQUsIRYohzWSJiIiIFAWZZrXGBk7LmNWKioLISE8HJyIFoSRLREREpChJT7bGBk7LWELo2HSMyEgtIRQpLpRkiYiIiBRFmWa1nq3ysWa1RIoRJVkiIiIiRZUKY4gUSyp8ISIiIlLUqTCGSLGimSwRERGR4kCFMUSKDSVZIiIiIsVJNoUxcBxQYQyRIkRJloiIiEhxlGlWK4JIzWqJFCFKskRERESKKxXGECmSVPhCREREpLhTYQyRIkUzWSIiIiIlgQpjiBQZSrJEREREShIVxhDxOCVZIiIiIiWRCmOIeIzuyRLxsA07d/LF8uXEnjzJZVWqcE/XrjSpXdvTYXlU5PLlDJ8xgxMJCZT19uZ/PXrw8l13Ybfb893H3iNHeOqTT1i3Ywd2u50b27XjlYgI/Hx9893H2eRkxnz1Fd+sWUOK00nzOnV4a8gQGtSqVaDrmRkVxcRvv+V4QgI1KlZkVL9+9GrXrkB9HDx+nM+WLGHzvn2UL1uW20JD6dqyJYaR/7+VnUlKYvaqVSzftAnLsrj2yivp37kzfj4++e7DsiyiNm1izurVxCcmckVQEIO7deOyqlULdD0iUkhCQtLu14qOhqhIogkhxhHMhAlBhIXpXi0Rd7FZlmV5OoiCmDJlCm+88QaxsbG0bNmS9957j5BcfkLMmTOHESNGsHv3bho1asTrr79Or1698v394uPjCQgIIG7WLPz9/FxxCSIApKSmcu877xC5YgW17HaCLYvNwBHT5KGePXnvf/8r0C/QJYHT6aTOkCEcOH4cf6AFsBNwAH5eXsR8+CFB+fhlfsxXXzH2q68AaAckAP8AvobBtyNH0r1Nmzz7WL1lCze88AKJTieNgYrAn4AJPH7TTbx133159pGQmEizRx9lz5EjVAcaAZuBE0CLOnVY+/bbeHnl/beuaT/+yGMffEAZoC1wyGYjxunk6oYNWTB6NFX9/fPsY+327YSPGcPBuDjaGQYG8IdpUrV8eb4dMYJrmjTJs48TCQncPHYsK7dsoYHdTpBlsQ44Y1m8ce+9PNmnT559iIgHRUdDTMx/hTHoQmCgCmOIFERiYjz9+gUQFxeHfy6fv8XqN7ivv/6aYcOGMWrUKNatW0fLli3p3r07hw8fzvb8X3/9lf79+zNkyBDWr1/PzTffzM0338zff/9dyJGLXOjZzz7j65Ur+RTY63QSZZrsN03eBab++COvzJ7t6RALXdthwzhw/DjjgFjgF2Av8DXgTE2l6UMP5dnHvDVrePmrr+gJ7AN+A/4GNgK1TZM+L7/M0fj4XPtIPHuW6194gapOJ9HAFmANcAC4A5g0fz6fLF6cZywdnnuOA0eOMD39uauAg8AkYNOePfR6+eU8+/j+jz94cOpUHjBNHKbJStNkq9PJUmDnzp3c+sor5PW3ssMnT9J9xAhqnzrFv6QlV7+bJjuAxomJ9Bo1iv1Hj+YZS7/XX+fvbdtYBPzrdLIiPabHLYthn3zC3NWr8+xDRDxIhTFECk2xSrLeeust7r//fgYPHkzTpk2ZNm0afn5+fPrpp9me/84779CjRw+eeeYZmjRpwtixY2nTpg2TJ08u5MhFsjp+6hTTfvyRkZbFYP5bt+sNPAo8AUyaN48zSUmeCrHQJZw5wz+7djEIeAEom37cDtwJvAmcOnuW+b//nms/z02fTk1gLpB5UV8L4Hsg2TR5dvr0XPt4KTKSM04n3wJXZTpeHYgEGgJjvvwy1z62HTjA33v28DIwiP/G2Ad4HHgEiNqwgZMJCbn2M372bK612XgPCEg/ZgOuA6abJr9s3cqvW7bk2sdHP/9MYmIiC02ThpmO1wPmmyZmcjLTFi3KtY+127fz88aNfGSadE+PAaACaWPT3Wbj1Vmz8kz4RKQIUGEMEbcrNklWcnIya9eupVu3bhnHDMOgW7durFmzJtvnrFmzJsv5AN27d8/xfICkpCTi4+OzPERc7ef16zmbmkpOC87uA06cOcMvmzcXZlge9cY335AK3J9D+yDSfmCN/frrXPvZffAg95KWzJyvEdAJ+PHPP3PtY95vv9EKaJ1Nmxdp47P/2DFM08yxj3fmz8dMPzc79wEpkOuM2LH4eFZt28Z9lpWR1GTWHbjMbue7PBLP7379lZsti2rZtFUE7jRNvstjFmp+dDRV7XayWxBoA+6zLNbv2cOBY8dy7UdEihAVxhBxm2JT+OLo0aM4nU5q1KiR5XiNGjXYunVrts+JjY3N9vzY2Ngcv89rr73GmDFjLj1gkVycSU4GoHIO7VXOnVeKZrJOnj4N/Hft5ysPlCGtGEVuTHJ+XQGqAZtTU3PtIzk1Ncc4IC1GC0hNTcXb2zvbc06fPQtApVz6ADh15kyO3yev94mR3v+ZPF6TM0lJub4mVcj7vXYmKYkA0mYWc+qDfMQiIkVMHoUxcnqKiOSu2MxkFZbnn3+euLi4jMe+ffs8HZKUQC3r1QPgpxzazy3cal63bmGEUyTc1qEDNv679vOtAs4CoY0b59pPeR8ffsyh7QywBKhTs2aufVwRFMSvQE7z2D+QVogjpwQLIKx5cwB+zqH93HVe3zq7+bI0NStVonr58jm+T/YC/zidtMjjfdKiQQN+Ngyym3ezgB8NgxYNGuTeR9267HA6+TeH9kVAxbJlqa0qgyLFU0hIllmtMJZDTMwFj3MzXVpWKJK7YpNkVa1aFbvdzqFDh7IcP3ToEDVz+IWpZs2aBTofwMfHB39//ywPEVdr06ABIQ0a8IJhcPy8toPAGMOge8uW1M8jGShJrr3ySvy8vXmVtIqCmZ0ChpE2kzX5gQdy7efOzp1ZDHxz3nELGAnEAa8NHJhrHxMGD+Ys8AxckJj8BHwL9MrjT7mDrruOCmXK8Cxp1QQzOwCMBmr4+9Mhl6p+XnY79/fqxSeGwR/ntaUATwLlfX3pf+21ucbyYK9e/GuavJ1N2zRgk2kyNI+qq7d36EDVcuV4wmbj/DmvjcBUw2DwDTfgm0viKSJF3HmFMcYy4oJH2LG5WlYokg/FJsny9vambdu2LF26NOOYaZosXbqU0NDQbJ8TGhqa5XyAxYsX53i+SGH69MknOVi2LM0Mg1HALOB5oIVhkOzvz9SHH/ZwhIVv/ogRnARaAk+R9pqMAxoD64Hn7rwz19kjSEvCLq9ShduB20krVPEBEEpagYab27fPdfYIoF3Dhgzs0oUPSSsB/z4wE+gP9Aaq+fvz+RNP5NqHYRh89tRTbEuPf0z69QwHmgFHbDb+78UXc+0D4Pnbb6dlgwZca7NxP/AV8DbQyjCYbxjMGDaM8mXL5tpHx6ZNee6223gauMFm41NgOtDLZuMh4LEbb+T6Vq1y7cPX25vIZ55hqWHQ0jCYmB7Lg8A1hkGjyy9ndP/+eV6PiBQD6clWdo+xt21UsQyRfChW+2R9/fXXDBo0iA8++ICQkBAmTZrE7Nmz2bp1KzVq1ODuu+8mKCiI1157DUgr4d65c2fGjx9P7969mTVrFq+++irr1q2jWbNm+fqe2idL3GlXbCyvf/MNkcuWcTo5mQBfXwZdfz3P3XorgVVyuyuo5Ppt2zZuefVVjp44QSppfwkq5+vLxCFDuL9793z1kZyczN2TJrFgzRoSnU4Aqvj58WifPowqQCLwxjff8Ob//R+HT50CoKxh0P2qq5j51FP53tQ4atMmHpw6lX/378dJ2o2wzevX59PHHqNV/fr56iMxKYm3v/uOD77/nn0nTmC32ejTvj3P3nYb7a+4Il99WJbF7FWreHvePH7fvh2AtvXq8fjNNxMRFobNll1pjQut27GD1+fO5Zs1a0g1TQIDAri/Z0+euvlmKuhnpEjpkGm/rchjPXFUaaH9tqTUyO8+WcUqyQKYPHlyxmbErVq14t1336V9+/YAhIWFUbduXaZnKs88Z84cXnrppYzNiCdMmKDNiKXIcTqdnE5Koryvb6nbgDgnycnJ7D58mNpVqlA2j5manJimydH4eHy9vS/p329CYiKJyclU9fe/6PFJTk7m6KlTVA8IyNcGxNmxLIuEM2fw9famzEX2Af8VuSjrk10NxvxJdTo5k5RE+bJl852giUgJk55sjXAMJYZgHKQVy1CiJSVZiU2yCpuSLBEREZFcREaywNGGaEKIootmtaREy2+SpT+Zi4iIiMjFy1QsQ4UxRNIoyRIRERGRS5NeLEOFMUTSKMkSEREREdc4b78tNv2lvbWkVFKSJSIiIiKuk2m/ra+bj8uY1YqKUqIlpcfFl6cSEREREclJSAiEhDA2ctp/hTGiuhATo8IYUvJpJktERERE3EeFMaQUUpIlIiIiIu6lwhhSyijJEhEREZHCocIYUkooyRIRERGRwqPCGFIKqPCFiIiIiBQ+FcaQEkwzWSIiIiLiOSqMISWQkiwRERER8SwVxpASRkmWiIiIiBQNKowhJYSSLBEREREpOlQYQ0oAJVki4nKnz57l0IkTpDqdF91HckoKh06c4ExSkgsjuzjxiYkciYvDNE2PxpHqdHL45EkSzpzxaByuUpTGWESKoHNLCNNntcJYrlktKTZUXVBEXOa3rVt5dfZsvl+7FtOyqOznx+AbbuDFO++kUvny+eoj9sQJXvn6a2YsXcqppCS8DINbrr6al/r2pUW9em6+gqy+/+MPXp8zh1+2bgXgskqVGNq7N0/fcgs+ZcoUWhynEhN5be5cPl60iCMJCQB0b9mS5/v2pXOzZoUWh6s4jh3jldmz+WLpUhKSk/EyDG675hpe6tuXZnXqeDo8ESlqIiIIj44mPGYaIxwQQ1oFQlAFQim6bJZlWZ4OoiiLj48nICCAuFmz8Pfz83Q4IkXWwj/+4NZx42gM/M80uQz4BfjYMAiqWZOVEyZQxd8/1z72Hz1Kx2ee4fSJEww1Ta4CdgBTDYMDdjs/jR1Lx6ZN3X8xwOSFC3n0ww/pZBgMNk0qAj8AM2w2rm3WjIWjRxdKohWfmEiX4cOJ2buXe02T64BY4CPDYINlMfPpp+nbqZPb43CVvUeO0PHppzkbF8dQ06QdsJ20MT7o5cXiV14htHFjT4cpIkVRdDQLYq4gOjgi45CSLClsiYnx9OsXQFxcHP65/F6j5YIicsnOJidzz1tv0dOyWGuaPAz0Ad4EfjdNYmNjGTFzZp79PPHRRzhPnGC9aTIWuAl4EthgmrRNTWXQxImFsmRv75EjPPHRRzwOrDBNBgO3AB8BP1kWUX//zdQffnB7HADjZs8mZu9eVpkm75D2uv6PtNf1TsvivnfeIT4xsVBicYXHP/gAW1wcG0yTl0kb42GkjXGrQhxjERERd1KSJSKXbO7q1Rw7fZqJlsX5cztXAI+aJl8sXcrps2dz7CP2xAm+/e03hqfPgmXmB0ywLHYeOcLiDRtcG3w2Pv75Z8rZbLwC2M5rCwNutyymff+92+NISU3lk59+4gHTpOV5bXbSktgzycnMjIpyeyyucODYMeb/8QcvmCaB57WVA8abJv8eOsTyTZs8EZ6IFBcxMRnLBUWKKiVZInLJ/tm7l7p2Ow1zaO8GJCQns+/o0Rz7iDlwAKdl0TWH9vZAOcNg8759lxht3v7Zu5erLYuc7iLrBmyLjcV5CYU98uPQyZMcO306x9ckELjSbi+U18QVtu3fj5nLGHcAfG22YnM9IlL4wllAiGMewQ4VwZCiTUmWiFyycr6+nLAsknNoP5z+Xz8fn1z7yHzu+eKBs6aZax+uUs7Xl8O28+ew/nMY8PHywjDc+yP03LXm9JqYwFFyf12LkrzG+CSQZFn4eXsXVkgiUpxkKu0+NnBaltLukZGeDk4kKyVZInLJbgkNJc40mZ1NmwV8YLPRtl49aletmmMfrerVo06VKnyQQ/unADYb4VdddekB5+GWq69mg2mS3R9Hk4FPDYNbQ0Ox5ZKIuULlChUIa9qUjwyD7O5SWgg4nE5uDQ11axyu0rZhQ2pXqpTjGH8MeBkGvQthjEWkGMumtDuOA5rVkiJFSZaIXLIrL7+cW0JCeMgwmAucW0R3HHgM+NmyeLFfv1yTErvdzgt9+/Il8BJpM1cAKcBnwPM2G/d260ZglSruu5B04SEhtKhdm9sMgxWkJYoA+4A7bTb22mw8feutbo8D4Pm+fVljmtzHfzNAJmkJ1mDDoGuzZoQEBxdKLJfKy27n+b59mQGMAk6lH08GPgFestm474YbqFmpksdiFJFiJNOsVgSRmtWSIkUl3POgEu4i+ZNw5gz9Xn+d79etI9BuJxD42zQxDYO377+fh3r1yrMPy7IYN3s2o7/8krI2G41tNvYCh51O7rr2Wj59/PFC25/KcewY4WPGsG73burb7QQAG51Oyvv6MvOZZ7ixEGdbPl+6lKFTpmA6nTQ3DA4D+5xOulx5Jf/34ov53oOsKLAsi5dnzeLlWbPwSx/jPcARp5OIzp355LHH8C7EPchEpISIjmZBVHmiCSGGYBwEERamEu/ievkt4a4kKw9KskQK5o9//+XrX34hPjGRRoGBDLruOqpXrFigPvYfPcrny5ax+/BhqlSowIDOnWlet65b4s2NaZos3biRBX/8QVJKCq3r12dA585U8MDPgmPx8XyxfDmb9+2jfNmy3BYayjVNmrh9yaK77DtyhM+XLWPPkSNUrVCBAWFh2ohYRC5NdDTExLDA0YZoQoiiC4GBEBysZEtcR0mWiyjJEhERESlG0pOtEY6hGbNagYEQEZH3U0Xyos2IRURERKT0UWEMKQKUZImIiIhIyaPCGOJBSrJEREREpGTKtLdW5lmtCRM0qyXu5eXpAERERERE3CokhHCiCY+Z9l9hjKguxMSoMIa4h2ayRERERKTkyzSrNTZwWsaslpYQijsoyRIRERGR0kOFMaQQKMkSERERkdJHhTHEjZRkiYiIiEjppMIY4iYqfCEiIiIipZsKY4iLaSZLRERERESFMcSFlGSJiIiIiJyjwhjiAkqyRERERETOp8IYcgl0T5aIiIiISHZCQtLu14qOhqhIogkhxhHMhAlBBAZeeLru35JzlGSJiIiIiOQmm8IYEHTBaVFRwSqWIYCSLBERERGRvGWa1QqPmZbtKSOO3UEMoUQ5goiJgYiIQo5RigwlWaXAmaQk5v76K3/v2YOfjw83X301LevV83RYUsSYpsmyv/5i+aZNWJZFhyZN6NGmDXa7vUD9bNu/n7m//krc6dMEBwXRt2NHKvj5uSlqERGRQpaebGVnbHQ0C6J2ZCwrjIwM0qxWKWWzLMvydBBFWXx8PAEBAcTNmoV/MfxFceEffzBo4kSOJyZS327nhGVxwjQJb9uWyGeeKZbXJK63MzaWm8eOZdO+fdSy27ED+51OGtWowbwRI7jy8svz7ONscjL3vfsuM1euxN8wqGazscvppJyPD1MffpgBYWFuvw4RERGPi46GmBgWONoQeawnjiotCAzUEsKSIjExnn79AoiLi8Pf3z/H81RdsAT7fds2bh03jo5nzvAvsMPp5JBp8iWwYv167nztNZRjS3xiIt1eeIGzBw4QBRxwOtnrdLIGKHvkCN1eeIHDJ0/m2c/9773H//3yCx8Ch0yT7U4nu4E+SUkMfOstFq1d687LEBERKRoy7bf1dfNxWfbbUgn40kNJVgn26uzZXAHMtSwaph8rA/QHppsmP23cyO/btnkuQCkSZixbxt6jR/nJNOkM2NIfVwM/mybxCQl8sGhRrn3EHDhA5IoVvGtZ3A/4ph+vDXwOdLLZGPvVV268ChERkSImm/22zpWAV7JV8inJKqESk5JY+Oef/M80KZNNex/gMrud2atXF3ZoUsTMXrmS3kB2d+nVAO4wTWavWJFrH3NXr6aCYTAwmzYDeMiy+DUmhgPHjl16wCIiIsVJpv22wo7N1X5bpYSSrBLq9NmzmJaVTXHRNAYQSNpSMSnd4k+fzvF9AnAZeb9P4s+coarNljGDlV0f5KMfERGREuncrNZtGzNmtXAc0KxWCaYkq4SqXL48VcqV45cc2o8Df5kmwdntpCelSnDt2vxiGOR0d94KwyD4sstyaE1zRVAQe5xO9uTUB+Dr5cVlVapcSqgiIiLFW0hIxqxWBJGw6S8tISyhlGSVUHa7nSHdu/OxYbD5vDYLGAmYhsE9Xbt6IDopSh7o0YO/TZPPs2n7DlhlmvyvV69c+7izY0cq+PoyHHCe17YXeNcwuCssTKXcRUREVBijVFCSVYI9f/vt1A0KooNh8BJpswlzgBtsNqYAb99/P9UrVvRojOJ5XVu2ZEi3btwLDAJ+BH4GHgBut9m47eqrueXqq3Pto5yvLx88+iizbTauNQxmAiuBV4CrDAO/ypUZNzC7O7ZERERKKRXGKNG0T1Yeivs+WScSEhg5cyafL1nCqaQkANrVr88LfftyS2ioh6OTosI0Td5dsIB3vv2W3enFKYIqVuTh8HCeufVWvPK5IfHi9esZ+9VX/LJ1KwBly5Shf+fOvBIRQa3Kld0Wv4iISLGWvrfWiE13EFMlFAdBBAZCRISnA5Pz5XefLCVZeSjuSdY5iUlJ7D96FD8fHy6rWtXT4UgR5XQ62X34MJZlUbdGjXwnV+c7ePw48YmJBFWpQvmyZV0cpYiISAkVHc2CqPJEE0IMwRAYpE2MixglWS5SUpIsERERESkG0me1FjjaEHmsJ44qLQgMRMlWEZHfJKvY3JN1/PhxBgwYgL+/PxUrVmTIkCEkJCTkev6jjz7KFVdcQdmyZbn88st57LHHiIuLK8SoRUREREQKQIUxSoRik2QNGDCAf/75h8WLF7Nw4UJWrlzJAw88kOP5DocDh8PBm2++yd9//8306dNZtGgRQ4YMKcSoRUREREQuggpjFGvFYrngli1baNq0KX/88Qft2rUDYNGiRfTq1Yv9+/cTmM+9nubMmUNERASnT5/Gy8srX8/RckERERER8SgVxigyStRywTVr1lCxYsWMBAugW7duGIbB77//nu9+zr0YuSVYSUlJxMfHZ3mIiIiIiHjMuVmt2zZmzGrhOKBZrSKsWCRZsbGxVK9ePcsxLy8vKleuTGxsbL76OHr0KGPHjs11iSHAa6+9RkBAQMajdu3aFx23iIiIiIjLhIQQHpaQsYSQTX9pCWER5dEka/jw4dhstlwfW9P327kU8fHx9O7dm6ZNmzJ69Ohcz33++eeJi4vLeOzbt++Sv7+IiIiIiEuoMEaxkL8bk9zkqaee4p577sn1nPr161OzZk0OHz6c5XhqairHjx+nZs2auT7/1KlT9OjRgwoVKjBv3jzKlCmT6/k+Pj74+PjkK34REREREY8ICYGQEMZGTmOBow3RhBAV1YWYGJV7Lwo8mmRVq1aNatWq5XleaGgoJ0+eZO3atbRt2xaAZcuWYZom7du3z/F58fHxdO/eHR8fH+bPn4+vr6/LYhcRERER8biICMKjowlnGSNigtI2MRaPKxb3ZDVp0oQePXpw//33Ex0dzerVq3nkkUfo169fRmXBAwcO0LhxY6LT50nj4+O54YYbOH36NJ988gnx8fHExsYSGxuL0+n05OWIiIiIiLhcSPBJT4cg6Tw6k1UQM2fO5JFHHqFr164YhsFtt93Gu+++m9GekpLCtm3bSExMBGDdunUZlQcbNmyYpa9du3ZRt27dQotdRERERERKj2KTZFWuXJkvv/wyx/a6deuSecuvsLAwisEWYCIiIiIily4mBogBRxBRjiBA92V5UrFJskREREREJBvp2VR4zALggIpgFAHF4p4sERERERHJRabS7mMDp2Up7R4Z6engSh8lWSIiIiIiJUV6snVuw+JzyZY2LC5cSrJEREREREqaTLNaEURqVquQ6Z4sKVYcx45x77vvsmLjRs6aJmWApvXqMWXoUDo0aVKosUQuX85LkZHsP3IEEyjv7c1tnTrxwYMP4u3tXWhxpKSm8vHPPzPt++/5Z/9+yvn4cOs11/DULbfQrE6dQovDVeITE5m8cCGfLFrE7mPHqFKuHHd16cJTN99M7XzsqwdgWRazVq5k8oIF/LF9O152Oz3atOGpW26hQ9Ombr4CERGRIiJ9w+Lw6GiIiiSaEGIcwUyYEERYmO7VciebpRJ8uYqPjycgIIC4WbPw9/PzdDil2q7YWFo8/DDJKSn0B9oDu4CPgVPAV88+y+0dOxZKLM98+ikTv/2WOsAQoBLwPbAIqF2lCv9+8EGhJFrJKSn0GTuWxRs30gfoalkcBqYbBocMg/kjRnB969Zuj8NVjp86RZfhw4nZv5/+lkUIsAP4zDAw/PxY9tpreSaOlmUxdMoUPvz5Z7rZbNxkWZwGIg2DzabJx48+yr3XX18YlyMiIlJ0REdDTAwLHG3SCmPQhcBAFcYoqMTEePr1CyAuLg5/f/8cz1OSlQclWUVH46FDOehwsAponun4caALsN1u59T//R+G4d5VsNsOHKDpgw9yOxAJlMnU9g1wO9C/c2dmPvWUW+MAGD93LiO/+IIfLItumY6fBW612fitbFn2TZ9OOV9ft8fiCoMnTWJ+VBQrTZMrMx0/BlxnGFiBgWycMgWbzZZjH7NXraLvhAl8BtyT6bgJPAh8YrOx/cMPqVujhjsuQUREpGhLT7ZGOIYSQzAOgggMhIgITwdWPOQ3ydI9WVIs7Dl0iH8dDp4ja4IFUBl4B0h0Opk0f77bYxn2ySfYgSlkTbAAbgXCge9Wr3Z7HKZp8v6CBQw8L8EC8AWmWBYnExOZtXKl22NxheOnTvHVihU8e16CBVAFmGiabNq/n1WbN+faz5QFCwgzjCwJFqT9sHsLKG+z8eFPP7ksbhERkWJFhTEKhZIsKRZ+2rABk7QEJjudAT9g6V9/uT2WTbt3EwpUzaG9D3A6NZWExES3xnEkLo59J07k+JrUA1rY7fy5fbtb43CVf/buJcnpzPF6ugJlbbY8r2ftjh2Em2a2beWA60yTP//995JiFRERKfZUGMOtlGRJseCXfn/TqRzak4AUwLfM+XNLrlfGbic+l/ZzMXp7ubeujHf6teb0mljpbd6F8Jq4wrnXK6frOUPaGOf1unrb7Tn2AXDKZsOnmLwmIiIibpVpb63Ms1oTJmhW61IpyZJi4dbQULxtNqbn0P41ab+AD+3Rw+2x9L7qKjYAm7JpM4HPgOr+/m4vfFGpfHmubtiQ6TYb2d1YuQrY6XTSu107t8bhKq3r16dGhQo5jvFXgNOy6NGmTa799AoJ4Qu7ndRs2vYCyyyL3ldddWnBioiIlCQhIVlmtcJYnjGrpWTr4ijJkmLBz9eX69u25SNgMmT8Am0BS4BHgaCKFQulkt6rERH4Gga3AlszHU8AHgY2As/edpvb4wB49o47WGZZPE/aTM8564EIw6BVnTp0a9myUGK5VN5lyvDkrbfyAfA+Wcf4J2CYYXBbaCgNatXKtZ8n+/Rht2lyD3Ay0/FdwC2GQXV/fwZ07uzy+EVERIq1TLNaYwOnZcxqaQnhxVGSJcXGty+8QPM6dXgUuIy0e5+aAdcDXmXL8uvEiYUSR3k/P+aPGsU+w6AJcA1wI1AD+AAYGBbGU7fcUiix3BIayhuDBzMBCDIMbgLaGwZtgPI1azJ/5Ei3V1t0pWduuYWhPXvyMFDPbudmoLlh0ANo26QJnzz+eJ59tG3YkJlPP80cu50gm43eQJjNRgPgYIUKLBo7lgqqFCoiIpI9FcZwCZVwz4NKuBc9X61YwWtz5xJ74gQVypZlcLduDL/tNrzcfA/U+Y7HxzN8xgx+WLuW1NRUGgUGMmHwYEIbNy7UOAC2Oxx89PPP/LN3L+V8fbk1NJRbrr662NyPdb51O3bwyeLF7D50iCrpM0/Xt2pVoITx4PHjfPzzz/zx77+U8fKiR5s23NW5c7EpZy8iIuJxmfbWiiRC5d7RPlkuoyRLREREREq16GgWRJUnmpCMvbXCwkrnJsb5TbIK90//IiIiIiJSvISEEE404THTWOBoQzQhREV1ISYGgoNLZ7KVl+Jzs4aIiIiIiHiGCmMUiJIsERERERHJHxXGyBctFxQRERERkYKJiCA8+r8lhJGOCKIcQRlLCLNTmpYVKskSEREREZGCCwlJu18rOhqiItMKYziCiSHoglMdjv+eUhooyRIRERERkYt3XmEMskmyogki6v9aEBNTpVQUy1CSJSIiIiIilybzrBbbLmgOZwEjjt1BjCM0z2WFRVlSUv7OU5IlIiIiIiKukdMUVUgIY6OjWRC1I9dlhUVdSkr+zlOSJSIiIiIi7pePZYVFXSJnmJeP85RkiYiIiIhI4chjWWFRF5/P9YJKskREREREpHAV18oXiYn5Ok2bEYuIiIiIiLiQkiwREREREREXUpIlIiIiIiLiQkqyREREREREXEhJloiIiIiIiAspyRIREREREXEhJVkiIiIiIiIupCRLRERERETEhZRkiYiIiIiIuJCSLBERERERERdSkiUiIiIiIuJCSrJERERERERcSEmWiIiIiIiICynJEhERERERcSEvTwdQ1FmWBUB8YqKHIxEREREREU86lxOcyxFyYrPyOqOU279/P7Vr1/Z0GCIiIiIiUkTs27ePyy67LMd2JVl5ME0Th8NBhQoVsNlsuZ4bHx9P7dq12bdvH/7+/oUUoeRF41I0aVyKJo1L0aRxKZo0LkWTxqVoKinjYlkWp06dIjAwEMPI+c4rLRfMg2EYuWap2fH39y/Wb56SSuNSNGlciiaNS9GkcSmaNC5Fk8alaCoJ4xIQEJDnOSp8ISIiIiIi4kJKskRERERERFxISZYL+fj4MGrUKHx8fDwdimSicSmaNC5Fk8alaNK4FE0al6JJ41I0lbZxUeELERERERERF9JMloiIiIiIiAspyRIREREREXEhJVkiIiIiIiIupCRLRERERETEhZRkXaLjx48zYMAA/P39qVixIkOGDCEhISFfz7Usi549e2Kz2fj222/dG2gpU9BxOX78OI8++ihXXHEFZcuW5fLLL+exxx4jLi6uEKMueaZMmULdunXx9fWlffv2REdH53r+nDlzaNy4Mb6+vjRv3pwffvihkCItXQoyLh999BGdOnWiUqVKVKpUiW7duuU5jnJxCvrv5ZxZs2Zhs9m4+eab3RtgKVXQcTl58iQPP/wwtWrVwsfHh+DgYP0sc4OCjsukSZMyPuNr167Nk08+ydmzZwsp2pJv5cqVhIeHExgYmO/fa6OiomjTpg0+Pj40bNiQ6dOnuz3OQmXJJenRo4fVsmVL67fffrN++eUXq2HDhlb//v3z9dy33nrL6tmzpwVY8+bNc2+gpUxBx2XTpk3Wrbfeas2fP9/avn27tXTpUqtRo0bWbbfdVohRlyyzZs2yvL29rU8//dT6559/rPvvv9+qWLGidejQoWzPX716tWW3260JEyZYmzdvtl566SWrTJky1qZNmwo58pKtoONy1113WVOmTLHWr19vbdmyxbrnnnusgIAAa//+/YUceclW0HE5Z9euXVZQUJDVqVMnq0+fPoUTbClS0HFJSkqy2rVrZ/Xq1ctatWqVtWvXLisqKsrasGFDIUdeshV0XGbOnGn5+PhYM2fOtHbt2mX99NNPVq1atawnn3yykCMvuX744QfrxRdftL755pt8/V67c+dOy8/Pzxo2bJi1efNm67333rPsdru1aNGiwgm4ECjJugSbN2+2AOuPP/7IOPbjjz9aNpvNOnDgQK7PXb9+vRUUFGQdPHhQSZaLXcq4ZDZ79mzL29vbSklJcUeYJV5ISIj18MMPZ3ztdDqtwMBA67XXXsv2/DvvvNPq3bt3lmPt27e3/ve//7k1ztKmoONyvtTUVKtChQrW559/7q4QS6WLGZfU1FTrmmuusT7++GNr0KBBSrLcoKDjMnXqVKt+/fpWcnJyYYVYKhV0XB5++GHruuuuy3Js2LBhVocOHdwaZ2mVn99rn332WevKK6/Mcqxv375W9+7d3RhZ4dJywUuwZs0aKlasSLt27TKOdevWDcMw+P3333N8XmJiInfddRdTpkyhZs2ahRFqqXKx43K+uLg4/P398fLyckeYJVpycjJr166lW7duGccMw6Bbt26sWbMm2+esWbMmy/kA3bt3z/F8KbiLGZfzJSYmkpKSQuXKld0VZqlzsePy8ssvU716dYYMGVIYYZY6FzMu8+fPJzQ0lIcffpgaNWrQrFkzXn31VZxOZ2GFXeJdzLhcc801rF27NmNJ4c6dO/nhhx/o1atXocQsFyoNn/n67fESxMbGUr169SzHvLy8qFy5MrGxsTk+78knn+Saa66hT58+7g6xVLrYccns6NGjjB07lgceeMAdIZZ4R48exel0UqNGjSzHa9SowdatW7N9TmxsbLbn53fMJG8XMy7ne+655wgMDLzgw1Eu3sWMy6pVq/jkk0/YsGFDIURYOl3MuOzcuZNly5YxYMAAfvjhB7Zv385DDz1ESkoKo0aNKoywS7yLGZe77rqLo0eP0rFjRyzLIjU1laFDh/LCCy8URsiSjZw+8+Pj4zlz5gxly5b1UGSuo5msbAwfPhybzZbrI7+/kJxv/vz5LFu2jEmTJrk26FLAneOSWXx8PL1796Zp06aMHj360gMXKSHGjx/PrFmzmDdvHr6+vp4Op9Q6deoUAwcO5KOPPqJq1aqeDkcyMU2T6tWr8+GHH9K2bVv69u3Liy++yLRp0zwdWqkWFRXFq6++yvvvv8+6dev45ptv+P777xk7dqynQ5MSTDNZ2Xjqqae45557cj2nfv361KxZk8OHD2c5npqayvHjx3NcBrhs2TJ27NhBxYoVsxy/7bbb6NSpE1FRUZcQecnmznE559SpU/To0YMKFSowb948ypQpc6lhl0pVq1bFbrdz6NChLMcPHTqU4xjUrFmzQOdLwV3MuJzz5ptvMn78eJYsWUKLFi3cGWapU9Bx2bFjB7t37yY8PDzjmGmaQNqs/bZt22jQoIF7gy4FLubfS61atShTpgx2uz3jWJMmTYiNjSU5ORlvb2+3xlwaXMy4jBgxgoEDB3LfffcB0Lx5c06fPs0DDzzAiy++iGFozqGw5fSZ7+/vXyJmsUAzWdmqVq0ajRs3zvXh7e1NaGgoJ0+eZO3atRnPXbZsGaZp0r59+2z7Hj58OH/99RcbNmzIeAC8/fbbfPbZZ4VxecWWO8cF0mawbrjhBry9vZk/f77+Un8JvL29adu2LUuXLs04ZpomS5cuJTQ0NNvnhIaGZjkfYPHixTmeLwV3MeMCMGHCBMaOHcuiRYuy3OsorlHQcWncuDGbNm3K8jly00030aVLFzZs2EDt2rULM/wS62L+vXTo0IHt27dnJL0AMTEx1KpVSwmWi1zMuCQmJl6QSJ1LhC3Lcl+wkqNS8Znv6cobxV2PHj2s1q1bW7///ru1atUqq1GjRllKhe/fv9+64oorrN9//z3HPlB1QZcr6LjExcVZ7du3t5o3b25t377dOnjwYMYjNTXVU5dRrM2aNcvy8fGxpk+fbm3evNl64IEHrIoVK1qxsbGWZVnWwIEDreHDh2ecv3r1asvLy8t68803rS1btlijRo1SCXc3KOi4jB8/3vL29rbmzp2b5d/FqVOnPHUJJVJBx+V8qi7oHgUdl71791oVKlSwHnnkEWvbtm3WwoULrerVq1uvvPKKpy6hRCrouIwaNcqqUKGC9dVXX1k7d+60fv75Z6tBgwbWnXfe6alLKHFOnTplrV+/3lq/fr0FWG+99Za1fv16a8+ePZZlWdbw4cOtgQMHZpx/roT7M888Y23ZssWaMmWKSrhLVseOHbP69+9vlS9f3vL397cGDx6c5ZePXbt2WYC1fPnyHPtQkuV6BR2X5cuXW0C2j127dnnmIkqA9957z7r88sstb29vKyQkxPrtt98y2jp37mwNGjQoy/mzZ8+2goODLW9vb+vKK6+0vv/++0KOuHQoyLjUqVMn238Xo0aNKvzAS7iC/nvJTEmW+xR0XH799Verffv2lo+Pj1W/fn1r3Lhx+mOdGxRkXFJSUqzRo0dbDRo0sHx9fa3atWtbDz30kHXixInCD7yEyun3qHPjMGjQIKtz584XPKdVq1aWt7e3Vb9+feuzzz4r9LjdyWZZmicVERERERFxFd2TJSIiIiIi4kJKskRERERERFxISZaIiIiIiIgLKckSERERERFxISVZIiIiIiIiLqQkS0RERERExIWUZImIiIiIiLiQkiwREREREREXUpIlIiLFwj333IPNZrvgsX37dpf0P336dCpWrOiSvi7WypUrCQ8PJzAwEJvNxrfffuvReERE5OIoyRIRkWKjR48eHDx4MMujXr16ng7rAikpKRf1vNOnT9OyZUumTJni4ohERKQwKckSEZFiw8fHh5o1a2Z52O12AL777jvatGmDr68v9evXZ8yYMaSmpmY896233qJ58+aUK1eO2rVr89BDD5GQkABAVFQUgwcPJi4uLmOGbPTo0QDZzihVrFiR6dOnA7B7925sNhtff/01nTt3xtfXl5kzZwLw8ccf06RJE3x9fWncuDHvv/9+rtfXs2dPXnnlFW655RYXvFoiIuIpXp4OQERE5FL98ssv3H333bz77rt06tSJHTt28MADDwAwatQoAAzD4N1336VevXrs3LmThx56iGeffZb333+fa665hkmTJjFy5Ei2bdsGQPny5QsUw/Dhw5k4cSKtW7fOSLRGjhzJ5MmTad26NevXr+f++++nXLlyDBo0yLUvgIiIFClKskREpNhYuHBhluSnZ8+ezJkzhzFjxjB8+PCM5KV+/fqMHTuWZ599NiPJeuKJJzKeV7duXV555RWGDh3K+++/j7e3NwEBAdhsNmrWrHlRsT3xxBPceuutGV+PGjWKiRMnZhyrV68emzdv5oMPPlCSJSJSwinJEhGRYqNLly5MnTo14+ty5coBsHHjRlavXs24ceMy2pxOJ2fPniUxMRE/Pz+WLFnCa6+9xtatW4mPjyc1NTVL+6Vq165dxv+fPn2aHTt2MGTIEO6///6M46mpqQQEBFzy9xIRkaJNSZaIiBQb5cqVo2HDhhccT0hIYMyYMVlmks7x9fVl9+7d3HjjjTz44IOMGzeOypUrs2rVKoYMGUJycnKuSZbNZsOyrCzHsitscS7hOxcPwEcffUT79u2znHfuHjIRESm5lGSJiEix16ZNG7Zt25ZtAgawdu1aTNNk4sSJGEZazafZs2dnOcfb2xun03nBc6tVq8bBgwczvv73339JTEzMNZ4aNWoQGBjIzp07GTBgQEEvR0REijklWSIiUuyNHDmSG2+8kcsvv5zbb78dwzDYuHEjf//9N6+88goNGzYkJSWF9957j/DwcFavXs20adOy9FG3bl0SEhJYunQpLVu2xM/PDz8/P6677jomT55MaGgoTqeT5557jjJlyuQZ05gxY3jssccICAigR48eJCUl8eeff3LixAmGDRuW7XMSEhKy7Pu1a9cuNmzYQOXKlbn88ssv7UUSEZFCoxLuIiJS7HXv3p2FCxfy888/c9VVV3H11Vfz9ttvU6dOHQBatmzJW2+9xeuvv06zZs2YOXMmr732WpY+rrnmGoYOHUrfvn2pVq0aEyZMAGDixInUrl2bTp06cdddd/H000/n6x6u++67j48//pjPPvuM5s2b07lzZ6ZPn57rvl5//vknrVu3pnXr1gAMGzaM1q1bM3LkyIt9aURExANs1vkLzUVEREREROSiaSZLRERERETEhZRkiYiIiIiIuJCSLBERERERERdSkiUiIiIiIuJCSrJERERERERcSEmWiIiIiIiICynJEhERERERcSElWSIiIiIiIi6kJEtERERERMSFlGSJiIiIiIi4kJIsERERERERF1KSJSIiIiIi4kL/D6iCH/IkadzMAAAAAElFTkSuQmCC", "text/plain": [ "
" ] @@ -648,20 +648,22 @@ "\n", "def server_run(fhe_server, x_batches_enc, y_batches_enc, weights_enc, bias_enc, evaluation_key):\n", "\n", - " weights_enc = deserialize_encrypted_values(weights_enc)\n", - " bias_enc = deserialize_encrypted_values(bias_enc)\n", + " weights_enc = fhe.Value.deserialize(weights_enc)\n", + " bias_enc = fhe.Value.deserialize(bias_enc)\n", + "\n", + " evaluation_key = fhe.EvaluationKeys.deserialize(evaluation_key)\n", "\n", " # Run the circuit on the server n times, n being the number of batches sent by the user\n", " for x_batch, y_batch in zip(x_batches_enc, y_batches_enc):\n", - " x_batch = deserialize_encrypted_values(x_batch)\n", - " y_batch = deserialize_encrypted_values(y_batch)\n", + " x_batch = fhe.Value.deserialize(x_batch)\n", + " y_batch = fhe.Value.deserialize(y_batch)\n", "\n", " weights_enc, bias_enc = fhe_server.run(\n", " (x_batch, y_batch, weights_enc, bias_enc), evaluation_key\n", " )\n", "\n", - " weights_enc = serialize_encrypted_values(weights_enc)\n", - " bias_enc = serialize_encrypted_values(bias_enc)\n", + " weights_enc = weights_enc.serialize()\n", + " bias_enc = bias_enc.serialize()\n", "\n", " return weights_enc, bias_enc\n", "\n", @@ -763,7 +765,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] diff --git a/src/concrete/ml/common/utils.py b/src/concrete/ml/common/utils.py index 3bccb1083e..40a535b093 100644 --- a/src/concrete/ml/common/utils.py +++ b/src/concrete/ml/common/utils.py @@ -11,7 +11,6 @@ import onnx import torch from concrete.fhe import Exactness -from concrete.fhe import Value as EncryptedValue from concrete.fhe.dtypes import Integer from sklearn.base import is_classifier, is_regressor @@ -681,50 +680,3 @@ def process_rounding_threshold_bits(rounding_threshold_bits): rounding_threshold_bits = {"n_bits": n_bits_rounding, "method": method} return rounding_threshold_bits - - -def serialize_encrypted_values( - *values_enc: Optional[EncryptedValue], -) -> Union[Optional[bytes], Optional[Tuple[bytes]]]: - """Serialize encrypted values. - - If a value is None, None is returned. - - Args: - values_enc (Optional[EncryptedValue]): The values to serialize. - - Returns: - Union[Optional[bytes], Optional[Tuple[bytes]]]: The serialized values. - """ - values_enc_serialized = tuple( - value_enc.serialize() if value_enc is not None else None for value_enc in values_enc - ) - - if len(values_enc_serialized) == 1: - return values_enc_serialized[0] - - return values_enc_serialized - - -def deserialize_encrypted_values( - *values_serialized: Optional[bytes], -) -> Union[Optional[EncryptedValue], Optional[Tuple[EncryptedValue]]]: - """Deserialize encrypted values. - - If a value is None, None is returned. - - Args: - values_serialized (Optional[bytes]): The values to deserialize. - - Returns: - Union[Optional[EncryptedValue], Optional[Tuple[EncryptedValue]]]: The deserialized values. - """ - values_enc = tuple( - EncryptedValue.deserialize(value_serialized) if value_serialized is not None else None - for value_serialized in values_serialized - ) - - if len(values_enc) == 1: - return values_enc[0] - - return values_enc diff --git a/src/concrete/ml/deployment/_utils.py b/src/concrete/ml/deployment/_utils.py new file mode 100644 index 0000000000..835651b950 --- /dev/null +++ b/src/concrete/ml/deployment/_utils.py @@ -0,0 +1,52 @@ +"""Utility functions for deployment.""" + +from typing import Optional, Tuple, Union + +from concrete import fhe + + +def serialize_encrypted_values( + *values_enc: Optional[fhe.Value], +) -> Union[Optional[bytes], Optional[Tuple[bytes]]]: + """Serialize encrypted values. + + If a value is None, None is returned. + + Args: + values_enc (Optional[fhe.Value]): The values to serialize. + + Returns: + Union[Optional[bytes], Optional[Tuple[bytes]]]: The serialized values. + """ + values_enc_serialized = tuple( + value_enc.serialize() if value_enc is not None else None for value_enc in values_enc + ) + + if len(values_enc_serialized) == 1: + return values_enc_serialized[0] + + return values_enc_serialized + + +def deserialize_encrypted_values( + *values_serialized: Optional[bytes], +) -> Union[Optional[fhe.Value], Optional[Tuple[fhe.Value]]]: + """Deserialize encrypted values. + + If a value is None, None is returned. + + Args: + values_serialized (Optional[bytes]): The values to deserialize. + + Returns: + Union[Optional[fhe.Value], Optional[Tuple[fhe.Value]]]: The deserialized values. + """ + values_enc = tuple( + fhe.Value.deserialize(value_serialized) if value_serialized is not None else None + for value_serialized in values_serialized + ) + + if len(values_enc) == 1: + return values_enc[0] + + return values_enc diff --git a/src/concrete/ml/deployment/fhe_client_server.py b/src/concrete/ml/deployment/fhe_client_server.py index 93f7c7a6e6..bdf660f283 100644 --- a/src/concrete/ml/deployment/fhe_client_server.py +++ b/src/concrete/ml/deployment/fhe_client_server.py @@ -14,8 +14,10 @@ from ..common.debugging.custom_assert import assert_true from ..common.serialization.dumpers import dump from ..common.serialization.loaders import load -from ..common.utils import deserialize_encrypted_values, serialize_encrypted_values, to_tuple +from ..common.utils import to_tuple +from ..quantization import QuantizedModule from ..version import __version__ as CML_VERSION +from ._utils import deserialize_encrypted_values, serialize_encrypted_values try: # 3.8 and above @@ -155,13 +157,13 @@ def run( # TODO: make desr / ser optional assert_true(self.server is not None, "Model has not been loaded.") - q_data_enc = to_tuple(serialized_encrypted_quantized_data) + input_quant_encrypted = to_tuple(serialized_encrypted_quantized_data) # Make sure no inputs are None, to avoid any crash in Concrete - assert not any(x is None for x in q_data_enc), "No input values should be None" + assert not any(x is None for x in input_quant_encrypted), "No input values should be None" - inputs_are_serialized = all(isinstance(x, bytes) for x in q_data_enc) - inputs_are_encrypted_values = all(isinstance(x, fhe.Value) for x in q_data_enc) + inputs_are_serialized = all(isinstance(x, bytes) for x in input_quant_encrypted) + inputs_are_encrypted_values = all(isinstance(x, fhe.Value) for x in input_quant_encrypted) # Make sure inputs are either only serialized values or encrypted values assert ( @@ -170,22 +172,24 @@ def run( # Deserialize the values if they are all serialized if inputs_are_serialized: - q_data_enc = to_tuple(deserialize_encrypted_values(*q_data_enc)) + input_quant_encrypted = to_tuple(deserialize_encrypted_values(*input_quant_encrypted)) # Deserialize the evaluation keys if they are serialized evaluation_keys = serialized_evaluation_keys if isinstance(evaluation_keys, bytes): evaluation_keys = fhe.EvaluationKeys.deserialize(evaluation_keys) - q_result_enc = self.server.run(*q_data_enc, evaluation_keys=evaluation_keys) + result_quant_encrypted = self.server.run( + *input_quant_encrypted, evaluation_keys=evaluation_keys + ) # If inputs were serialized, return serialized values as well if inputs_are_serialized: - q_result_enc = serialize_encrypted_values(*to_tuple(q_result_enc)) + result_quant_encrypted = serialize_encrypted_values(*to_tuple(result_quant_encrypted)) # Mypy complains because the outputs of `serialize_encrypted_values` can be None, but here # we already made sure this is not the case - return q_result_enc # type: ignore[return-value] + return result_quant_encrypted # type: ignore[return-value] class FHEModelDev: @@ -400,15 +404,15 @@ def quantize_encrypt_serialize( """ # Quantize the values - q_x = to_tuple(self.model.quantize_input(*x)) + x_quant = to_tuple(self.model.quantize_input(*x)) # Encrypt the values - q_x_enc = to_tuple(self.client.encrypt(*q_x)) + x_quant_encrypted = to_tuple(self.client.encrypt(*x_quant)) # Serialize the encrypted values to be sent to the server - q_x_enc_serialized = serialize_encrypted_values(*q_x_enc) + x_quant_encrypted_serialized = serialize_encrypted_values(*x_quant_encrypted) - return q_x_enc_serialized + return x_quant_encrypted_serialized # We should find a better name for `serialized_encrypted_quantized_result` # FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/4476 @@ -425,14 +429,14 @@ def deserialize_decrypt( Union[Any, Tuple[Any, ...]]: The decrypted and deserialized values. """ # Deserialize the encrypted values - q_result_enc = to_tuple( + result_quant_encrypted = to_tuple( deserialize_encrypted_values(*serialized_encrypted_quantized_result) ) # Decrypt the values - q_result = self.client.decrypt(*q_result_enc) + result_quant = self.client.decrypt(*result_quant_encrypted) - return q_result + return result_quant # We should find a better name for `serialized_encrypted_quantized_result` # FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/4476 @@ -449,17 +453,21 @@ def deserialize_decrypt_dequantize( Union[numpy.ndarray, Tuple[numpy.ndarray, ...]]: The clear float values. """ # Decrypt and deserialize the values - q_result = to_tuple(self.deserialize_decrypt(*serialized_encrypted_quantized_result)) + result_quant = to_tuple(self.deserialize_decrypt(*serialized_encrypted_quantized_result)) # De-quantize the values - f_result = to_tuple(self.model.dequantize_output(*q_result)) + result = to_tuple(self.model.dequantize_output(*result_quant)) # Apply post-processing to the de-quantized values # Side note: `post_processing` method from built-in models (not Quantized Modules) only # handles a single input. Calling the following is however not an issue for now as we expect - # 'f_result' to be a tuple of length 1 in this case anyway. Still, we need to make sure this + # 'result' to be a tuple of length 1 in this case anyway. Still, we need to make sure this # does not break in the future if any built-in models starts to handle multiple outputs : # FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/4474 - result = self.model.post_processing(*f_result) + assert len(result) == 1 or isinstance( + self.model, QuantizedModule + ), "Only 'QuantizedModule' instances can handle multi-outputs." + + result = self.model.post_processing(*result) return result diff --git a/src/concrete/ml/sklearn/linear_model.py b/src/concrete/ml/sklearn/linear_model.py index 270f86beff..341a57fd74 100644 --- a/src/concrete/ml/sklearn/linear_model.py +++ b/src/concrete/ml/sklearn/linear_model.py @@ -181,7 +181,7 @@ def __init__( # Concrete ML attributes for FHE training # These values are hardcoded for now # We don't expose them in the __init__ arguments but they are taken - # into account when training, so wecan just modify them manually. + # into account when training, so we can just modify them manually. # The number of bits used for training should be adjusted according to n-bits # but for now we use this hardcoded values. # FIXME: https://github.com/zama-ai/concrete-ml-internal/issues/4205 @@ -433,7 +433,9 @@ def _fit_encrypted( The is the underlying function that fits the model in FHE if 'fit_encrypted' is enabled. A quantized module is first built in order to generate the FHE circuit need for training. - Then, the method iterates over it in the clear. + Then, the method iterates over it in the clear so that outputs of an iteration are used as + inputs for the following iteration. Thanks to Concrete's composition feature, no + encryption/decryption steps are needed when the training is executed in FHE. For more details on some of these arguments please refer to: https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.SGDClassifier.html @@ -603,7 +605,7 @@ def _fit_encrypted( # A partial fit is similar to running a fit with a single iteration max_iter = 1 if is_partial_fit else self.max_iter - # Quantize and encrypt the batches + # Iterate on the batches in order to quantize and encrypt them X_batches_enc, y_batches_enc = [], [] for _ in range(max_iter): diff --git a/src/concrete/ml/torch/hybrid_model.py b/src/concrete/ml/torch/hybrid_model.py index fcf7a6d367..e1b5e4e179 100644 --- a/src/concrete/ml/torch/hybrid_model.py +++ b/src/concrete/ml/torch/hybrid_model.py @@ -333,7 +333,7 @@ def remote_call(self, x: torch.Tensor) -> torch.Tensor: # pragma:no cover inferences.append(decrypted_prediction) # Concatenate results and move them back to proper device - return torch.Tensor(inferences).to(device=base_device) + return torch.Tensor(numpy.array(inferences)).to(device=base_device) class HybridFHEModel: