diff --git a/.github/workflows/benchmarks.yml b/.github/workflows/benchmarks.yml index 49a43f5..ba5917e 100644 --- a/.github/workflows/benchmarks.yml +++ b/.github/workflows/benchmarks.yml @@ -58,12 +58,12 @@ jobs: - name: Setup Virtual Env run: python -m venv .env; source .env/bin/activate; - name: Run linear regression benchmarks across all frameworks - run: source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_::tests_0 --no-capture - - name: Run random forest benchmarks across all frameworks - run: source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_::tests_1 --no-capture + run: source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_::tests_0 --test-threads 1 + - name: Run randsom forest benchmarks across all frameworks + run: source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_::tests_1 --test-threads 1 - name: Run svm classification benchmarks across all frameworks - run: source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_::tests_2 --no-capture + run: source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_::tests_2 --test-threads 1 - name: Run tree ensemble regression benchmarks across all frameworks - run: source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_::tests_3 --no-capture + run: source .env/bin/activate; cargo nextest run benchmarking_tests::tests::run_benchmarks_::tests_3 --test-threads 1 - name: Pretty Print benchmarks.json run: jq '.' benchmarks.json # Pretty print the benchmarks.json file \ No newline at end of file diff --git a/notebooks/benchmark_analysis.ipynb b/notebooks/benchmark_analysis.ipynb index 34b0c16..3ec801d 100644 --- a/notebooks/benchmark_analysis.ipynb +++ b/notebooks/benchmark_analysis.ipynb @@ -9,12 +9,12 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -26,24 +26,21 @@ "name": "stdout", "output_type": "stream", "text": [ + "linear_regressions Results:\n", "\n", - " linear_regressions Results:\n", - "\n", - " Proving Time Speedup:\n", - "\n", - " EZKL is approximately 4.82468085106383 times faster than Orion.\n", - " EZKL is about 85.15094246723403 times faster than RISC0.\n", - "\n", - " Memory Usage Reduction:\n", + "Proving Time Speedup:\n", + "EZKL is approximately 4.65 times faster than Orion.\n", + "EZKL is about 85.13 times faster than RISC0.\n", "\n", - " EZKL uses roughly 67.06135776464413% less memory compared to Orion.\n", - " EZKL's memory usage is about 98.53647957916519% less than that of RISC0.\n", - " \n" + "Memory Usage Reduction:\n", + "EZKL uses roughly 67.04% less memory compared to Orion.\n", + "EZKL's memory usage is about 98.53% less than that of RISC0.\n", + "\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -55,22 +52,19 @@ "name": "stdout", "output_type": "stream", "text": [ + "random_forests Results:\n", "\n", - " random_forests Results:\n", - "\n", - " Proving Time Speedup:\n", - "\n", - " EZKL is about 28.697711063441844 times faster than RISC0.\n", - "\n", - " Memory Usage Reduction:\n", + "Proving Time Speedup:\n", + "EZKL is about 28.14 times faster than RISC0.\n", "\n", - " EZKL's memory usage is about 96.2407534549204% less than that of RISC0.\n", - " \n" + "Memory Usage Reduction:\n", + "EZKL's memory usage is about 96.24% less than that of RISC0.\n", + "\n" ] }, { "data": { - "image/png": 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", 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kpvj+Vn/44QeqVatGzpw5Ha/HmTNnqFOnDjExMaxdu/aecd8ez83XtFq1aly+fJk9e/Y4XZs9e3anVstMmTJRqVKlOK9bQECAUxfErFmz8uqrr94zjjvVqVOHvHnzEhQUxMsvv0z27NmZP38+BQoUcLru9ddfdzpO6PumRIkSPPLII8yePdtxTUxMDHPnzqVx48ZOz8vdvPbaa07H1apV4+zZs0RGRgKwZMkSgAS9jknB3f8/3Pk7F5HkkWYSuLVr19K4cWPy58+PzWbjp59+crkOu93O559/TokSJfDy8qJAgQJ8/PHHiR+spHnDhg1j586dBAUFUalSJYYMGRInqWrRogVXrlxxjCW4ePEiixYt4qWXXorzhfL2/2Th1pfEoKCgeMtdSYQOHDhAyZIlXZ5d7cqVK7z//vuO8SV58uQhb968REREOI31+eCDD4iIiKBEiRKULVuWN998k+3btzvOe3l58dlnn7F48WLy5ctH9erVGTZsGOHh4S7Fc6/HB2asy72cO3eO3r17ky9fPrJkyULevHkpUqQIgNPjccXhw4cpWbJknPKbs8cdPnzYqfzO1zlnzpzArdezSJEi9OvXj0mTJpEnTx7q16/PuHHj3I7vTq1atWL37t38/fffzJo1i5dffjne5Gb//v3Y7XYGDRpE3rx5nbbBgwcDZoKZez22e72Hb3//Hj58mPz58+Pt7e103d2ew5uv2Z3atWvH77//7rj+hx9+4Pr167Rt2zb+J8NFN5+nhL5Gv//+O3Xq1CFbtmzkyJGDvHnz8s477wC33m83Yy1evLjTbXPlyuV4b9y0b98+lixZEuf1uLk8xJ2vx5127drF888/j6+vLz4+PuTNm9eRpN0Ze2BgYJz3Rc6cOeO8bsWLF49zXXx/D/cybtw4li1bxqpVq9i9ezf//fdfnDGZnp6eBAYGOpW58r5p0aIFv//+uyMZWb16NadOnaJFixYJivF+f7eHDx8mQ4YMcd6bd76uScXd/z/c+TsXkeSRZhK4S5cuUb58ecaNG+d2Hb1792bSpEl8/vnn7NmzhwULFlCpUqVEjFLSi+bNm/Pff/8xduxY8ufPz/DhwyldurRTa8ETTzxB4cKFmTNnDmDG41y5ciXeLw13m1nsbuX2OyZ3SAo9e/bk448/pnnz5syZM4dff/2VZcuWkTt3bqdJE6pXr86BAwf49ttvKVOmDJMmTaJChQpMmjTJcU2fPn34999/CQkJIXPmzAwaNIiHH37YrQlZ3NW8eXMmTpzIa6+9xrx58/j1118dv5wnZBKIxJCQ13PEiBFs376dd955xzExQunSpQkLC3vg+69cuTLFihWjT58+HDx4kFatWsV73c3n44033mDZsmXxbnd+OXXlPfwg79+7tZi8/PLLZMyY0dEKN3PmTB577LEEJRReXl5cuXIl3nM3W9lun6Hwfq/RgQMHqF27NmfOnGHkyJH88ssvLFu2jL59+wLuvd9iY2OpW7fuXV+PZs2a3fW2ERER1KhRg7///psPPviAn3/+mWXLljnGcN0ZT3J+7lSqVIk6depQs2ZNHn744XjH9np5eT3Q8h0tWrTAbrfzww8/ADBnzhx8fX0TvK6klZ/DCeHu/x/u/J2LSPJIM5OYNGjQwDF4Oj7R0dG8++67fPfdd0RERFCmTBk+++wzRxejf/75h/Hjx7Nz507Hf+h3+yVXJCECAgLo1q0b3bp149SpU1SoUIGPP/7Y6X3avHlzxowZQ2RkJLNnz6Zw4cKObnvJpVixYmzatInr16/HO1nF3cydO5f27dszYsQIR9nVq1fjXeA6V65cdOzYkY4dO3Lx4kWqV6/OkCFDnNY3KlasGP3796d///7s27ePRx55hBEjRjBz5swHfnwAO3fuvOti1efPn2fFihUMHTqU999/31EeX7dPV7rbFSpUiL1798Ypv9klrVChQgmu63Zly5albNmyvPfee6xfv56nnnqKCRMm8NFHH7lV3+1atmzJRx99xMMPP8wjjzwS7zVFixYFIGPGjHd9ThNLoUKFWL58OVFRUU6tKa4+h7ly5aJRo0aEhobSunVrfv/99/tO7HF7DPG9joCj/M447vUa/fzzz0RHR7NgwQKn1pFVq1bFuV8wLSG3/3909uzZOK3sxYoV4+LFi269HqtXr+bs2bPMmzeP6tWrO8pvzvTojkKFCrFz507sdrvT38zdnsfE5sr7pkiRIlSqVInZs2fTo0cP5s2bR9OmTRNtWZBChQoRGxvLwYMHeeihhxzld84wm9Ik59+5iLgmzbTA3U+PHj3YsGED33//Pdu3b+ell17imWeecXxB+/nnnylatCgLFy6kSJEiFC5cmFdeeYVz585ZHLmkNjExMXG6HPn5+ZE/f/44U2i3aNGC6Ohopk2bxpIlS2jevHlyhgqYGSDPnDnDl19+GefcvX5B9vDwiHN+7NixcaYdv30afjDjZ4oXL+54Li5fvhxnRr1ixYrh7e39wFOOA1SoUIEiRYowevToOMnlzfhv/hJ95+OJ7wv+zfWl4ktU79SwYUP++OMPNmzY4Ci7dOkS33zzDYULF44zVut+IiMjuXHjhlNZ2bJlyZAhg9Nz5eoyArd75ZVXGDx4sFNific/Pz9q1qzJ119/zYkTJ+KcP336tMv3ezcNGzYkJiYmzvtz1KhR2Gy2e/5wd6e2bduye/du3nzzTTw8PBI0w+DNGDZu3MiWLVucyiMiIggNDeWRRx5xzGCYkNcovvfbhQsXmDJlitPtateujaenZ5zlBeL7W23evDkbNmxg6dKlcc5FRETEiel28cVz7do1vvrqq7ve5n4aNmzI8ePHmTt3rqPs8uXLfPPNN27X6er9u/K+adGiBRs3buTbb7/lzJkzCe4+mRA3u3ze+XyOHTs20e4jKSTn37mIuCbNtMDdy5EjR5gyZQpHjhwhf/78gOkSsGTJEqZMmcInn3zCf//9x+HDh/nhhx+YPn06MTEx9O3blxdffPGBpz2W9CUqKorAwEBefPFFypcvT/bs2Vm+fDmbN2+O86W4QoUKFC9enHfffZfo6OhE/dKQUO3atWP69On069ePP/74g2rVqnHp0iWWL19Ot27d4l0/C+DZZ59lxowZ+Pr6EhwczIYNG1i+fLnT9N5gBtDXrFmTihUrkitXLv7880/HEgsA//77L7Vr16Z58+YEBwfj6enJ/PnzOXnyZIK/YN9LhgwZGD9+PI0bN+aRRx6hY8eOBAQEsGfPHnbt2sXSpUvx8fFxjL27fv06BQoU4Ndff423BaJixYoAvPvuu45ueY0bN4534eABAwbw3Xff0aBBA3r16kWuXLmYNm0aBw8e5Mcff3S529fKlSvp0aMHL730EiVKlODGjRvMmDEDDw8Ppy5y7iwjcFOhQoUStC7VuHHjqFq1KmXLlqVLly4ULVqUkydPsmHDBsLCwvj7779dut+7ady4MbVq1eLdd9/l0KFDlC9fnl9//ZX//e9/9OnT567LXMSnUaNG5M6dmx9++IEGDRrg5+eXoNsNGDCAH374gerVq9O1a1dKlSrF8ePHmTp1KidOnHBKvBLyGtWrV49MmTLRuHFjunbtysWLF5k4cSJ+fn5OX5Tz5ctH7969GTFiBE2aNOGZZ57h77//ZvHixeTJk8epZevNN99kwYIFPPvss3To0IGKFSty6dIlduzYwdy5czl06JBj2Ys7Pfnkk+TMmZP27dvTq1cvbDYbM2bMeKAugF26dOHLL7+kXbt2bNmyhYCAAGbMmOFYXiSpufq+ad68OW+88QZvvPEGuXLlStQWp4oVK9KsWTNGjx7N2bNnHcsI/Pvvv4BrrfrJLbn+zkXENekigduxYwcxMTGUKFHCqTw6OtrxZTM2Npbo6GimT5/uuG7y5MlUrFiRvXv3ujzwWtKvrFmz0q1bN3799VfmzZtHbGwsxYsX56uvvoozUxqYX34//vhjihcvToUKFZI9Xg8PDxYtWsTHH3/MrFmz+PHHHx2LbZctW/autxszZgweHh6EhoZy9epVnnrqKZYvXx5ngoFevXqxYMECfv31V6KjoylUqBAfffSRY0HsoKAgWrZsyYoVK5gxYwaenp6UKlWKOXPm3HPcjivq16/PqlWrGDp0KCNGjCA2NpZixYrRpUsXxzWzZs2iZ8+ejBs3DrvdTr169Vi8eLHjR5+bHn/8cT788EMmTJjAkiVLHF2j4kvg8uXLx/r163n77bcZO3YsV69epVy5cvz8889urQFVvnx56tevz88//8yxY8fImjUr5cuXZ/Hixcne9TY4OJg///yToUOHMnXqVM6ePYufnx+PPvqoUzfUB5UhQwYWLFjA+++/z+zZs5kyZQqFCxdm+PDh9O/f36W6MmXKRIsWLfjqq69cmrwkX758bNq0iSFDhjBnzhxOnjyJj48PTz75JLNnz3bM3gcJe41KlizJ3Llzee+993jjjTfw9/fn9ddfJ2/evHTq1Mnpvj/77DOyZs3KxIkTWb58OVWqVOHXX3+latWqTuPusmbNypo1a/jkk08cP0T6+PhQokQJhg4d6pigIj65c+dm4cKF9O/fn/fee4+cOXPSpk0bateufddF3O8na9asrFixgp49ezJ27FiyZs1K69atadCgQYLHlj0IV983gYGBPPnkk/z++++88sorLnUnT4jp06fj7+/Pd999x/z586lTpw6zZ8+mZMmSTq9jSpNcf+ci4hqbPaWMsk1ENpuN+fPn07RpU8BMzd66dWt27doVZ9Bu9uzZ8ff3Z/DgwXzyySdcv37dce7KlStkzZqVX3/91bHgsIiIpF59+/Zl8uTJhIeHJ1trUGKLiIggZ86cfPTRR7z77rtWhyNu2rZtG48++igzZ86kdevWVocjIqlIumiBe/TRR4mJieHUqVPxrmkE8NRTT3Hjxg0OHDjg6Fpxs3uDuxMNiIhIynH16lVmzpxJs2bNUk3yduXKlTgza94cm+lq91ixzt1exwwZMjhNHCMikhBpJoG7ePGi04xOBw8eZNu2beTKlYsSJUrQunVr2rVrx4gRI3j00Uc5ffo0K1asoFy5cjRq1Ig6depQoUIFOnXqxOjRo4mNjaV79+7UrVs3TtdLkdTg2rVr952Ex9fXN0EL1YqkZqdOnWL58uXMnTuXs2fP0rt3b6tDSrDZs2czdepUGjZsSPbs2Vm3bh3fffcd9erV46mnnrI6PEmgYcOGsWXLFmrVqoWnpyeLFy9m8eLFvPrqq3HWYxMRuS97GrFq1So7EGdr37693W63269du2Z///337YULF7ZnzJjRHhAQYH/++eft27dvd9Rx7Ngx+wsvvGDPnj27PV++fPYOHTrYz549a9EjEnkwd/ubuH2bMmWK1WGKJLmbfwt+fn72sWPHWh2OS7Zs2WKvXbu2PXfu3PaMGTPaAwMD7b1797ZHRUVZHZq44Ndff7U/9dRT9pw5c9ozZsxoL1asmH3IkCH269evWx2aiKRCaXIMnIiYtc3unPb8TqVLlyYgICCZIhIRERGRB5Vu1oETSW9y5sxJnTp17rkpeRMREXE2fvx4ypUrh4+PDz4+PlSpUoXFixcDcOjQIWw2W7zbDz/8kKD6X3vtNWw2W5y1RgsXLhynzk8//TSxH56kAWlmDJyIiIiIyIMKDAzk008/5aGHHsJutzNt2jSee+45/vrrL0qVKhVnYfNvvvmG4cOHx1kgPj7z589n48aNcZaouemDDz5wWuLG29v7wR6MpEmpOoG7ceMGf/31F/ny5XN5QVwRERERkTs9+uijTsevv/4648aNY/HixfGuqThnzhwaNWpEREQEERERd633xIkTdOvWjZkzZ9KhQwciIiIICwtznI+JiSEmJoYbN244ys6fP8/58+cf/EGlE7GxsZw8eZJHH30UT89UnebcU6oeA7d582YqVapkdRgiIiIiIpJC/PHHHzz++ONWh5FkUnVqmi9fPsC8SBrLIyIiIiKJ4Z9//qFp06ZER0eTLVs2xo4dy9NPPx3nunfeeYeNGzeycuXKe9b35Zdfsn79ekJDQ7HZbFSpUoXOnTvzyiuvOK755ptvKFu2LDly5ODPP//ks88+46WXXmLw4MGJ/vjSqhMnTlCpUiVHjpBWpeoE7ma3yYCAAAIDAy2ORkRERETSAj8/P/7++28uXLjA3Llz6d+/P2vWrCE4ONhxzZUrV1iwYAGDBg265/fQLVu2MHXqVLZu3eoY++bh4UGOHDmcbvfBBx849uvWrUu+fPno2rUrX375JV5eXknwKNOutD60Km0/OhERERERF2XKlInixYtTsWJFQkJCKF++PGPGjHG6Zu7cuVy+fJl27drds67ffvuNU6dOUbBgQTw9PfH09OTw4cP079+fwoUL3/V2lStX5saNGxw6dCgRHpGkJam6BU5EREREJKnFxsYSHR3tVDZ58mSaNGlC3rx573nbtm3bUqdOHaey+vXr07ZtWzp27HjX223bto0MGTLg5+fnfuCSJimBExERERH5fwMHDqRBgwYULFiQqKgoZs2axerVq1m6dKnjmv3797N27VoWLVoUbx2lSpUiJCSE559/nty5c5M7d26n8xkzZsTf35+SJUsCsGHDBjZt2kStWrXw9vZmw4YN9O3blzZt2pAzZ86ke7CSKimBExERERH5f6dOnaJdu3acOHECX19fypUrx9KlS6lbt67jmm+//ZbAwEDq1asXbx179+7lwoULCb5PLy8vvv/+e4YMGUJ0dDRFihShb9++9OvX74Efj6Q9qXoZgbCwMIKCgjh69KgmMRERERERScfSS26gSUxERERERERSCSVwIiIiIpLqDBkyBJvN5rSVKlXKcf6bb76hZs2a+Pj4YLPZiIiIiFPHuXPnaN26NT4+PuTIkYPOnTtz8eLFe96HzWYjW7ZsTvX88MMPlCpVisyZM1O2bNk4Y+OGDBlCqVKlyJYtGzlz5qROnTps2rTJpVjuxW6306BBA2w2Gz/99JPTuSNHjtCoUSOyZs2Kn58fb775Jjdu3EhQvZIyKYETERERkVSpdOnSnDhxwrGtW7fOce7y5cs888wzvPPOO3e9fevWrdm1axfLli1j4cKFrF27lldffdVx/o033nCq/8SJEwQHB/PSSy85rlm/fj0tW7akc+fO/PXXXzRt2pSmTZuyc+dOxzUlSpTgyy+/ZMeOHaxbt47ChQtTr149Tp8+neBY7mX06NHYbLY45TExMTRq1Ihr166xfv16pk2bxtSpU3n//fcTVK+kUPZU7OjRo3bAfvToUatDEREREZFkNHjwYHv58uXve92qVavsgP38+fNO5bt377YD9s2bNzvKFi9ebLfZbPZjx47FW9e2bdvsgH3t2rWOsubNm9sbNWrkdF3lypXtXbt2vWtMFy5csAP25cuXux3LTX/99Ze9QIEC9hMnTtgB+/z58x3nFi1aZM+QIYM9PDzcUTZ+/Hi7j4+PPTo6+p71pkbpJTdQC5yIiIiIpEr79u0jf/78FC1alNatW3PkyJEE33bDhg3kyJGDxx57zFFWp04dMmTIEKd7402TJk2iRIkSVKtWzame+NZ527BhQ7x1XLt2jW+++QZfX1/Kly/vdixgWhlbtWrFuHHj8Pf3j/cxli1blnz58jnFFhkZya5du+5ar6RsSuBEREREJNWpXLkyU6dOZcmSJYwfP56DBw9SrVo1oqKiEnT78PDwOItke3p6kitXLsLDw+Ncf/XqVUJDQ+ncuXOcem5PkADy5csXp46FCxeSPXt2MmfOzKhRo1i2bBl58uRxK5ab+vbty5NPPslzzz1318cYX2w3z0nqpHXgRERERCTVadCggWO/XLlyVK5cmUKFCjFnzpw4SVZimD9/PlFRUbRv396t29eqVYtt27Zx5swZJk6cSPPmzdm0aVOcxC2hFixYwMqVK/nrr7/cur2kXmqBExEREZFUL0eOHJQoUYL9+/cn6Hp/f39OnTrlVHbjxg3OnTsXb3fESZMm8eyzz8Zp0fL39+fkyZNOZSdPnoxTR7Zs2ShevDhPPPEEkydPxtPTk8mTJ7sVC8DKlSs5cOAAOXLkwNPTE09P0y7TrFkzatasec/Ybp6T1EkJnIiIiIikehcvXuTAgQMEBAQk6PoqVaoQERHBli1bHGUrV64kNjaWypUrO1178OBBVq1aFW/LXpUqVVixYsWtgpgYzsydS8+8eWH1aoiJiff+Y2NjiY6OdjmWmwYMGMD27dvZtm2bYwMYNWoUU6ZMcdS7Y8cOp+Rw2bJl+Pj4EBwcfPcnR1I0daEUERERkVTnjTfeoHHjxhQqVIjjx48zePBgPDw8aNmyJWDGeIWHhzta5Hbs2IG3tzcFCxYkV65cPPzwwzzzzDN06dKFCRMmcP36dXr06MHLL79M/vz5ne7r22+/JSAgwKnb5k29e/emRo0ajBgxghYZM+I9aBDjIiNh925YsYLYAgX4rnJlir35JgEBAZw5c4Zx48Zx7Ngxx3IECYnl2LFj1K5dm+nTp1OpUiX8/f3jbUUrWLAgRYoUAaBevXoEBwfTtm1bhg0bRnh4OO+99x7du3fHy8sr8V4MSVZK4EREREQk1QkLC6Nly5acPXuWvHnzUrVqVTZu3EjevHkBmDBhAkOHDnVcX716dQCmTJlChw4dAAgNDaVHjx7Url2bDBky0KxZM7744gun+4mNjWXq1Kl06NABDw+POHE8+eSTzJo1izW9e5P/xIk4523Hj9Nq3jy6rFrFjEuXyJ07N48//ji//fYbpUuXdlx3v1iuX7/O3r17uXz5coKfIw8PDxYuXMjrr79OlSpVyJYtG+3bt+eDDz5IcB2S8tjsdrvd6iDcFRYWRlBQEEePHiUwMNDqcEREREQkPYqJgcKFISws/vM2GwQGwsGDEE8SKIkjveQGGgMnIiIiIvIgfvvt7skbgN0OR4+a60QekBI4EREREZEHEU/XyQe6TuQeNAZORERERJKNzWZ1BImvBgGsTsB1NVsFsKZVUkeT/FLvgKzUSS1wIiIiIiIP4DeqcZwA7pbHxGLjCEH8RrVkjUvSJiVwIiIiIiIPwI6N0+TFBnGSuFhMk2MfRhOLJjCRB6cETkRERETkAfTiC8qznWgyEY7z2mxhBPIic5nPCxZFJ2mNxsCJiIiIiLipDDv4lAGAaWX7hlepxm8EcIITBPAb1dTyJonK0ha4IUOGYLPZnLZSpUpZGZKIiIiISIJ4cZVQWpOZaBbSiAm8RiwerKEm39OSNdRU8iaJzvIWuNKlS7N8+XLHsaen5SGJiIiIiNzXJ7xDOXZwirx0ZjKQBqfYlBTH8mzJ09MTf3//+18oIiIiIpJC1GEZ/RgFQCe+5RT5LI5I0gvLJzHZt28f+fPnp2jRorRu3ZojR47c9dro6GgiIyMdW1RUVDJGKiIiIiICuTjLVDoAMJ7X+IVnrQ1I0hVLE7jKlSszdepUlixZwvjx4zl48CDVqlW7a2IWEhKCr6+vYwsODk7miEVEREQkfbPzNV0pwHH2UJL+jLA6IElnbHZ7ylk7PSIigkKFCjFy5Eg6d+4c53x0dDTR0dGO42PHjhEcHMzRo0cJDAxMzlBFRERExA22VD5MrANTmEInruPJE2xkKxWtDslyKSWbCAsLIygoKM3nBpaPgbtdjhw5KFGiBPv374/3vJeXF15eXo7jyMjI5ApNRERERNK5ohzgC3oB8D4fKHkTS1g+Bu52Fy9e5MCBAwQEBFgdioiIiIiIgwc3mEFbvLnIWqoxjLesDknSKUsTuDfeeIM1a9Zw6NAh1q9fz/PPP4+HhwctW7a0MiwRERERESfv8AlPsoEL+NCWGVrfTSxjaRfKsLAwWrZsydmzZ8mbNy9Vq1Zl48aN5M2b18qwREREREQcKrOR9/kAgG58xREKWRyRpGeWJnDff/+9lXcvIiIiInJP2YliJm3wJIZZtGQWra0OSdK5FDUGTkREREQkJRlFX4pzgCME0Y2vrA5HRAmciIiIiEh8mjKfV5hMLDbaMoML5LA6JBElcCIiIiIidwrgOJN4BYBhvMVaalgckYihBE5ERERE5DY2YplKB3Jzjq086pjARCQlUAInIiIiInKbnoylHsu4QmZaE8p1MlkdkoiDEjgRERERkf9Xmp18xtsAvMHn7OFhiyMScaYETkREREQEyEQ0obQmM9H8QkO+opvVIYnEoQRORERERAT4hHcoz3ZOkZdOfAvYrA5JktD48eMpV64cPj4++Pj4UKVKFRYvXuw4X7NmTWw2m9P22muvWRixYelC3iIiIiIiKcHTrKA/IwHozGROkc/iiCSpBQYG8umnn/LQQw9ht9uZNm0azz33HH/99RelS5cGoEuXLnzwwa1JbLJmzWpVuA5K4EREREQkXcvJOabRHoAJdGUhjS2OSB5EVFQUkZGRjmMvLy+8vLziXNe4sfPr/PHHHzN+/Hg2btzoSOCyZs2Kv79/0gbsInWhFBEREZF0zM7XdCWQY+ylBP0ZYXVA8oCCg4Px9fV1bCEhIfe9TUxMDN9//z2XLl2iSpUqjvLQ0FDy5MlDmTJlGDhwIJcvX07K0BNELXAiIiIikm61YzovMZfreNKaUC6TzeqQ5AHt3r2bAgUKOI7ja327aceOHVSpUoWrV6+SPXt25s+fT3BwMACtWrWiUKFC5M+fn+3bt/P222+zd+9e5s2bl+SP4V6UwImIiIhIulSE//iSHgAMZihbeMziiCQxeHt74+Pjk6BrS5YsybZt27hw4QJz586lffv2rFmzhuDgYF599VXHdWXLliUgIIDatWtz4MABihUrllTh35e6UIqIiIhIuuPBDWbQFm8u8htVHWu/SfqSKVMmihcvTsWKFQkJCaF8+fKMGTMm3msrV64MwP79+5MzxDiUwImIiIhIujOQEJ5iPRfwoS0ziMXD6pAkBYiNjSU6Ojrec9u2bQMgICAgGSOKS10oRURERCRdqcQmBjMUgO6M4zCFrQ1ILDFw4EAaNGhAwYIFiYqKYtasWaxevZqlS5dy4MABZs2aRcOGDcmdOzfbt2+nb9++VK9enXLlylkatxI4EREREUk3snGRmbTBkxi+pwWhtLY6JLHIqVOnaNeuHSdOnMDX15dy5cqxdOlS6taty9GjR1m+fDmjR4/m0qVLBAUF0axZM9577z2rw1YCJyIiIiLpxyj68hD7OUIQrzMesFkdklhk8uTJdz0XFBTEmjVrkjGahNMYOBERERFJF57jJ7owiVhstGcaEeS0OiQRlymBExEREZE0z58TTOIVAD7nDVZTy+KIRNyjBE5ERERE0jQbsUyhI3k4y188wiA+tDokEbcpgRMRERGRNK0743iGpVwhM60J5RpeVock4jYlcCIiIiKSZgWzi+G8CcCbDOcfgi2OSOTBKIETERERkTQpE9HMohWZiWYxzzCO7laHJPLAlMCJiIiISJr0Ee9Rnu2cJg8dmYKWDJC0QAmciIiIiKQ5tVhJf0YA0JnJnMTf4ohEEocSOBERERFJU3Jwnum0IwN2vuZVfqaJ1SGJJBolcCIiIiKShtiZwGsEcox/eYh+jLQ6IJFEpQRORERERNKMtsygBXO4gQetCeUy2awOSSRRKYETERERkTShMAf5kh4ADGEIf/K4xRGJJD4lcCIiIiKS6nlwgxm0xYco1vEUIQy0OiSRJKEETkRERERSvQF8SlV+JxJv2jKDWDysDkkkSSiBExEREZFU7XH+YAhDAOjBlxyiiLUBiSQhJXAiIiIikmpl4yIzaYMnMcymOTNoa3VIIklKCZyIiIiIpFoj6E8J9nGUQF5jAmCzOiSRJKUETkRERERSpSb8j658Qyw22jONCHJaHZJIklMCJyIiIiKpTj7CmcQrgGmFW8XTFkckkjyUwImIiIhIKmNnCh3Jyxm2UZ73+MjqgESSjRI4EREREUlVujOOBizhCplpTSjX8LI6JJFkowRORERERFKNh9nNcN4E4C2GsZvSFkckkryUwImIiIhIqpCJaEJpTRausoT6fEkPq0MSSXZK4EREREQkVfiQQTzKNk6Th45MQUsGSHqkBE5EREREUryarOINPgegCxMJJ8DiiESsoQRORERERFK0HJxnOu3IgJ2JvML/aGp1SCKWUQInIiIiIimYnfG8ThBh7KM4fRlldUAillICJyIiIiIpVmtCeZnZ3MCDNszkEtmtDknEUkrgRERERCRFKsQhxtEdgKEM5g8qWxyRiPWUwImIiIhIipOBGGbQFl8i+Z0nCWGg1SGJpAhK4EREREQkxXmbz6jGOiLxpi0ziMHT6pBEUgQlcCIiIiKSolTkT4YyGICejOUgRS2OSCTlUAInIiIiIilGVi4RSmsycoM5vMR02lkdkkiKogRORERERFKMEfSnJP8SRgFeYwJgszokkRRFCZyIiIiIpAiNWcBrfA1Ae6ZxnlwWRySS8iiBExERERHL5SOcyXQGYAT9WEltiyMSSZmUwImIiIiIxexMpjN5OcPflOMdPrE6IJEUSwmciIiIiFiqG1/RiEVcxYvWhHINL6tDEkmxlMCJiIiIiGVK8Q+f8wZg1n7bRRmLIxJJ2ZTAiYiIiIglMnKNUFqThasspR5j6Wl1SCIpnhI4EREREbHEB7xPBf7iDLnpyBTs+moqcl/6KxERERGRZFeD1bzFMAC6MJET5Lc4IpHUQQmciIiIiCSrHJxnOu3IgJ1JdOYnnrc6JJFUQwmciIiIiCSrcXSnIEfZTzH6MNrqcERSFSVwIiIiIpJsWhFKK77jBh60JpRLZLc6JJFURQmciIiIiCSPQ4f4im6AmcDkDypbHJCkZ+PHj6dcuXL4+Pjg4+NDlSpVWLx4seP81atX6d69O7lz5yZ79uw0a9aMkydPWhixoQRORERERJJeTAy0a4cvkaynCp/wjtURSToXGBjIp59+ypYtW/jzzz95+umnee6559i1axcAffv25eeff+aHH35gzZo1HD9+nBdeeMHiqMFmt9vtVgfhrrCwMIKCgjh69CiBgYFWhyMiIiIidxMSAu+8QxTZKc/fHKSo1RFJIkkp2URi5Aa5cuVi+PDhvPjii+TNm5dZs2bx4osvArBnzx4efvhhNmzYwBNPPJGYobtELXAiIiIikrS2bIH33wegJ2OVvEmSioqKIjIy0rFFR0ff9zYxMTF8//33XLp0iSpVqrBlyxauX79OnTp1HNeUKlWKggULsmHDhqQM/76UwImIiIhI0rl8GVq3hhs3oFkzptHe6ogkjQsODsbX19exhYSE3PXaHTt2kD17dry8vHjttdeYP38+wcHBhIeHkylTJnLkyOF0fb58+QgPD0/iR3Bvnpbeu4iIiIikbf37w969kD8/fP01/GizOiJJ43bv3k2BAgUcx15eXne9tmTJkmzbto0LFy4wd+5c2rdvz5o1a5IjTLcpgRMRERGRpLFwIUyYYPanToXcuS0NR9IHb29vfHx8EnRtpkyZKF68OAAVK1Zk8+bNjBkzhhYtWnDt2jUiIiKcWuFOnjyJv79/UoSdYOpCKSIiIiKJ7+RJ6NTJ7PftC3XrWhuPSALExsYSHR1NxYoVyZgxIytWrHCc27t3L0eOHKFKlSoWRqgWOBERERFJbHa7Sd5On4ayZeGTT6yOSCSOgQMH0qBBAwoWLEhUVBSzZs1i9erVLF26FF9fXzp37ky/fv3IlSsXPj4+9OzZkypVqlg6AyUogRMRERGRxDZhAixaBF5eEBoKmTNbHZFIHKdOnaJdu3acOHECX19fypUrx9KlS6n7/63Fo0aNIkOGDDRr1ozo6Gjq16/PV199ZXHUWgdORERERBLTnj1QoQJcuQKjRkGfPk6nbZrDJM1JKdlEeskNNAZORERERBLHtWtmyYArV8yYt169rI5IJM1JMQncp59+is1mo88dv9KIiIiISCoxeDBs3Qq5cplZJzOkmK+aImlGivir2rx5M19//TXlypWzOhQRERERcceaNfDZZ2Z/4kSz7puIJDrLE7iLFy/SunVrJk6cSM6cOa0OR0RERERcFREB7dqZwVAdO8ILL1gdkUiaZXkC1717dxo1akSdOnXue210dDSRkZGOLSoqKhkiFBEREZF76t4djhyBYsVgzBiroxFJ0yxdRuD7779n69atbN68OUHXh4SEMHTo0CSOSkREREQSbNYss3l4wMyZ4O1tdUQiaZplLXBHjx6ld+/ehIaGkjmBa4MMHDiQCxcuOLbdu3cncZQiIiIicleHD0O3bmb/vffA4gWORdIDy1rgtmzZwqlTp6hQoYKjLCYmhrVr1/Lll18SHR2Nh4eH0228vLzw8vJyHEdGRiZbvCIiIiJym5gYM+7twgWTuL33ntURiaQLliVwtWvXZseOHU5lHTt2pFSpUrz99ttxkjcRERERSUE+/xzWroVs2UzXSU9LR+aIpBuW/aV5e3tTpkwZp7Js2bKRO3fuOOUiIiIikoJs3QqDBpn9L74wk5eISLKwfBZKEREREUlFLl+GVq3g+nWzXEDHjlZHJJKupKi27tWrV1sdgoiIiIjcy5tvwt69EBAA33wDNpvVEYmkK2qBExEREZGE+eUX+Oorsz9tGuTObW08IumQEjgRERERub9Tp6BTJ7Pfpw/UrWtpOCLplRI4EREREbk3ux06dzZJXJkyEBJidUQi6ZYSOBERERG5t6+/hoULIVMmCA2FzJmtjkgk3VICJyIiIiJ3t3cv9Otn9j/9FMqVszYekXROCZyIiIiIxO/aNWjdGq5cgTp1oHdvqyMSSfeUwImIiIhI/IYMgS1bIGdOmDoVMuiro4jV9FcoIiIiInH99pvpMglmvbcCBayNR0QAJXAiIiIicqcLF6BtWzP7ZIcO8OKLVkckIv9PCZyIiIiIOOvRAw4fhqJF4YsvrI5GRG7j6crFEREwf75pUT98GC5fhrx54dFHoX59ePLJJIpSRERERJLH99/DzJlmvNuMGeDtbXVEInKbBLXAHT8Or7wCAQHw0UdmIqJHHoHatSEwEFatgrp1ITgYZs9O4ohFREREJGkcOQKvvWb233tPv86LpEAJaoF79FFo395MQhQcHP81V67ATz/B6NFw9Ci88UbiBSkiIiIiSSwmBtq1M+PfKlc2CZyIpDgJSuB274bcue99TZYs0LKl2c6eTYzQRERERCTZjBgBa9ZAtmymC2XGjFZHJCLxSFAXyvslbw96vYiIiIhYaOvWWy1uY8ZA8eLWxiMid+XSJCY37d0LY8fCP/+Y44cfhp49oWTJxAxNRERERJLc5cvQujVcvw5Nm0KnTlZHJCL34PIyAj/+CGXKmPFw5cubbetWU/bjj0kRooiIiIgkmbfegj17zGx1EyeCzWZ1RCJyDy63wL31FgwcCB984Fw+eLA516xZYoUmIiIiIklq0SIYN87sT5kCefJYG4+I3JfLLXAnTpgJiu7Upo05JyIiIiKpwKlTt7pL9uplFvUVkRTP5QSuZk2zkPed1q2DatUSISIRERERSVp2u1nk9+RJKF0aPv3U6ohEJIES1IVywYJb+02awNtvmzFwTzxhyjZuhB9+gKFDkyJEEREREUlUEyfCzz9DpkwQGmrWgxKRVMFmt9vt97soQwLb6Ww2swZkcgkLCyMoKIijR48SGBiYfHcsIiIiklr9+y88+qiZffLzz6F//2S9e82RkvbcP5tIHik6N4iOBi+vRKkqQalZbGzCtuRM3kRERETERdevmyUDLl+Gp5+Gvn2tjkgkbVq8GNq3h6JFIWNGyJoVfHygRg34+GM4ftztql0eAxcWdvdzGze6HYeIiIiIJLWhQ+HPPyFnTpg2LeHdrEQkYebPhxIlzARBnp5m7Nm8ebB0KUyaZBK45ctNYvfaa3D6tMt34fIyAvXqmQlLcuVyLv/9d2jUCCIiXI5BRERERJLaunUQEmL2v/4aUloXM5G0YNgwGDUKGjSI/weS5s3Nv8eOwdixMHOmyy3hLidwTzxhkrhVq8Db25StXQuNG8OQIa7WJiIiIiJJ7sIFs+ZTbKzp1vXSS1ZHJJI2bdiQsOsKFHB79leX280nTYKCBU3CFh1tErlGjczC3upGLSIiIpIC9ewJhw9DkSLwxRdWRyOSPsXEwLZtcP78A1XjcgKXIQN8/70Zi/f002ZZgZAQ6N37geIQERERkaQwezbMmGG+xM2YYSZSEJGk16cPTJ5s9mNizPi3ChUgKAhWr3a72gR1ody+PW7ZkCHQsqVpja9e/dY15cq5HYuIiIiIJKajR81ECQDvvgtPPWVtPCLpydy5JlkCs+7iwYOwZ4/5IeXdd80kIm5I8DpwNpvzGg+3H9/c1zpwIiIiIilEbCzUqWPGu1SqZCYxyZjR6qi0DlwapHXg7iJzZti/30wY9OqrZimB0aNNIle+PERGulVtglrgDh50q24RERERscqIESZ5y5rVzHSXApI3kXQlXz7YvRsCAmDJEhg/3pRfvgweHm5Xm6AErlAht+sXERERkeS2bZvpogXmF/+HHrIyGpH0qWNHs2xAQIBpeq5Tx5Rv2gSlSrldbYISuI0bzfIBCXH5smmxK13a7ZhERERExF1XrkCrVnD9Ojz3HLzyitURiaRPQ4ZAmTJmLOpLL4GXlyn38IABA9yuNkEJXNu2ZrHwV16Bhg0hW7a41+zebVrnp0yBzz5TAiciIiJiibffhn/+AX9/s/6TBp2JWOfFF+OWtW//QFUmaBmB3bvNWm/vvQc5cpjkrG5dsxZc1aqQJ4+ZEfPgQfj1V2jX7oFiEhERERF3LFkCY8ea/SlTzJc0EYlXSEgIjz/+ON7e3vj5+dG0aVP27t3rdE3NmjWx2WxO22s3Z3aNz/ffJzyAo0fdmokyQQlcxozQqxfs3WsWF+/SxbQGFigANWvC11/D8ePw3XdQtqzLMYiIiIjIgzp9Gjp0MPs9e8Izz1gajkhKt2bNGrp3787GjRtZtmwZ169fp169ely6dMnpui5dunDixAnHNmzYsLtXOn48PPwwDBtmWsLvdOECLFpkujlXqABnz7ocd4K6UN7uscfMJiIiIiIphN1ufmE/eRKCg814FhG5pyVLljgdT506FT8/P7Zs2UL16tUd5VmzZsXf3z9hla5ZAwsWmJbwgQPN2LN8+cySAufPQ3i4aRnv0AF27jTnXORyAiciIiIiKcykSfC//5luU6GhkCWL1RGJWCYqKorI29ZY8/LywuvmBCL3cOHCBQBy5crlVB4aGsrMmTPx9/encePGDBo0iKxZs969oiZNzHbmjFl/8fBhM7lQnjzw6KNmy5CgjpDxUgInIiIikpr9+y/06WP2P/kEHnnEymhELBccHOx0PHjwYIYMGXLP28TGxtKnTx+eeuopypQp4yhv1aoVhQoVIn/+/Gzfvp23336bvXv3Mm/evPsHkicPNG3qxiO4NyVwIiIiIqnV9evQpo1Zx6lWLejXz+qIRCy3e/duChQo4DhOSOtb9+7d2blzJ+vWrXMqf/XVVx37ZcuWJSAggNq1a3PgwAGKFSuWeEG7QAmciIiISGr1wQewebOZJnzatAfqliWSVnh7e+Pj45Pg63v06MHChQtZu3YtgYGB97y2cuXKAOzfv9+yBO6B/sqvXk2sMERERETEJb//brpMgpkSPCjI2nhEUhm73U6PHj2YP38+K1eupEiRIve9zbZt2wAICAhI4ujuzuUELjYWPvzQLCGQPTv8958pHzQIJk9O7PBEREREJI7ISNN1MjYW2raF5s2tjkgk1enevTszZ85k1qxZeHt7Ex4eTnh4OFeuXAHgwIEDfPjhh2zZsoVDhw6xYMEC2rVrR/Xq1SlXrpxlcbucwH30EUydapY2yJTpVnmZMmYCJBERERFJYj17wqFDULgwfPml1dGIpErjx4/nwoUL1KxZk4CAAMc2e/ZsADJlysTy5cupV68epUqVon///jRr1oyff/7ZtTu6ds0sqH3jRqLE7fIYuOnT4ZtvoHZtuH0R8vLlYc+eRIlJRERERO5mzhzzhSxDBpgxA1wY6yMit9jt9nueDwoKYs2aNe7fweXL5seWadPM8b//QtGipqxAARgwwK1qXW6BO3YMihePWx4bayZCEhEREZEkEhZ26xf0gQOhalVr4xGRuxs4EP7+G1avNgt531SnDvx/K587XE7ggoPht9/ils+da9akExEREZEkEBsL7dvD+fPw2GMweLDVEYnIvfz0k+niXLUq2Gy3ykuXhgMH3K7W5S6U779vPjuOHTOfI/PmmS6d06fDwoVuxyEiIiIi9zJqFKxcCVmzQmgoZMxodUQici+nT4OfX9zyS5ecEzoXudwC99xz8PPPsHw5ZMtmErp//jFldeu6HYeIiIiI3M3ff8M775j9UaOgRAlr4xGR+3vsMfjll1vHN5O2SZOgShW3q3VrIe9q1WDZMrfvU0REREQS6soVaN3azGTXpAl06WJ1RCKSEJ98Ag0awO7dZgbKMWPM/vr18ACTozzQQt4iIiIiksQGDIBduyBfPvPL/QN0vRKRZFS1KmzbZpK3smXh119Nl8oNG6BiRberdbkFLmfO+D83bDYzuUrx4tChA3Ts6HZMIiIiIgKwdCl88YXZnzIF8ua1Nh4RcU2xYjBxYqJW6dYkJh9/bFoDK1UyZX/8AUuWQPfucPAgvP66STTVwi8iIiLipjNnzK/iAD16mC9fIpL6nDpltthY5/Jy5dyqzuUEbt06+Ogj50W8Ab7+2rQK/vijieWLL5TAiYiIiLjFbjdfpMLD4eGHYdgwqyMSEVdt2WKm7//nH/M3fTubDWJi3KrW5TFwS5eatefuVLu2OQfQsCH8959b8YiIiIjI5MlmDamMGc2SAVmyWB2RiLiqUyczY+z69SY5Onjw1vYAyZLLLXC5cpklA/r2dS7/+WdzDszSBt7ebsckIiIikn7t2we9e5v9jz6CRx+1Nh4Rcc9//5nuicWLJ2q1LidwgwaZMW6rVt0aA7d5MyxaBBMmmONly6BGjcQMU0RERCQduH4d2rSBy5ehZk3o39/qiETEXbVrmzUcrU7gunSB4GD48kuYN8+UlSxpljJ48klzrM8aERERETd89JGZHc7XF6ZPBw8PqyMSEXdNmmTGwO3cCWXKmC7Rt2vSxK1q3VrI+6mnzCYiIiIiiWT9epPAgenWFBRkbTwi8mA2bIDff4fFi+OeS85JTG539SpERjpvIiIiIuKiyEjTdTI21vz78stWRyQiD6pnT/P3fOKE+du+fXMzeQM3ErjLl81SJH5+kC2bWdj79k1EREREXNS7t5mZrlAhM05FRFK/s2fNzI/58iVqtS4ncG++CStXwvjx4OVlunYOHQr585uu2iIiIiLigrlzYepUyJABZsww499EJPV74QUz82Mic3kM3M8/m0StZk3o2BGqVTMTqxQqZJYpad060WMUERERSZuOHYNXXzX7AwaYL1YikjaUKAEDB8K6dVC2bNxJTHr1cqtalxO4c+egaFGz7+NjjgGqVjXLC4iIiIhIAsTGmhnqzp+HihVh8GCrIxKRxDRpEmTPbqbrX7PG+ZzNlnwJXNGipot2wYJQqhTMmWPWg/v5Z8iRw60YRERERNKf0aNhxQrImtV0Y8qUyeqIRCQxHTyYJNW6PAauY0ezHh2Ylv5x4yBzZjM+7803Ezs8ERERkTRo+3bTtQpg5EizqK6ISAK43ALXt++t/Tp1YM8e2LLFjIMrVy4xQxMRERFJg65eNZMGXLsGjRvfGgMnIqlfv37w4Ydmuv5+/e597ciRbt2FWwt5365QITNZkrpPioiIiCTAgAGwc6dZk2nSJDMWRkTShr/+guvXb+3fzQP83bucwH32GRQuDC1amOPmzeHHH8HfHxYtgvLl3Y5FREREJG379VcYM8bsT5likjgRSTtWrTJT9rdokSRLCIAbY+AmTICgILO/bJnZFi+GBg00Bk5ERETkrs6cgQ4dzH63btCwoaXhiEgS6dgRLlxIsupdboELD7+VwC1caFrg6tUzrXKVKydydCIiIiJpgd0OXbvCiRNmGu/hw62OSESSit2epNW73AKXMyccPWr2lywxE5mAiTMmJjFDExEREUkjpkyBefPMQr6hoWbpABFJu5JwbKvLLXAvvACtWsFDD8HZs6brJJgxesWLJ3Z4IiIiIqnc/v23Fuz98EOoUMHaeEQk6dWuDZ73SbW2bnWrapcTuFGjTHfJo0dh2DCzuDiYHgHdurkVg4iIiEjadOMGtGkDly5BjRrwxhtWRyQiyaF+/VuJUiJzOYHLmDH+z57b14cTEREREeCjj2DTJrPm0vTp4OFhdUQikhzefDPJZplNcAL3xRfxl/v6QokSUKWK63c+fvx4xo8fz6FDhwAoXbo077//Pg1u9ssUERERSa02bDBdJgHGj4eCBa2NR0SSRxKv7ZjgBG7UqPjLIyLMLJlPPgkLFkCuXAm/88DAQD799FMeeugh7HY706ZN47nnnuOvv/6idOnSCa9IREREJCWJijJdJ2NjoXVraNnS6ohEJLkk8SyUNrv9we/hv//MZ9Qjj8BXXz1YXbly5WL48OF07tz5vteGhYURFBTE0aNHCQwMfLA7FhEREUksnTqZmScLFoS//4YcOayOKMVI4sYJsUAS5ysJlmJyg8OHzd9+Er3ZXR4DF5+iReHTT81nlbtiYmL44YcfuHTpElXu0h8zOjqa6Ohox3FUVJT7dygiIiKSFH780SRvNhvMmKHkTSS9KVQoSatPlAQOTJIZHu767Xbs2EGVKlW4evUq2bNnZ/78+QQHB8d7bUhICEOHDn3ASEVERESSyLFj8OqrZv/tt6F6dWvjEZE0x+WFvO9mxw73ks2SJUuybds2Nm3axOuvv0779u3ZvXt3vNcOHDiQCxcuOLa7XSciIiKS7GJjoUMHOHfOrPWmH51FJAkkuAUuMjL+8gsXYMsW6N8f2rd3PYBMmTJR/P9XAK9YsSKbN29mzJgxfP3113Gu9fLywsvL67aY7hKUiIiISHL74gtYvhyyZIHQUMiUyeqIRCQNSnAClyPH3cfh2WzwyiswYMCDBxQbG+s0zk1EREQkxdux49YXoREjoFQpa+MREett3x5/uc0GmTObMWi3NU4lVIITuFWr4i/38YGHHnJvofGBAwfSoEEDChYsSFRUFLNmzWL16tUsXbrU9cpERERErHD1KrRqBdHR8Oyz8NprVkckIinBI4/ceybKjBmhRQv4+muT0CVQghO4GjUSXGeCnTp1inbt2nHixAl8fX0pV64cS5cupW7duol/ZyIiIiJJ4Z13YOdO8PODyZM1T76IGPPnm8mM3nwTKlUyZX/8YVrpBw+GGzdMy/1778Hnnye42kSbhdIdkydPtvLuRURERB7MsmUwapTZnzzZJHEiIgAffwxjxkD9+rfKypaFwEAYNMgkc9mymclEXEjgEm0WShEREZF05exZM+skwOuvm+6TIiI33W2a/kKFzDkw3SxPnHCpWiVwIiIiIq6y26FrVzh+HEqWdOnXcxFJJ0qVgk8/hWvXbpVdv27Kbk50dOwY5MvnUrWWdqEUERERSZWmToUffwRPT7NkQNasVkckIinNuHHQpInpMlmunCnbsQNiYmDhQnP833/QrZtL1bqcwA0eDJ06ubdot4iIiEiqd+AA9Opl9j/8ECpWtDYeEUmZnnwSDh40P/L8+68pe+klM2utt7c5btvW5Wpd7kL5v/9BsWJQuzbMmmVmzBURERFJF27cMF+4Ll6E6tXN7HIikiqFhITw+OOP4+3tjZ+fH02bNmXv3r1O11y9epXu3buTO3dusmfPTrNmzTh58mTC78Tb2ywtMnKk2bp2vZW8ucnlFrht2+Cvv2DKFOjdG7p3h5dfNq1yjz/+QLGIiIiIpGwffwwbNoCvL0yfDh4eVkckIm5as2YN3bt35/HHH+fGjRu888471KtXj927d5MtWzYA+vbtyy+//MIPP/yAr68vPXr04IUXXuD3339P2J3s22cW1D51CmJjnc+9/75bcdvsdrvdrVtixuD9/LNJ5pYuNWPxOnc2EzL5+rpba8KFhYURFBTE0aNHCQwMTPo7FBERkfRr40aoWtWMXwkNNd2gxGVaJi/tcT+bSFwPmhucPn0aPz8/1qxZQ/Xq1blw4QJ58+Zl1qxZvPjiiwDs2bOHhx9+mA0bNvDEE0/cu8KJE80MtXnygL+/85vfZoOtW12OER5wFkq73SRx166Z/Zw54csvISgIZs9+kJpFREREUpCoKGjTxiRvLVsqeRNJwaKiooiMjHRs0Qkc83XhwgUAcuXKBcCWLVu4fv06derUcVxTqlQpChYsyIYNG+5f4UcfmVb78PBb3Rhvbm4mb+BmArdlC/ToAQEB0LcvPPoo/PMPrFljWgk//vjW2F4RERGRVK9vXzN5SVAQfPWV1dGIyD0EBwfj6+vr2EJCQu57m9jYWPr06cNTTz1FmTJlAAgPDydTpkzkyJHD6dp8+fIRHh5+/0DOnzeTliQyl8fAlS0Le/ZAvXoweTI0bhy3+3fLlmZ8nIiIiEiqN3+++dJjs8GMGXDHlzkRSVl2795NgQIFHMdeXl73vU337t3ZuXMn69atS7xAXnoJfv3VTGKSiFxO4Jo3NxOW3PacxJEnT9wxeiIiIiKpzvHj8MorZv+tt6BGDWvjEZH78vb2xsfHJ8HX9+jRg4ULF7J27VqnsXP+/v5cu3aNiIgIp1a4kydP4u/vf/+KixeHQYPM+NmyZSFjRufzbnZZdCmBu37drFv54ov3TuBEREREUr3YWDMz27lzZrzIBx9YHZGIJCK73U7Pnj2ZP38+q1evpkiRIk7nK1asSMaMGVmxYgXNmjUDYO/evRw5coQqVarc/w6++QayZzfjzNascT5nsyVPApcxI1y96tb9iIiIiKQuY8fCsmWQObOZdTJTJqsjEpFE1L17d2bNmsX//vc/vL29HePafH19yZIlC76+vnTu3Jl+/fqRK1cufHx86NmzJ1WqVLn/DJRgFvFOAi5PYtK9O3z2mVnHUkRERCRN2rED3n7b7I8YAQ8/bG08IpLoxo8fz4ULF6hZsyYBAQGObfZt0+mPGjWKZ599lmbNmlG9enX8/f2ZN2+ehVG7sQ7c88/DihWmNbBsWfj/Ne4ckvPxaB04ERERSXRXr0KlSiaJa9gQFi7U4mWJSE9l2pNW1oFLFP36wYcfmiSpX797XztypFt34fIkJjlywP93ARURERFJe9591yRvefPCt98q4xCRhPvrLzNxyM39u3mAzxWXE7gpU9y+LxEREZGUbcWKW7+KT54M+fJZG4+IpC6rVsW/n4jcWsgb4PRpWLfObKdPJ2ZIIiIiIhY4dw7atzf7XbuaxW5FRNw1cyZcvpzo1bqcwF26ZNaBCwiA6tXNlj8/dO6cJPGJiIiIJD273SRtx45BiRJm4hIRkQfRty/4+UGrVrBoEcTEJEq1Lidw/fqZZQx+/hkiIsz2v/+Zsv79EyUmERERkeQ1fTrMnQuenmbJgDtnaRMRcdWJE/D992a8W/PmpgWse3dYv/6BqnV5DNyPP5rPt5o1b5U1bAhZspi4xo9/oHhEREREktd//0GPHmZ/6FB47DFr4xGRtMHTE5591myXL8P8+TBrFtSqBYGBcOCAe9W6eoPLl+Mfz+vnpy6UIiIiksrcuAFt2sDFi1Ct2q2130REElPWrFC/Ppw/D4cPwz//uF2Vy10oq1SBwYPNEik3XblifrCqUsXtOERERESSX0gIbNgAPj6mG6WHh9URiUhacvmy6ZbdsCEUKACjR5uFtXftcrtKl1vgxowxyWNgIJQvb8r+/hsyZ4alS92OQ0RERCR5bdpkfoEGGDcOChe2NBwRSWNefhkWLjStb82bw6BBidLi5XICV6YM7NtnEsk9e0xZy5bQurUZByciIiKS4l28aLpOxsSYL1mtW1sdkYikNR4eMGeOaf1KxNZ9lxM4MElkly6JFoOIiIhI8urbF/bvh6Ag+OorM0uciEhiCg1NkmrdSuCOHzcLeJ86BbGxzud69UqMsERERESSyPz5MGmSSdqmT4ecOa2OSETSqjVr4PPPb01aEhwMb75pJk1yk8sJ3NSpZp3LTJkgd27nH6xsNiVwIiIikoKdOHGrG9GbbzqviyQikphmzoSOHeGFF24lSb//DrVrm6SqVSu3qrXZ7Xa7KzcICoLXXoOBAyGDy3NYJq6wsDCCgoI4evQogYGB1gYjIiIiKVtsrJkJbulSeOQR2LgRvLysjirdUW/VtMe1bCLppLjc4OGH4dVXTZft240cCRMnur2UgMsp2OXLZqyv1cmbiIiIiEu+/NIkb5kzm8V0lbyJSFL67z9o3DhueZMmcPCg29W6nIZ17gw//OD2/YmIiIgkv1274K23zP7nn5tfxkVEklJQEKxYEbd8+XJzzk0uj4ELCYFnn4UlS6BsWciY0fn8yJFuxyIiIiKS+KKjzViT6Gho0AC6dbM6IhFJD/r3N2Pftm2DJ580Zb//bsa/jRnjdrVuJXBLl0LJkub4zklMRERERFKU996D7dshTx749lt9YRGR5PH66+DvDyNGmPXgwLT+z54Nzz3ndrUuJ3AjRpjPvg4d3L5PERERkeSxcqX58gIwebL5MiUiktRu3IBPPoFOncz6a4nI5TFwXl7w1FOJGoOIiIhI4jt3Dtq1M1PkvfqqmThARCQ5eHrCsGEmkUtkLidwvXvD2LGJHoeIiIhI4rHbzbpHx47BQw9pkL6IJL/atc1C3onM5S6Uf/xheiMsXAilS8edxGTevMQKTURERMRNM2aYabM9PSE0FLJlszoiEUlvGjSAAQNgxw6oWDHu55CbvQJcTuBy5DCLiYuIiIikSAcPQo8eZn/IEHj8cUvDEZF06uaMt/H1ALDZICbGrWpdTuCmTHHrfkRERESS3o0b0LYtREWZQfsDBlgdkYikV7GxSVKtywkcmM/G1avhwAGzrIq3Nxw/Dj4+kD17IkcoIiIiklCffmrWWfL2Nt0oPTysjkhE0qNDh2DZMrh+HWrUMGPPEonLCdzhw/DMM3DkiFkPs25d8xn52WfmeMKERItNREREJOH++MN0mQQYNw6KFLE0HBFJp1atgmefhStXzLGnp1mHrU2bRKnerVkoH3sMzp+HLFlulT//PKxYkSgxiYiIiLjm4kXz5SgmBpo3T7QvSiIiLhs0yLRyHTsGZ89Cly7w1luJVr3LLXC//Qbr10OmTM7lhQubGEVERESSXb9+sG8fBAaa7kA2m9URiUh6tXOnSZgCAszx8OHw9dcmmcud+4Grd7kFLjY2/glTwsJMV0oRERGRZPW//8HEiSZpmz4dcua0OiIRSc8iIyFPnlvHWbOarosXLiRK9S63wNWrB6NHwzffmGObzfRaGDwYGjZMlJhEREREEiY8HF55xez37w+1alkbj4gIwNKl4Ot76zg21ow327nzVpmb68DZ7Ha73ZUbhIVB/fpgt5ueCo89Zv7NkwfWrgU/P7ficEtYWBhBQUEcPXqUwMDA5LtjERERsZ7dbn49XrIEHnkENm4ELy+ro5L7UO/WtMe1bCLppJjcIEMCOjkm5zpwgYHw99/w/fewfbtpfevcGVq3dp7URERERCRJjRtnkrfMmSE0VMmbiKQMSbT+201urQPn6anJnURERMRCu3fDm2+a/WHDIDjY2nhERJJJghO4tWsTdl316u6GIiIiIpIA0dGm68/Vq2Zx2h49rI5IRCTZJDiBq1nzVp/lu/VzfYCunCIiIiIJM2gQbNtmBuB/+60GVYlIupLgBC5nTrNMQIcO0Lat88yYIiIiIsli1Sr4/HOzP2nSrXWWRETSiQSvA3fiBHz2GWzYAGXLmolL1q8HHx8zQ+bNTURERCRJnD8P7dqZrkBdusBzz1kdkYhIsktwApcpE7RoYZY02LMHypUzXc6DguDdd+HGjaQMU0RERNI1ux1ef92sZ1S8OIwcaXVEIiL3FxFhegsMHAjnzpmyrVvh2DG3q0xwAne7ggXh/fdh+XIoUQI+/dQsOC4iIiKSJEJDYfZs8PAw+9mzWx2RiMi9bd9ukqXPPjNdvyMiTPm8eSahc5PLCVx0NMyaBXXqQJkyZizcL79ArlxuxyAiIiJyd4cOQffuZn/IEKhUycpoREQSpl8/M4HIvn1mvcqbGjZM+BT/8UjwJCZ//AFTppgFvAsXho4dYc4cJW4iIiKShGJizOxpkZHw5JMwYIDVEYmIJMzmzfD113HLCxSA8HC3q01wAvfEE6brZK9eULGiKVu3Lu51TZq4HYuIiIiIs88+M184vL1h5kzwTPBXFxERa3l5xT/O7N9/IW9et6t16VPwyBH48MO7n9c6cCIiIpJo/vwTBg82+2PHQpEi1sYjIuKKJk3ggw9Mt0UwydKRI/D229CsmdvVJngMXGzs/TclbyIiIpIoLl2C1q3NNNcvvWSWDxARSU1GjICLF8HPD65cgRo1zCy63t7w8cduV6t+CCIiIpLy9O9vuhkVKAATJphfrkVEUhNfX1i2zHQD377dJHMVKpjZIB+AEjgRERFJWRYsuDXwf9o0zZgmIqlb1apmSyRK4ERERCTlCA+Hzp3Nfv/+ULu2tfGISJq1du1ahg8fzpYtWzhx4gTz58+nadOmjvMdOnRg2rRpTrepX78+S5YsSdgdfPFF/OU2m1lWoHhxqF7drG/pAiVwIiIikjLY7SZ5O3MGypV7oDEiIiL3c+nSJcqXL0+nTp144YUX4r3mmWeeYcqUKY5jLy+vhN/BqFFw+jRcvgw5c5qy8+cha1bInh1OnYKiRWHVKggKSnC1Li/kLSIiIpIkvvoKFi0yU2/PmmX+FRFJIg0aNOCjjz7i+eefv+s1Xl5e+Pv7O7acNxOxhPjkE3j8cbOQ99mzZvv3X6hcGcaMMTNS+vtD374uxe1WAhcRAZMmwcCBcO6cKdu6FY4dc6c2ERERSff++QfeeMPsDxsGpUtbG4+IpFpRUVFERkY6tujoaLfrWr16NX5+fpQsWZLXX3+ds2fPJvzG771nWuGKFbtVVrw4fP65SaQCA83n3e+/uxSTywnc9u1QooRZV/Pzz00yBzBvnolDRERExCXXrpklA65ehXr1oEcPqyMSkVQsODgYX19fxxYSEuJWPc888wzTp09nxYoVfPbZZ6xZs4YGDRoQk9C1006cMEuh3OnGDTPeFyB/foiKcikul8fA9esHHTqYZNHb+1Z5w4bQqpWrtYmIiEi6N2gQ/PUX5M4NU6dCBo3wEBH37d69mwIFCjiOXRq3dpuXX37ZsV+2bFnKlStHsWLFWL16NbUTMsFSrVrQtavpuvjoo6bsr7/g9dfh6afN8Y4dUKSIS3G5/Am5ebOJ404FCtxKJEVEREQSZPVqGD7c7E+cCAEBloYjIqmft7c3Pj4+js3dBO5ORYsWJU+ePOzfvz9hN5g82SyDUrGiGdPr5QWPPWbKJk8212TPbhb8doHLLXBeXhAZGbf8338hb15XaxMREZF06/x5aNfu1uyT95hIQETEamFhYZw9e5aAhP7Q5O9vFvLes8ckSwAlS5rtplq1XI7D5QSuSRP44AOYM8cc22xmApW334ZmzVy+fxEREUmvuneHo0fNoP7Ro62ORkTSmYsXLzq1ph08eJBt27aRK1cucuXKxdChQ2nWrBn+/v4cOHCAt956i+LFi1O/fn3X7qhUKbMlEpcTuBEj4MUXwc8PrlyBGjVM18kqVbRci4iIiCRQaCh8951ZwHbmTNONSEQkGf3555/Uuq0FrF+/fgC0b9+e8ePHs337dqZNm0ZERAT58+enXr16fPjhh651yQwLgwULTIvXtWvO50aOdCtulxM4X1/TErhunZmR8uJFqFAB6tRx6/5FREQkvTl0CLp1M/vvv2/WRBIRSWY1a9bEbrff9fzSpUsf7A5WrDDdF4sWNd0oy5Qxn392u0mg3ORyAndT1apmExEREUmwmBgz7i0y0nTfeecdqyMSEUkaAwea9S2HDjXT9//4o+nG2Lo1PPOM29W6nMB98UX85TYbZM5surFXr256RIiIiIg4GTYMfvvNdJmcORM83f4tWUQkZfvnH9NVHMxn3ZUr5rPvgw/guefMcgJucPlTc9QoOH0aLl+GnDlN2fnzkDWriefUKdNKuGoVBAW5FZOIiIikRX/+abpMAowda74wiIikVdmy3Rr3FhAABw5A6dLm+MwZt6t1eR24Tz6Bxx+Hffvg7Fmz/fuv6b4+ZowZn+fvD337uh2TiIiIpDWXLpluQzdumNnQ2re3OiIRkaT1xBNm4hCAhg2hf38z62OnTuacm1xO4N57z7TCFSt2q6x4cfj8c9PNMzDQ9I74/ff71xUSEsLjjz+Ot7c3fn5+NG3alL1797oakoiIiKR0b7xhfvHNnx8mTDBjL0RE0rKRI29N0jR0KNSuDbNnQ+HCtxbydoPLXShPnDA/nt3pxg2znACYz+aoqPvXtWbNGrp3787jjz/OjRs3eOedd6hXrx67d+8mW7ZsroYmIiIiKdHChSZpA5g2DXLntjYeEZGkFhNjlhAoV84cZ8t263PwAbmcwNWqBV27wqRJ8Oijpuyvv8wYvKefNsc7dkCRIveva8mSJU7HU6dOxc/Pjy1btlC9evU410dHRxMdHe04jkpIligiIiLWOXnSdBcC6NdP6w6JSPrg4QH16pmJTHLkSNSqXe5COXky5MoFFSuCl5fZHnvMlN1sCcye3Sz47aoLFy4AkCtXrnjPh4SE4Ovr69iCg4NdvxMRERFJHna7Sd5On4ayZc3YDxGR9KJMGfjvv0Sv1ma/1+p197Bnj+nKDlCypNkeRGxsLE2aNCEiIoJ1Nwf73eHOFrhjx44RHBzM0aNHCQwMfLAAREREJHGNH28W7Pbygs2bTRIn6Z6GP6Y97mUTiS8sLIygoKCUkxssWWImCfnwQ9P6decQMR8ft6p1e/GVUqXMlli6d+/Ozp0775q8AXh5eeHl5eU4joyMTLwAREREJPHs2WNmXAP49FMlbyKS/jRsaP5t0sT5lwu73RzHxLhVrVsJXFgYLFhglgy4ubTBTSNHul5fjx49WLhwIWvXrk0Z2bKIiIi479o1s2TAlStQty706mV1RCIiyW/VqiSp1uUEbsUKk0QWLWp+XCtTBg4dMolkhQqu1WW32+nZsyfz589n9erVFEnIzCciIiKSsg0eDFu3mgHyU6dCBpeH3IuIpH41aiRJtS5/og4caJZy2bEDMmeGH3+Eo0dNfC+95Fpd3bt3Z+bMmcyaNQtvb2/Cw8MJDw/nypUrroYlIiIiKcGaNfDZZ2Z/4kSztpCISHr122/Qpg08+SQcO2bKZsy4tcC3G1xO4P75B9q1M/uenqZ3RPbs8MEHtz6vE2r8+PFcuHCBmjVrEhAQ4Nhmz57talgiIiJitYgI8yXh5uyTL7xgdUQiItb58UeoXx+yZDG9Em5OxnjhAnzyidvVupzAZct2a9xbQAAcOHDr3JkzrtVlt9vj3Tp06OBqWCIiImK17t3NAPlixWDMGKujERGx1kcfmcW7J06EjBlvlT/1lEno3OTyGLgnnjAtfg8/bCZW6d/fdKecN8+cExERkXRo1iyzeXjAzJmme46ISHq2dy9Urx633NfX9Fhwk8sJ3MiRcPGi2R861OzPng0PPeTeDJQiIiKSyh0+bNZ7Axg0SL/oiogA+PvD/v1QuLBz+bp1ZkZIN7mUwMXEmCUEypUzx9mymVZBERERSadiYsy4twsXTOL27rtWRyQikjJ06QK9e8O335p1344fhw0bzIyQgwa5Xa1LCZyHB9SrZyYyyZHD7fsUERGRtGL4cFi71nSZnDnTzHAmIiIwYADExkLt2nD5sulO6eVlEriePd2u1uVP2TJl4L//QEu2iYiIpHNbt976FfmLL8zkJSIiYthsplfCm2+arpQXL0Jw8AOPEXZ5FsqPPjJJ48KFcOIEREY6byIiIpIOXL4MrVrBjRtmuQDNIC0i4mzmTPNZmSmTSdwqVUqUCZ5cTuAaNoS//4YmTSAwEHLmNFuOHOZfERERSQfefNPMsJY/P3zzjfmlWUREbunbF/z8zI9dixaZMcOJwOUulKtWJcr9ioiISGr1yy/w1Vdmf+pUyJ3b0nBERFKkEydgyRL47jto3hyyZoWXXoLWreHJJ92u1uUErkYNt+9LREREUrtTp6BTJ7Pfpw/UrWtpOCIiKZanJzz7rNkuX4b58816mbVqma6MBw64Va3LXSgBfvsN2rQxieOxY6ZsxgyzpIGIiIikUXY7dO5skrgyZSAkxOqIRERSh6xZoX59aNDALKB96JDbVbmcwP34o7nvLFnM5FPR0ab8wgX45BO34xAREZGU7uuvzSxmmTJBaChkzmx1RCIiKdvly+bzsmFDKFAARo+G55+HXbvcrtKtWSgnTICJEyFjxlvlTz1lEjoRERFJg/bsgX79zP6nn0K5ctbGIyKS0r38spnEpG9fKFoUVq82ywl8+CGUKuV2tS6Pgdu716xBdydfX4iIcDsOERERSamuXTOD7q9cgTp1oHdvqyMSEUn5PDxgzhzTfdHDw/nczp2mK7obXE7g/P1N4li4sHP5unUmsRQREZE0ZsgQ080mVy4z62QGt4bQi4ikL6GhzsdRUWZGykmTYMsWt5cVcPkTuEsX88Pbpk1myZfjx01sb7wBr7/uVgwiIiKSUv32m+kyCWa9twIFrI1HRCS1WbsW2reHgAD4/HN4+mnYuNHt6lxugRswAGJjoXZtMyavenXw8jIJXM+ebschIiIiKc2FC9C2rZl9smNHaNbM6ohERFKH8HDTY2HyZIiMNOvARUfDTz9BcPADVe1yC5zNBu++C+fOma6bGzfC6dNmLJ6IiIikId27w+HDZozEmDFWRyMikjo0bgwlS8L27WbWyePHYezYRKve5Ra4mTPhhRfMUgYPmDyKiIhISvXdd2aMRIYM5j9/b2+rIxIRSR0WL4Zevcz4soceSvTqXW6B69vXzIbZqhUsWuT22DsRERFJqY4cuTWw/b33oEoVa+MREUlN1q0zE5ZUrAiVK8OXX8KZM4lWvcsJ3IkT8P33pitl8+ZmLF737rB+faLFJCIiIlaJiYF27cz4t8qVYdAgqyMSEUldnnjCLJp94gR07WqSp/z5zUQiy5aZ5O4BuJzAeXrCs8+aXhWnTsGoUXDoENSqBcWKPVAsIiIiYrURI2DNGsiWzXSd9HR5tIWIiID5HO3UybTI7dgB/fubWX39/KBJE7erfaCFXLJmNevSNWhgunceOvQgtYmIiIiltm41XSbBTFpSvLi18YiIpBUlS8KwYRAWZsYYPwC3ErjLl00LXMOGZjmY0aPh+edh164HikVERESscvkytG4N16+b/9Q7dbI6IhGRtMfDA5o2hQUL3K7C5X4RL78MCxea1rfmzU3XeI1tFhERSeXeegv27DGD27/5xgx2FxGRFMflBM7DA+bMMV0nPTycz+3cCWXKJFZoIiIikiwWLYJx48z+1KmQJ4+l4YiIyN25nMCFhjofR0WZbpyTJsGWLVpWQEREJFU5dQo6djT7vXtDvXrWxiMiIvfk9iQma9dC+/amp8Xnn8PTT8PGjYkZmoiIiCQpux1eecUkcaVLQ0iI1RGJiMh9uNQCFx5uelZMngyRkWYMXHQ0/PQTBAcnTYAiIiKSRCZOhJ9/hkyZYNYsyJLF6ohEROQ+EtwC17ixmf1y+3Yz6+Tx4zB2bBJGJiIiIknn33+hb1+zHxIC5cpZG4+IiCRIglvgFi+GXr3g9dfNmm8iIiKSSl2/bpYMuHwZateGPn2sjkhERBIowS1w69aZCUsqVoTKleHLL+HMmaQMTURERJLE0KHw55+QM6cZG5HB7SHxIiKp1tq1a2ncuDH58+fHZrPx008/OZ232+28//77BAQEkCVLFurUqcO+ffusCfY2Cf7EfuIJ01X+xAno2hW+/x7y54fYWFi2zCR3IiIiksKtW3drspJvvoHAQGvjERGxyKVLlyhfvjzjbi6jcodhw4bxxRdfMGHCBDZt2kS2bNmoX78+V69eTeZIndnsdrvd3Rvv3WsmNJkxAyIioG7dB1pU3GVhYWEEBQVx9OhRAvUfkIiIyL1duADly8Phw2Yq6alTrY5I0iGtEZ/2uJ9NJK4HyQ1sNhvz58+nadOmgGl9y58/P/379+eNN94A4MKFC+TLl4+pU6fy8ssvJ3b4CfZAfSZKloRhwyAszKwFJyIiIilYz54meStSBL74wupoRESSRFRUFJGRkY4tOjra5ToOHjxIeHg4derUcZT5+vpSuXJlNmzYkJjhuixROr17eEDTpsnb+iYiIiIumD3bdJnJkMH86+NjdUQiIkkiODgYX19fxxbixhqX4eHhAOTLl8+pPF++fI5zVnFpHTgRERFJhY4ehddeM/vvvgtPPWVtPCIiSWj37t0UKFDAcezl5WVhNIlP006JiIikZbGxZrxbRARUqgSDBlkdkYhIkvL29sbHx8exuZPA+fv7A3Dy5Emn8pMnTzrOWUUJnIiISFo2YgSsWgXZssHMmZAxo9URiYikeEWKFMHf358VK1Y4yiIjI9m0aRNVqlSxMDJ1oRQREUm7tm0zXSYBRo+Ghx6yMhoRkRTl4sWL7N+/33F88OBBtm3bRq5cuShYsCB9+vTho48+4qGHHqJIkSIMGjSI/PnzO2aqtIoSOBERkbToyhVo1QquXzczjXXubHVEIiIpyp9//kmtWrUcx/369QOgffv2TJ06lbfeeotLly7x6quvEhERQdWqVVmyZAmZM2e2KmTgAdeBs5rWgRMREbmLnj3hyy/B3x927IA8eayOSATQOnBpUUrJJtJLbqAxcCIiImnN4sUmeQOzWLeSNxGRNEMJnIiISFpy+jR07Gj2e/aE+vWtjUdERBKVEjgREZG0wm6HLl3g5EkoXRo++8zqiEREJJEpgRMREUkrJk2C//0PMmWC0FDIksXqiEREJJEpgRMREUkL/v0X+vQx+x9/DOXLWxqOiIgkDSVwIiIiqd3169CmDVy+DE8/Df8/FbaIiKQ9SuBERERSuw8+gM2bIUcOmDYNMui/dxGRtEqf8CIiIqnZunXwySdm/+uvIQ2vfSQiIkrgREREUq/ISGjbFmJjoV07aN7c6ohERCSJKYETERFJrXr2hEOHoHBhGDvW6mhERCQZKIETERFJjebMgenTzXi3mTPBx8fqiEREJBkogRMREUltwsLgtdfM/jvvwFNPWRuPiIgkGyVwIiIiqUlsLLRvD+fPw+OPw/vvWx2RiIgkIyVwIiIiqcmoUbByJWTNarpOZsxodUQiIpKMlMCJiIikFn//bbpMAoweDSVKWBqOiIgkPyVwIiIiqcGVK9CqFVy7Bs89B6+8YnVEIiJiASVwIiIiqcGAAbB7N+TLBxMngs1mdUQiImIBJXAiIiIp3dKl8MUXZn/KFMib19p4RETEMkrgREREUrIzZ6BDB7Pfowc0aGBpOCIiYi0lcCIiIimV3Q5dukB4ODz8MAwbZnVEIiJiMSVwIiIiKdXkyfDTT2apgFmzIEsWqyMSERGLKYETERFJifbtg969zf7HH8Mjj1gajoiIpAxK4ERERFKa69ehTRu4fBlq1YL+/a2OSEREUgglcCIiIinNhx/CH39AjhwwbRpk0H/XIiJi6H8EERGRlGT9etNlEmDCBAgKsjYeERFJUZTAiYiIpBSRkabrZGys+bdFC6sjEhGRFEYJnIiISErRuzccPAiFCsGXX1odjYiIpEBK4ERERFKCuXNh6lQz3m3GDPD1tToiERFJgZTAiYiIWC0sDF591ewPGADVqlkbj4iIpFhK4ERERKwUGwsdOsD58/DYYzBkiNURiYhICqYETkRExEqjR8OKFZA1K4SGQsaMVkckIiIpmBI4ERERq/z9NwwcaPZHjoQSJayNR0REUjwlcCIiIla4ehVat4Zr16Bx41tj4ERERO5BCZyIiIgVBgyAXbvAzw8mTQKbzeqIREQkFbA0gVu7di2NGzcmf/782Gw2fvrpJyvDERERSR6//gpjxpj9KVNMEiciIpIAliZwly5donz58owbN87KMERERJLPmTNm1kmA7t2hYUNLwxERkdTF08o7b9CgAQ0aNLAyBBERkeRjt5uxbidOQKlSMGyY1RGJiEgqY2kC56ro6Giio6Mdx1FRURZGIyIi4qIpU2D+fLNUwKxZZukAERERF6SqSUxCQkLw9fV1bMHBwVaHJCIikjD790OvXmb/o4/g0UetjUdERFKlVJXADRw4kAsXLji23bt3Wx2SiIjI/V2/Dm3awKVLUKMG9O9vdUQiIpJKpaoulF5eXnh5eTmOIyMjLYxGREQkgT7+GDZtAl9fmD4dPDysjkhERFKpVNUCJyIikups2AAffmj2x4+HggWtjUdERFI1S1vgLl68yP79+x3HBw8eZNu2beTKlYuC+g9ORERSu6go03UyNhZat4aWLa2OSEREUjlLE7g///yTWrVqOY779esHQPv27Zk6dapFUYmIiCSS3r3hv/9Mq5vWPBURkURgaQJXs2ZN7Ha7lSGIiIgkjR9/NMsG2GwwY4YZ/yYiIvKANAZOREQksR07ZhbsBhgwAKpXtzYeERFJM5TAiYiIJKbYWOjQAc6dg4oVYcgQqyMSEZF4DBkyBJvN5rSVKlXK6rDuK1UtIyAiIpLiffEFLF8OWbLAzJmQKZPVEYmIyF2ULl2a5cuXO449PVN+epTyIxQREUktduwwXSYBRo6EVPBLrohIeubp6Ym/v7/VYbhEXShFREQSw9Wr0KoVREfDs89C165WRyQiki5FRUURGRnp2KKjo+967b59+8ifPz9FixaldevWHDlyJBkjdY8SOBERkcTwzjuwcyf4+cHkyWb2SRERSXbBwcH4+vo6tpCQkHivq1y5MlOnTmXJkiWMHz+egwcPUq1aNaKiopI5YteoC6WIiMiDWrYMRo0y+99+a5I4ERGxxO7duylQoIDj2MvLK97rGjRo4NgvV64clStXplChQsyZM4fOnTsneZzuUgInIiLyIM6eNbNOArz+OjRqZGk4IiLpnbe3Nz4+Pi7fLkeOHJQoUYL9+/cnQVSJR10oRURE3GW3m/Xejh83E5Z8/rnVEYmIiJsuXrzIgQMHCAgIsDqUe1ICJyIi4q6pU2HePPD0hNBQyJrV6ohERCSB3njjDdasWcOhQ4dYv349zz//PB4eHrRs2dLq0O5JXShFRETcceAA9Opl9j/8ECpUsDYeERFxSVhYGC1btuTs2bPkzZuXqlWrsnHjRvLmzWt1aPekBE5ERMRVN25A27Zw8SJUrw5vvml1RCIi4qLvv//e6hDcoi6UIiIirvr4Y9iwAXx9Yfp08PCwOiIREUknlMCJiIi4YuNG02US4KuvoFAha+MREZF0RQmciIhIQkVFQZs2EBMDrVqZTUREJBkpgRMREUmoPn3M5CUFC8K4cVZHIyIi6ZASOBERkYSYNw++/RZsNjPuLUcOqyMSEZF0SAmciIjI/Rw/Dl26mP2334YaNayNR0RE0i0lcCIiIvcSGwsdOsC5c2att6FDrY5IRETSMSVwIiIi9zJ2LCxbBlmyQGgoZMpkdUQiIpKOKYETERG5mx07TJdJgM8/h1KlrI1HRETSPSVwIiIi8bl6FVq3huhoaNQIXn/d6ohERESUwImIiMTr3XdNC1zevDB5spl9UkRExGJK4ERERO60fDmMHGn2v/0W8uWzNh4REZH/pwRORETkdufOQfv2Zv+11+DZZ62NR0RE5DZK4ERERG6y26FrV7PuW8mSMGKE1RGJiIg4UQInIiJy0/TpMHcueHqaJQOyZrU6IhERESdK4ERERAD++w969DD7H3wAFStaG4+IiEg8lMCJiIjcuAFt2sDFi1CtGrz1ltURiYiIxEsJnIiISEgIbNgAPj4wYwZ4eFgdkYiISLyUwImISPq2aRMMHWr2v/oKChWyNh4REZF7UAInIiIpzrhx4yhcuDCZM2emcuXK/PHHH/e8PiIigu7duxMQEICXlxclSpRg0aJFjvOFCxfGZrPF2bq/+qrpOhkTAy+/DK1aJfVDExEReSCeVgcgIiJyu9mzZ9OvXz8mTJhA5cqVGT16NPXr12fv3r34+fnFuf7atWvUrVsXPz8/5s6dS4ECBTh8+DA5cuRwXLN582ZiYmIcxzt37qRu3bq8dOwY7N8PQUEwfjzYbMnxEEVERNymBE5ERFKUkSNH0qVLFzp27AjAhAkT+OWXX/j2228ZMGBAnOu//fZbzp07x/r168mYMSNgWtxulzdvXqfjTz/9lGL+/tRYtMgkbdOnw20Jn4iISEqlLpQCuNZdad68eTz22GPkyJGDbNmy8cgjjzBjxgzH+evXr/P2229TtmxZsmXLRv78+WnXrh3Hjx9PjociIqnYtWvX2LJlC3Xq1HGUZciQgTp16rBhw4Z4b7NgwQKqVKlC9+7dyZcvH2XKlOGTTz5xanG78z5mTp9OpwsXsAG8+SbUrJn4D0ZERCQJKIETR3elwYMHs3XrVsqXL0/9+vU5depUvNfnypWLd999lw0bNrB9+3Y6duxIx44dWbp0KQCXL19m69atDBo0iK1btzJv3jz27t1LkyZNkvNhiUgqdObMGWJiYsiXL59Teb58+QgPD4/3Nv/99x9z584lJiaGRYsWMWjQIEaMGMFHH30U7/U/zZtHREQEHa5cgUcegQ8/TOyHISIikmRsdrvdbnUQ7goLCyMoKIijR48SGBhodTipVuXKlXn88cf58ssvAYiNjSUoKIiePXvG210pPhUqVKBRo0Z8eJcvQps3b6ZSpUocPnyYggULJlrsIpK2HD9+nAIFCrB+/XqqVKniKH/rrbdYs2YNmzZtinObEiVKcPXqVQ4ePIjH/0//P3LkSIYPH86JEyfiXF//4YfJtGcPP2fODFu3wsMPJ90DEpE4NNQ07Ukp2UR6yQ3UApfOudNd6XZ2u50VK1awd+9eqlevftfrLly4gM1mc5pUQETkTnny5MHDw4OTJ086lZ88eRJ/f/94bxMQEECJEiUcyRvAww8/THh4ONeuXXO69vCyZSzfs4dXAD7/XMmbiIikOkrg0jl3uiuBSciyZ89OpkyZaNSoEWPHjqVu3brxXnv16lXefvttWrZsiY+PT6LGLyJpS6ZMmahYsSIrVqxwlMXGxrJixQqnFrnbPfXUU+zfv5/Y2FhH2b///ktAQACZMmW6dWF0NFPatMEPaFS/PnTrllQPQ0REJMkogRO3eHt7s23bNjZv3szHH39Mv379WL16dZzrrl+/TvPmzbHb7YwfPz75AxWRVKdfv35MnDiRadOm8c8///D6669z6dIlx6yU7dq1Y+DAgY7rX3/9dc6dO0fv3r35999/+eWXX/jkk0/o3r27U72x77zDlFOnaJ8lC55Tp6ofl4iIpEpaRiCdc6e7EphulsWLFwfgkUce4Z9//iEkJISat83kdjN5O3z4MCtXrlTrm4gkSIsWLTh9+jTvv/8+4eHhPPLIIyxZssTRU+DIkSNkyHDr98egoCCWLl1K3759KVeuHAUKFKB37968/fbbtypdsYLlI0dyBOg0ciTc4/NNREQkJVMCl87d3l2padOmwK3uSj169EhwPbGxsURHRzuObyZv+/btY9WqVeTOnTuxQxeRNKxHjx53/QyKr7W/SpUqbNy4Mf7Kzp2D9u2pB9i7doXXXku8QEVERJKZEjihX79+tG/fnscee4xKlSoxevToON2VChQoQEhICAAhISE89thjFCtWjOjoaBYtWsSMGTMcXSSvX7/Oiy++yNatW1m4cCExMTGO8XS5cuVyHpMiIpKU7HaTsB07BiVKwIgRVkckIiLyQJTAicvdlS5dukS3bt0ICwsjS5YslCpVipkzZ9KiRQsAjh07xoIFCwDTvfJ2q1atcupmKSKSpGbMgB9+AE9PCA2FbNmsjkhEROSBaB04ERFJmw4ehPLlISoKPvoI3n3X6ohEBM0flBallGwiveQGmoVSRETSnhs3oG1bk7xVrQoDBlgdkYiISKJQAiciImnPp5/C77+Dt7fpRnnbIt8iIiKpmRI4ERFJW/74A4YMMfvjxkHhwlZGIyIikqiUwImISNpx8SK0bg0xMdCiBbRpY3VEIiIiiUqzUIqISOoWEwO//QYnTpiZJvfvh8BAGD9esyWIiEiaowRORERSr3nzoHdvCAtzLn/lFciZ05qYREREkpC6UIqISOo0bx68+GLc5A1g6FBzXkREJI1RC5yIiFjDbjfdH2/ccP43vrI7/712DV5//d6LD/XpA889pxkoRUQkTVECJ665faxJQABUq6YvRyK3s9shNtb1hCS5z6WEumNjk/Z1OHrUfF7VrJl09yMiIpLMlMBJwsU31iQwEMaMgRdesC4uSR52e9pIGpKjbnlwNht4epofiO7818MDoqPh3Ln713PiRNLHKiIikoyUwEnC3Bxrcmd3pWPHTPncuakziYuvtSQtJhSJUfe9uqpJwt2ehNwrQUkp56y63/vNHrl6NdSqdf/nOyAgUV42ERGRlEIJnNxfTIxpeYvvC/zNsi5d4PRp51aalJ6Q3CyTB5chQ9pMIhL7XAbNG5VoqlUzPQCOHYv/s8lmM+erVUv+2ERERJKQEji5v99+i3+Wt9udOwevvZY88SQnT8+0mWAkZt0JaS0RSWweHqb79osvmvff7Unczffj6NHmOhERkXsYN24cw4cPJzw8nPLlyzN27FgqVapkdVh3pQRO7i+hY0gqVIDChVNeguHuObWWiKRsL7xgum/HNzZ39OjU2a1bRESS1ezZs+nXrx8TJkygcuXKjB49mvr167N37178/PysDi9eNrs99Q5sCQsLIygoiKNHjxIYGGh1OGlXQsearFql2d5EJPnFxKDZcUVSD3XaSHtSSjbhTm5QuXJlHn/8cb788ksAYmNjCQoKomfPngwYMCApw3WbWuDk/jTWRERSMg8P/XgkIiIOUVFRREZGOo69vLzw8vKKc921a9fYsmULAwcOdJRlyJCBOnXqsGHDhmSJ1R3qIyb3d3OsCcT92UxjTUTk/w0ZMgSbzea0lSpVynE+PDyctm3b4u/vT7Zs2ahQoQI//vijUx3//vsvzz33HHny5MHHx4eqVauyatUqp2t69epFxYoV8fLy4pFHHrlnTPv378fb25scOXLcN/7NmzdTu3ZtcuTIQc6cOalfvz5///230zXbt2+nWrVqZM6cmaCgIIYNG3bfekVEJHkFBwfj6+vr2EJCQuK97syZM8TExJAvXz6n8nz58hEeHp4cobpFCZwkzM2xJgUKOJcHBqbeJQREJNGVLl2aEydOOLZ169Y5zrVr1469e/eyYMECduzYwQsvvEDz5s3566+/HNc8++yz3Lhxg5UrV7JlyxbKly/Ps88+G+c/0k6dOtGiRYt7xnL9+nVatmxJtQT0Drh48SLPPPMMBQsWZNOmTaxbtw5vb2/q16/P9evXAYiMjKRevXoUKlSILVu2MHz4cIYMGcI333zjylMkIiJJbPfu3Vy4cMGx3d7ClhaoC6Uk3AsvwHPPaayJiNyVp6cn/v7+8Z5bv34948ePd8zs9d577zFq1Ci2bNnCo48+ypkzZ9i3bx+TJ0+mXLlyAHz66ad89dVX7Ny501HvF198AcDp06fZvn37XWN57733KFWqFLVr12b9+vX3jHvPnj2cO3eODz74gKCgIAAGDx5MuXLlOHz4MMWLFyc0NJRr167x7bffkilTJkqXLs22bdsYOXIkr776qmtPlIiIJBlvb298fHzue12ePHnw8PDg5MmTTuUnT5686/9lKYFa4FKpkJAQHn/8cby9vfHz86Np06bs3bvX6ZquXbtSrFgxsmTJQt68eXnuuefYs2dPnLqmTp1KuXLlyJw5M35+fnTv3t3p/NKlS3niiSfw9vYmr78/zcaO5VCVKmbMyf8nb6GhoZQvX56sWbMSEBBAp06dOHv27D0fg7oriaQ9+/btI3/+/BQtWpTWrVtz5MgRx7knn/y/9u49rKZ0jwP4d1d2dyqkJEKKBknJJZRLEo44Lj3GSE4HY4SGGMZ5huPMkXHoYFwPYwvlGsMhoVIzEprIJRshxFBMhKKy93v+cFrHnnI7Lrud7+d51vPMfte73v1ba+Z5p99ev3etTtiyZQsKCgqgVquxefNmPHnyBD7/Xb9Wu3ZtODs7Y/369SgqKsLTp0+xatUqWFtbw93d/Y3iSEpKwrZt27Bs2bLX6u/s7IzatWvjhx9+QGlpKR4/fowffvgBLVq0gIODAwAgLS0NXbt2hVwul44rf1LZvXv33ig+IiLSPrlcDnd3dyQmJkptarUaiYmJ6NixoxYjezkmcDoqJSUF48ePx9GjR3Hw4EGUlZWhV69eKCoqkvq4u7tDoVBAqVRi//79EEKgV69eUD338urIyEjMnDkT06dPR1ZWFhISEuDn5yftz8nJQUBAALp3747MzEzs378fd+/exR+fK5lMTU1FUFAQQkJCkJWVhW3btuH48eMYPXr0C+NnuRJR9dO+fXusW7cO8fHxWLFiBXJyctClSxc8fPgQALB161aUlZWhdu3aMDQ0xNixY7Fz5044OjoCAGQyGRISEnDy5EmYm5vDyMgIkZGRiI+Ph6Wl5WvH8dtvvyE4OBjr1q17rV9ggWe/1iYnJ2Pjxo0wNjaGmZkZ4uPjsW/fPhgYPCtWuX37dqXrJMr3ERGR7pk8eTJWr16NqKgoKJVKjBs3DkVFRRg1apS2Q3sxocNyc3MFAJGbm6vtULQuPz9fABApKSkv7HPq1CkBQFy6dEkIIURBQYEwNjYWCQkJLzxm27ZtwsDAQKhUKqlt9+7dQiaTidLSUiGEEP/4xz9EkyZNNI5bsmSJsLOze+G46enpAoC4fv261Hb69GkBQGRnZwshhFi+fLmwtLQUJSUlUp+vvvpKODs7v3BcIqo67t27J2rWrCnWrFkjhBAiNDRUeHp6ioSEBJGZmSlmz54tatWqJU6fPi2EEEKtVov+/fsLf39/cfjwYZGRkSHGjRsn7OzsxK+//lph/FmzZglXV9cK7QMHDhRfffWV9FmhUIhatWq9NNbi4mLh6ekpgoKCxPHjx0VaWpoYNGiQ+OSTT0RxcbEQQghfX18xZswYjeOysrIEAHHu3Lk3uTREH7Vnj7TmVp22quL/zQ2+//570bBhQyGXy4Wnp6c4evToe4rw3eAduGqisLAQAGBlZVXp/qKiIigUCjRu3Fha33Hw4EGo1WrcvHkTLVq0QIMGDTB06FDk5uZKx7m7u0NPTw8KhQIqlQqFhYXYsGEDevbsiRo1agAAOnbsiNzcXMTFxUEIgby8PGzfvh19+vR5YbwsVyKq/iwsLODk5IRLly7h8uXLWLp0KdauXYsePXrA1dUVs2bNgoeHh1TmmJSUhD179mDz5s3w8vJC27ZtsXz5chgbGyMqKuq1vzcpKQkLFiyAgYEBDAwMEBISgsLCQhgYGGDt2rWVHhMTE4OrV69CoVCgXbt26NChA2JiYpCTk4Ndu3YBAGxsbCpdJ1G+j4iIdFNoaCiuXbuGkpISHDt2DO3bt9d2SC/FBK4aUKvVCAsLg5eXF1q2bKmxb/ny5TAzM4OZmRn27duHgwcPSgnRlStXoFarMXfuXCxatAjbt29HQUEBfH19UVpaCgBo3LgxDhw4gK+//hqGhoawsLDAjRs3sHXrVuk7vLy8EB0djcDAQMjlctjY2KBWrVovXXvCciWi6u/Ro0e4fPkybG1tUVxcDODZ+3Wep6+vD7VaDQAv7KOnpyf1eR1paWnIzMyUtjlz5sDc3ByZmZkYOHBgpccUFxdDT08PsudelVL+ufy7O3bsiJ9++kkq8wae/RDm7Oz8RiWeREREb4MJXDUwfvx4nD17Fps3b66wb/jw4Th58iRSUlLg5OSEoUOH4smTJwCeJX5lZWVYsmQJ/Pz80KFDB2zatAnZ2dnSe5du376N0aNHY+TIkUhPT0dKSgrkcjkGDx4M8d+Xep87dw6TJk3CN998g4yMDMTHx+Pq1av4/PPPXxjz48ePERISAi8vLxw9ehSpqalo2bIl+vbti8ePH7+Hq0RE71t4eDhSUlJw9epVHDlyBAMHDoS+vj6GDRuG5s2bw9HREWPHjsXx48dx+fJlLFy4EAcPHsSAAQMAPEuQLC0tMXLkSJw6dQoXL17E1KlTkZOTg759+0rfc+nSJWRmZuL27dt4/PixlKiV//DUokULtGzZUtrs7Oygp6eHli1bSonWzp07Nd5R5+vri3v37mH8+PFQKpXIysrCqFGjYGBggG7dugEAPv30U8jlcmm975YtW7B48WJMnjz5A11hIiIiVKWq1TfHNXBCjB8/XjRo0EBcuXLllX1LSkqEiYmJiImJEUIIsXbt2kqvn7W1tfjXv/4lhBDiL3/5i/Dw8NDYX37d09LShBBCfPbZZ2Lw4MEafX7++WcBoNJ1K0IIsWbNGmFtba2xtq48vk2bNgkhhBgxYoQICAjQOC4pKUkAEAUFBa88XyL6sAIDA4Wtra2Qy+XCzs5OBAYGSmtuhRDi4sWL4o9//KOwtrYWJiYmonXr1mL9+vUaY6Snp4tevXoJKysrYW5uLjp06CDi4uI0+nh7ewsAFbacnJxK46psDZxCoRC//1/ggQMHhJeXl6hVq5awtLQU3bt3l+a5cqdOnRKdO3cWhoaGws7OTsybN+8NrxIRaXu9FjeugdN1fA+cjhJCYMKECdi5cyeSk5PRuHHj1zpGCIGSkhIAz0ofAeDChQto0KABAKCgoAB3795Fo0aNAPyvrOh5+v99dcDzZU/lZY+/7yP+e5fu9163XGnmzJkoKyuT1tuxXImo6qqsCuB5zZo1Q2xs7Ev7eHh4YP/+/S/tk5yc/EZxBQcHIzg4+JVtvr6+8PX1felYrVu3xs8///xG309ERPQusYRSR40fPx4bN25ETEwMzM3Ncfv2bamcCHi2vi0iIgIZGRm4fv06jhw5giFDhsDY2Fh6uIiTkxMCAgIwadIkHDlyBGfPnsXIkSPRvHlzqWSob9++SE9Px5w5c5CdnY0TJ05g1KhRaNSoEdzc3AAAf/jDH7Bjxw6sWLECV65cQWpqKiZOnAhPT0/Ur18fAMuViIiIiIjeCe3eAHw7H8tt0soAFcuHAAiFQiGEEOLmzZvC399fWFtbixo1aogGDRqITz/9VJw/f15jnMLCQvGnP/1JWFhYCCsrKzFw4ECNR/sLIcSmTZuEm5ubMDU1FXXr1hX9+/cXSqVSo8+SJUuEi4uLMDY2Fra2tmL48OHixo0b0n6WKxEREZEQ2i/348YSSl0nE+IFNW464MaNG7C3t0dubq5UAkhERP/zXJUyVRO6+39tomc4L1U/VWVe+lhygypRQrls2TI4ODjAyMgI7du3x/Hjx7UdEhERERERUZWj9QRuy5YtmDx5MmbNmoUTJ07A1dUVfn5+yM/P13ZoREREREREVYrWE7jIyEiMHj0ao0aNgouLC1auXAkTExOsXbtW26G9MZmMW3XciIiIiIiqCq2+RqC0tBQZGRmYMWOG1Kanp4eePXsiLS2tQv+SkhLpEfgAUFhYCAC4devW+w+WPlo3bmg7AiKi/+GcRERVTVWZl8pzgvJXUlVXWk3g7t69C5VKhXr16mm016tXD+fPn6/QPyIiAn/9618rtHt6er63GIns7bUdARHR/3BOIqKqpqrNS3l5eWjYsKG2w3hvdOpF3jNmzNB4B9jTp0+hVCphb29f4WXT9P48fPgQLi4uOHfuHMzNzbUdDhER5yUiqlI4J2mHWq1GXl6e9K7i6kqrCVydOnWgr6+PvLw8jfa8vDzY2NhU6G9oaAhDQ0ONNi8vr/caI1X04MEDAICdnR1q1qyp5WiIiDgvEVHVwjlJe6rznbdyWr1tJZfL4e7ujsTERKlNrVYjMTERHTt21GJkREREREREVY/WSygnT56MkSNHwsPDA56enli0aBGKioowatQobYdGRERERERUpWg9gQsMDMSdO3fwzTff4Pbt22jTpg3i4+MrPNiEqg5DQ0PMmjWrQjkrEZG2cF4ioqqEcxK9TzIhhNB2EERERERERPRqfHQjERERERGRjmACR0REREREpCOYwBEREREREekIJnD01hwcHLBo0aIX7vfx8UFYWNgHi4eIPh6zZ89GmzZttB0GEekwmUyGH3/8UdthEL02JnBERKSzwsPDNd4lSkT0pm7dugV/f/+3HsfBwQEymeyF27Vr195BtERV4DUCREREb0oIAZVKBTMzM5iZmWk7HCLSUaWlpbCxsXknY6Wnp0OlUmm03b9/Hz169IC7uzsaNmz4f42rUqkgk8mgp8f7LvQM/0sgAIBarUZERAQaN24MY2NjuLq6Yvv27QCA4ODgSn9JSk5OrnSsNWvWwMLCgr+KE9EbKSkpwcSJE2FtbQ0jIyN07twZ6enpAIDk5GTIZDLs27cP7u7uMDQ0xOHDhyuUUKrVasyZMwcNGjSAoaGh9G7RclevXoVMJsOOHTvQrVs3mJiYwNXVFWlpaR/6dIlIC3x8fBAaGoqwsDDUqVMHfn5+GiWUpaWlCA0Nha2tLYyMjNCoUSNERERIx9+/fx9jx45FvXr1YGRkhJYtW2LPnj0AgLp168LGxkbarK2tERYWhlq1aiE6OhoymQzAs7kuPDwcdnZ2MDU1Rfv27TX+plq3bh0sLCywe/duuLi4wNDQENevX8e9e/cQFBQES0tLmJiYwN/fH9nZ2R/s2lHVwQSOAAARERFYv349Vq5ciaysLHz55Zf47LPPkJKSgsWLF+PWrVvSNmnSJFhbW6N58+YVxpk/fz6mT5+OAwcOoEePHlo4EyLSVdOmTUNsbCyioqJw4sQJODo6ws/PDwUFBVKf6dOnY968eVAqlWjdunWFMRYvXoyFCxdiwYIFOH36NPz8/NC/f/8Kf+TMnDkT4eHhyMzMhJOTE4YNG4anT5++93MkIu2LioqCXC5HamoqVq5cqbFvyZIl2L17N7Zu3YoLFy4gOjoaDg4OAJ79QOTv74/U1FRs3LgR586dw7x586Cvr1/p90yfPh3Hjh3Drl27YG5uLrWHhoYiLS0NmzdvxunTpzFkyBD07t1bY54qLi7Gd999hzVr1iArKwvW1tYIDg7GL7/8gt27dyMtLQ1CCPTp0wdlZWXv/iJR1Sboo/fkyRNhYmIijhw5otEeEhIihg0bptEWGxsrjIyMxOHDh6W2Ro0aiX/+859i2rRpwtbWVpw9e1bjGG9vbzFp0qT3Fj8R6b5Hjx6JGjVqiOjoaKmttLRU1K9fX8yfP18cOnRIABA//vijxnGzZs0Srq6u0uf69euLv//97xp92rVrJ7744gshhBA5OTkCgFizZo20PysrSwAQSqXyPZwZEVUl3t7ews3NTaMNgNi5c6cQQogJEyaI7t27C7VaXeHY/fv3Cz09PXHhwoVXfk9MTIzQ19cX8fHxGu3Xrl0T+vr64ubNmxrtPXr0EDNmzBBCCKFQKAQAkZmZKe2/ePGiACBSU1Oltrt37wpjY2OxdevWV8ZD1QvXwBEuXbqE4uJi+Pr6arSXlpbCzc1N+nzy5EmMGDECS5cuhZeXl0bfhQsXoqioCL/88guaNGnyQeImourj8uXLKCsr05hbatSoAU9PTyiVSrRr1w4A4OHh8cIxHjx4gF9//bXC/OTl5YVTp05ptD1/987W1hYAkJ+fX2llARFVL+7u7i/cFxwcDF9fXzg7O6N3797o168fevXqBQDIzMxEgwYN4OTk9NLxT5w4gZCQEMybNw9+fn4a+86cOQOVSlVhjJKSEtSuXVv6LJfLNeYppVIJAwMDtG/fXmqrXbs2nJ2doVQqX33SVK0wgSM8evQIALB3717Y2dlp7DM0NAQA3L59G/3798ef//xnhISEVBijS5cu2Lt3L7Zu3Yrp06e//6CJ6KNkamr6TsapUaOG9M/l61LUavU7GZuIqraXzSNt27ZFTk4O9u3bh4SEBAwdOhQ9e/bE9u3bYWxs/Mqx79y5g4EDB2LQoEEIDw+vsP/Ro0fQ19dHRkZGhdLL5x/IZGxsLM1NRL/HNXCksUDW0dFRY7O3t8eTJ08QEBCA5s2bIzIystIxPD09sW/fPsydOxcLFiz4wGdARLquadOm0pqUcmVlZUhPT4eLi8trjVGzZk3Ur19fYwwASE1Nfe0xiIhq1qyJwMBArF69Glu2bEFsbCwKCgrQunVr3LhxAxcvXqz0uLKyMgwePBjW1tZYvXp1pX3c3NygUqmQn59f4W+ulz0Ns0WLFnj69CmOHTsmtf3222+4cOEC57ePEO/AEczNzREeHo4vv/wSarUanTt3RmFhIVJTU1GzZk0kJSUhNzcXiYmJuHPnjnSclZUV5HK59LlTp06Ii4uDv78/DAwM+PJuInptpqamGDduHKZOnQorKys0bNgQ8+fPR3FxMUJCQiqUQL7I1KlTMWvWLDRt2hRt2rSBQqFAZmYmoqOj3/MZEFF1EBkZCVtbW7i5uUFPTw/btm2DjY0NLCws4O3tja5du2LQoEGIjIyEo6Mjzp8/D5lMht69eyMsLAynTp1CQkIC7t+/X2FsKysrODk5Yfjw4QgKCsLChQvh5uaGO3fuIDExEa1bt0bfvn0rjatZs2YICAjA6NGjsWrVKpibm2P69Omws7NDQEDAe74qVNUwgSMAwN/+9jfUrVsXERERuHLlCiwsLNC2bVt8/fXXSElJwa1btyr8wnPo0CH4+PhotHXu3Bl79+5Fnz59oK+vjwkTJnzAsyAiXTZv3jyo1WqMGDECDx8+hIeHB/bv3w9LS8vXHmPixIkoLCzElClTkJ+fDxcXF+zevRvNmjV7j5ETUXVhbm6O+fPnIzs7G/r6+mjXrh3i4uKkd7DFxsYiPDwcw4YNQ1FRERwdHTFv3jwAwPLlywFAWrP7e+V/NykUCnz77beYMmUKbt68iTp16qBDhw7o16/fS2NTKBSYNGkS+vXrh9LSUnTt2hVxcXEaJeH0cZAJIYS2gyAiIiIiIqJX4xo4IiIiIiIiHcEEjoiIiIiISEcwgSMiIiIiItIRTOCIiIiIiIh0BBM4IiIiIiIiHcEEjoiIiIiISEcwgSMiIiIiItIRTOCIiIiIiIh0BBM4IiKiN+Tj44OwsDBth0FERB8hJnBERPRKwcHBkMlkFbZLly5pOzQiIqKPioG2AyAiIt3Qu3dvKBQKjba6detqfC4tLYVcLv+QYX1Q1f38iIio6uMdOCIiei2GhoawsbHR2Hr06IHQ0FCEhYWhTp068PPzAwBERkaiVatWMDU1hb29Pb744gs8evRIGmvdunWwsLDAnj174OzsDBMTEwwePBjFxcWIioqCg4MDLC0tMXHiRKhUKum4kpIShIeHw87ODqampmjfvj2Sk5MBAEII1K1bF9u3b5f6t2nTBra2ttLnw4cPw9DQEMXFxQCA69evIyAgAGZmZqhZsyaGDh2KvLw8qf/s2bPRpk0brFmzBo0bN4aRkVGl12bv3r2oVasWoqOjAQDJycnw9PSEqakpLCws4OXlhWvXrr3lvwEiIiImcERE9JaioqIgl8uRmpqKlStXAgD09PSwZMkSZGVlISoqCklJSZg2bZrGccXFxViyZAk2b96M+Ph4JCcnY+DAgYiLi0NcXBw2bNiAVatWaSRkoaGhSEtLw+bNm3H69GkMGTIEvXv3RnZ2NmQyGbp27SoldPfu3YNSqcTjx49x/vx5AEBKSgratWsHExMTqNVqBAQEoKCgACkpKTh48CCuXLmCwMBAjTgvXbqE2NhY7NixA5mZmRXOPyYmBsOGDUN0dDSGDx+Op0+fYsCAAfD29sbp06eRlpaGMWPGQCaTvcOrTkREHyuWUBIR0WvZs2cPzMzMpM/+/v4AgGbNmmH+/PkafZ9/wIeDgwO+/fZbfP7551i+fLnUXlZWhhUrVqBp06YAgMGDB2PDhg3Iy8uDmZkZXFxc0K1bNxw6dAiBgYG4fv06FAoFrl+/jvr16wMAwsPDER8fD4VCgblz58LHxwerVq0CAPz0009wc3ODjY0NkpOT0bx5cyQnJ8Pb2xsAkJiYiDNnziAnJwf29vYAgPXr1+OTTz5Beno62rVrB+BZ2eT69esrlIsCwLJlyzBz5kz8+9//lsZ98OABCgsL0a9fP+ncWrRo8X9edSIiIk1M4IiI6LV069YNK1askD6bmppi2LBhcHd3r9A3ISEBEREROH/+PB48eICnT5/iyZMnKC4uhomJCQDAxMRESnAAoF69enBwcNBIEuvVq4f8/HwAwJkzZ6BSqeDk5KTxXSUlJahduzYAwNvbG5MmTcKdO3eQkpICHx8fKYELCQnBkSNHpDuBSqUS9vb2UvIGAC4uLrCwsIBSqZQSuEaNGlWavG3fvh35+flITU2V+gKAlZUVgoOD4efnB19fX/Ts2RNDhw7VKOUkIiL6f7GEkoiIXoupqSkcHR2lrTwhMTU11eh39epV9OvXD61bt0ZsbCwyMjKwbNkyAM/uZpWrUaOGxnEymazSNrVaDQB49OgR9PX1kZGRgczMTGlTKpVYvHgxAKBVq1awsrJCSkqKlMD5+PggJSUF6enpKCsrQ6dOnd74vCvj5uaGunXrYu3atRBCaOxTKBRIS0tDp06dsGXLFjg5OeHo0aNv9L1ERESV4R04IiJ6pzIyMqBWq7Fw4ULo6T37nXDr1q1vPa6bmxtUKhXy8/PRpUuXSvvIZDJ06dIFu3btQlZWFjp37gwTExOUlJRg1apV8PDwkBKyFi1aIDc3F7m5udJduHPnzuH+/ftwcXF5ZTxNmzbFwoUL4ePjA319fSxdurRCvG5ubpgxYwY6duyImJgYdOjQ4S2vAhERfex4B46IiN4pR0dHlJWV4fvvv8eVK1ewYcMG6eEmb8PJyQnDhw9HUFAQduzYgZycHBw/fhwRERHYu3ev1M/HxwebNm1CmzZtYGZmBj09PXTt2hXR0dHSOjUA6NmzJ1q1aoXhw4fjxIkTOH78OIKCguDt7Q0PD4/XjunQoUOIjY2V1v3l5ORgxowZSEtLw7Vr13DgwAFkZ2dzHRwREb0TTOCIiOidcnV1RWRkJL777ju0bNkS0dHRiIiIeCdjKxQKBAUFYcqUKXB2dsaAAQOQnp6Ohg0bSn28vb2hUqng4+Mjtfn4+FRok8lk2LVrFywtLdG1a1f07NkTTZo0wZYtW94oJmdnZyQlJWHTpk2YMmUKTExMcP78eQwaNAhOTk4YM2YMxo8fj7Fjx77t6RMREUEmfl+4T0RERERERFUS78ARERERERHpCCZwREREREREOoIJHBERERERkY5gAkdERERERKQjmMARERERERHpCCZwREREREREOoIJHBERERERkY5gAkdERERERKQjmMARERERERHpCCZwREREREREOoIJHBERERERkY74D9WB2TAtkE5/AAAAAElFTkSuQmCC", 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" ] @@ -82,24 +76,21 @@ "name": "stdout", "output_type": "stream", "text": [ + "svm_classifications Results:\n", "\n", - " svm_classifications Results:\n", - "\n", - " Proving Time Speedup:\n", - "\n", - " EZKL is approximately 2.0902399999999997 times faster than Orion.\n", - " EZKL is about 118.82278454207999 times faster than RISC0.\n", - "\n", - " Memory Usage Reduction:\n", + "Proving Time Speedup:\n", + "EZKL is approximately 2.09 times faster than Orion.\n", + "EZKL is about 117.59 times faster than RISC0.\n", "\n", - " EZKL uses roughly 59.797989423031105% less memory compared to Orion.\n", - " EZKL's memory usage is about 99.53733936689295% less than that of RISC0.\n", - " \n" + "Memory Usage Reduction:\n", + "EZKL uses roughly 59.72% less memory compared to Orion.\n", + "EZKL's memory usage is about 99.54% less than that of RISC0.\n", + "\n" ] }, { "data": { - "image/png": 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", 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", 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" ] @@ -111,49 +102,27 @@ "name": "stdout", "output_type": "stream", "text": [ + "te_regressions Results:\n", "\n", - " te_regressions Results:\n", - "\n", - " Proving Time Speedup:\n", - "\n", - " EZKL is approximately 3.0833333333333344 times faster than Orion.\n", - " EZKL is about 33.239083473875674 times faster than RISC0.\n", - "\n", - " Memory Usage Reduction:\n", + "Proving Time Speedup:\n", + "EZKL is approximately 3.12 times faster than Orion.\n", + "EZKL is about 32.65 times faster than RISC0.\n", "\n", - " EZKL uses roughly 65.00177535803054% less memory compared to Orion.\n", - " EZKL's memory usage is about 98.20936176191051% less than that of RISC0.\n", - " \n" + "Memory Usage Reduction:\n", + "EZKL uses roughly 64.95% less memory compared to Orion.\n", + "EZKL's memory usage is about 98.21% less than that of RISC0.\n", + "\n" ] }, { "data": { - "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "Mean Results:\n", - "\n", - "Proving Time Speedup:\n", - "\n", - "EZKL is approximately 2.938967777170945 times faster than Orion.\n", - "EZKL is about 78.08418180202077 times faster than RISC0.\n", - "\n", - "Memory Usage Reduction:\n", - "\n", - "EZKL uses roughly 64.0021616947687% less memory compared to Orion.\n", - "EZKL's memory usage is about 99.14033144676301% less than that of RISC0.\n", - "\n" - ] } ], "source": [ @@ -161,146 +130,98 @@ "import numpy as np\n", "import json\n", "\n", - "# load benchmarks.jsos file\n", - "with open('../benchmarks.json') as f:\n", - " data = json.load(f)\n", + "def load_data(filepath):\n", + " try:\n", + " with open(filepath) as f:\n", + " return json.load(f)\n", + " except FileNotFoundError:\n", + " print(f\"File not found: {filepath}\")\n", + " return None\n", + "\n", + "def preprocess_data(data, model):\n", + " frameworks = ['ezkl', 'riscZero'] if model == 'random_forests' else ['ezkl', 'orion', 'riscZero']\n", + " memory_usage = {framework: np.mean([int(mu.replace('kb', '')) for mu in data[model][framework]['memoryUsage']])\n", + " for framework in frameworks}\n", + " proving_time = {framework: np.mean([float(pt.replace('s', '')) for pt in data[model][framework]['provingTime']])\n", + " for framework in frameworks}\n", + " return memory_usage, proving_time\n", + "\n", + "def plot_data(frameworks, memory_usage, proving_time, title):\n", + " # Filter frameworks to those present in both memory_usage and proving_time\n", + " valid_frameworks = [fw for fw in frameworks if fw in memory_usage and fw in proving_time]\n", "\n", - "def render_model_data(data, model) -> (dict, dict) :\n", - " # Preprocessing data\n", - " # if model is equal to 'random_forests', we skip orion because it does not support random forests\n", - " if model == 'random_forests':\n", - " frameworks = ['ezkl', 'riscZero']\n", - " else:\n", - " frameworks = ['ezkl', 'orion', 'riscZero']\n", - " memory_usage = {framework: np.mean([int(mu.replace('kb', '')) for mu in data[model][framework]['memoryUsage']]) for framework in frameworks}\n", - " proving_time = {framework: np.mean([float(pt.replace('s', '')) for pt in data[model][framework]['provingTime']]) for framework in frameworks}\n", - "\n", - " # Creating the bar chart\n", " fig, ax1 = plt.subplots(figsize=(10, 6))\n", "\n", - " # Bar chart for memory usage\n", - " ax1.bar(np.arange(len(frameworks)), list(memory_usage.values()), color='b', width=0.4, align='center')\n", + " # Prepare data for valid frameworks only\n", + " valid_memory_usage = [memory_usage[fw] for fw in valid_frameworks]\n", + " valid_proving_time = [proving_time[fw] for fw in valid_frameworks]\n", + "\n", + " bars = ax1.bar(np.arange(len(valid_frameworks)), valid_memory_usage, color='b', width=0.4, align='center')\n", " ax1.set_xlabel('Frameworks')\n", " ax1.set_ylabel('Average Memory Usage (kb)', color='b')\n", - " ax1.tick_params('y', colors='b')\n", - " ax1.set_xticks(np.arange(len(frameworks)))\n", - " ax1.set_xticklabels(frameworks)\n", + " ax1.set_xticks(np.arange(len(valid_frameworks)))\n", + " ax1.set_xticklabels(valid_frameworks)\n", + "\n", + " for bar in bars:\n", + " height = bar.get_height()\n", + " ax1.text(bar.get_x() + bar.get_width()/2., height, f'{height:.2f}', ha='center', va='bottom', color='black')\n", "\n", - " # Line chart for proving time\n", " ax2 = ax1.twinx()\n", - " ax2.plot(np.arange(len(frameworks)), list(proving_time.values()), color='r', marker='o')\n", + " ax2.plot(np.arange(len(valid_frameworks)), valid_proving_time, color='r', marker='o')\n", " ax2.set_ylabel('Average Proving Time (s)', color='r')\n", - " ax2.tick_params('y', colors='r')\n", "\n", - " title = f'{model}: Memory Usage and Proving Time'\n", + " for i, txt in enumerate(valid_proving_time):\n", + " ax2.annotate(f'{txt:.2f}', (i, txt), textcoords=\"offset points\", xytext=(0,10), ha='center')\n", "\n", - " # Title and show\n", " plt.title(title)\n", " plt.show()\n", "\n", - " # Calculating the relative performance and memory usage of EZKL compared to Orion and RISC0\n", "\n", - " # Proving time comparison\n", - " proving_time_speedup_risczero = proving_time['riscZero'] / proving_time['ezkl']\n", + "def calculate_performance(memory_usage, proving_time):\n", + " speedup_risczero = proving_time['riscZero'] / proving_time['ezkl']\n", + " reduction_risczero = (memory_usage['riscZero'] - memory_usage['ezkl']) * 100 / memory_usage['riscZero']\n", "\n", - " # Memory usage comparison\n", - " memory_usage_reduction_risczero = (memory_usage['riscZero'] - memory_usage['ezkl'])*100 / memory_usage['riscZero']\n", - "\n", - " if model != 'random_forests':\n", - " # Proving time comparison\n", - " proving_time_speedup_orion = proving_time['orion'] / proving_time['ezkl']\n", - " # Memory usage comparison\n", - " memory_usage_reduction_orion = (memory_usage['orion'] - memory_usage['ezkl'])*100 / memory_usage['orion']\n", - " # Results\n", - " statement = f\"\"\"\n", - " {model} Results:\n", - "\n", - " Proving Time Speedup:\n", - "\n", - " EZKL is approximately {proving_time_speedup_orion} times faster than Orion.\n", - " EZKL is about {proving_time_speedup_risczero} times faster than RISC0.\n", - "\n", - " Memory Usage Reduction:\n", - "\n", - " EZKL uses roughly {memory_usage_reduction_orion}% less memory compared to Orion.\n", - " EZKL's memory usage is about {memory_usage_reduction_risczero}% less than that of RISC0.\n", - " \"\"\"\n", + " if 'orion' in memory_usage:\n", + " speedup_orion = proving_time['orion'] / proving_time['ezkl']\n", + " reduction_orion = (memory_usage['orion'] - memory_usage['ezkl']) * 100 / memory_usage['orion']\n", + " return speedup_orion, reduction_orion, speedup_risczero, reduction_risczero\n", " else:\n", - " statement = f\"\"\"\n", - " {model} Results:\n", - "\n", - " Proving Time Speedup:\n", - "\n", - " EZKL is about {proving_time_speedup_risczero} times faster than RISC0.\n", - "\n", - " Memory Usage Reduction:\n", - "\n", - " EZKL's memory usage is about {memory_usage_reduction_risczero}% less than that of RISC0.\n", - " \"\"\"\n", - "\n", + " return None, None, speedup_risczero, reduction_risczero\n", + "\n", + "def print_performance(model, performance):\n", + " speedup_orion, reduction_orion, speedup_risczero, reduction_risczero = performance\n", + " statement = f\"{model} Results:\\n\\nProving Time Speedup:\\n\"\n", + " if speedup_orion is not None:\n", + " statement += f\"EZKL is approximately {speedup_orion:.2f} times faster than Orion.\\n\"\n", + " statement += f\"EZKL is about {speedup_risczero:.2f} times faster than RISC0.\\n\\nMemory Usage Reduction:\\n\"\n", + " if reduction_orion is not None:\n", + " statement += f\"EZKL uses roughly {reduction_orion:.2f}% less memory compared to Orion.\\n\"\n", + " statement += f\"EZKL's memory usage is about {reduction_risczero:.2f}% less than that of RISC0.\\n\"\n", " print(statement)\n", - " return (memory_usage, proving_time)\n", - "\n", - "models = ['linear_regressions', 'random_forests', 'svm_classifications', 'te_regressions']\n", - "frameworks = ['ezkl', 'orion', 'riscZero']\n", - "\n", - "# Dictionaries to store accumulated values\n", - "total_memory_usage = {}\n", - "total_proving_time = {}\n", - "\n", - "# Processing each model\n", - "for model in models:\n", - " memory_usage, proving_time = render_model_data(data, model)\n", - " #skip random forests for orion\n", - " if model == 'random_forests': continue\n", - " # Accumulating memory usage and proving time\n", - " for framework, mu in memory_usage.items():\n", - " total_memory_usage[framework] = total_memory_usage.get(framework, 0) + mu\n", - "\n", - " for framework, pt in proving_time.items():\n", - " total_proving_time[framework] = total_proving_time.get(framework, 0) + pt\n", - "\n", - "# Calculating the mean values\n", - "mean_memory_usage = {framework: mu / len(models) for framework, mu in total_memory_usage.items()}\n", - "mean_proving_time = {framework: pt / len(models) for framework, pt in total_proving_time.items()}\n", - "\n", - "# Creating the bar chart\n", - "fig, ax1 = plt.subplots(figsize=(10, 6))\n", - "\n", - "# Bar chart for memory usage\n", - "ax1.bar(np.arange(len(frameworks)), list(mean_memory_usage.values()), color='b', width=0.4, align='center')\n", - "ax1.set_xlabel('Frameworks')\n", - "ax1.set_ylabel('Average Memory Usage (kb)', color='b')\n", - "ax1.tick_params('y', colors='b')\n", - "ax1.set_xticks(np.arange(len(frameworks)))\n", - "ax1.set_xticklabels(frameworks)\n", - "\n", - "# Line chart for proving time\n", - "ax2 = ax1.twinx()\n", - "ax2.plot(np.arange(len(frameworks)), list(mean_proving_time.values()), color='r', marker='o')\n", - "ax2.set_ylabel('Average Proving Time (s)', color='r')\n", - "ax2.tick_params('y', colors='r')\n", - "\n", - "title = 'Mean Memory Usage and Proving Time Across All Models'\n", - "\n", - "# Title and show\n", - "plt.title(title)\n", - "plt.show()\n", - "\n", - "statement = f\"\"\"\n", - "Mean Results:\n", - "\n", - "Proving Time Speedup:\n", - "\n", - "EZKL is approximately {mean_proving_time['orion'] / mean_proving_time['ezkl']} times faster than Orion.\n", - "EZKL is about {mean_proving_time['riscZero'] / mean_proving_time['ezkl']} times faster than RISC0.\n", - "\n", - "Memory Usage Reduction:\n", "\n", - "EZKL uses roughly {(mean_memory_usage['orion'] - mean_memory_usage['ezkl'])*100 / mean_memory_usage['orion']}% less memory compared to Orion.\n", - "EZKL's memory usage is about {(mean_memory_usage['riscZero'] - mean_memory_usage['ezkl'])*100 / mean_memory_usage['riscZero']}% less than that of RISC0.\n", - "\"\"\"\n", - "print(statement)" + "# Main Execution\n", + "data = load_data('../benchmarks.json')\n", + "if data:\n", + " models = ['linear_regressions', 'random_forests', 'svm_classifications', 'te_regressions']\n", + " frameworks = ['ezkl', 'orion', 'riscZero']\n", + " total_memory_usage = {framework: 0 for framework in frameworks}\n", + " total_proving_time = {framework: 0 for framework in frameworks}\n", + "\n", + " for model in models:\n", + " memory_usage, proving_time = preprocess_data(data, model)\n", + " plot_data(frameworks, memory_usage, proving_time, f'{model}: Memory Usage and Proving Time')\n", + " performance = calculate_performance(memory_usage, proving_time)\n", + " print_performance(model, performance)\n", + " # skip random forests for mean calculations since it omits orion\n", + " if model == 'random_forests':\n", + " continue\n", + " for framework in frameworks:\n", + " total_memory_usage[framework] += memory_usage.get(framework, 0)\n", + " total_proving_time[framework] += proving_time.get(framework, 0)\n", + "\n", + " mean_memory_usage = {fw: mu / len(models) for fw, mu in total_memory_usage.items()}\n", + " mean_proving_time = {fw: pt / len(models) for fw, pt in total_proving_time.items()}\n", + " plot_data(frameworks, mean_memory_usage, mean_proving_time, 'Mean Memory Usage and Proving Time Across All Models')" ] } ],