diff --git a/README.md b/README.md index 6a4cd14..94a0dcf 100644 --- a/README.md +++ b/README.md @@ -33,9 +33,9 @@ flow = block_neural_autoregressive_flow( ) flow, losses = fit_to_data( - train_key, - flow, - x, + key=train_key, + dist=flow, + data=x, learning_rate=5e-3, max_epochs=200, ) diff --git a/docs/examples/conditional.ipynb b/docs/examples/conditional.ipynb index aced0d3..86ee1af 100644 --- a/docs/examples/conditional.ipynb +++ b/docs/examples/conditional.ipynb @@ -26,7 +26,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -49,7 +49,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -68,14 +68,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - " 34%|███▍ | 34/100 [00:09<00:19, 3.45it/s, train=1.35, val=1.33 (Max patience reached)]\n" + " 34%|███▍ | 34/100 [00:12<00:24, 2.70it/s, train=1.35, val=1.33 (Max patience reached)]\n" ] } ], @@ -91,8 +91,7 @@ "flow, losses = fit_to_data(\n", " subkey,\n", " flow,\n", - " x,\n", - " u,\n", + " data=(x, u),\n", " learning_rate=5e-2,\n", " max_patience=10,\n", ")" @@ -108,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "metadata": {}, "outputs": [ { diff --git a/docs/examples/constrained.ipynb b/docs/examples/constrained.ipynb index c8e3588..086d7e1 100644 --- a/docs/examples/constrained.ipynb +++ b/docs/examples/constrained.ipynb @@ -48,7 +48,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 5, "metadata": {}, "outputs": [], "source": [ @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -95,7 +95,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -115,16 +115,16 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 70/70 [00:04<00:00, 14.44it/s, train=-2.9880946, val=-2.8289816]\n", - " 53%|█████▎ | 37/70 [00:02<00:02, 14.66it/s, train=-3.9449615, val=-4.219094 (Max patience reached)]\n", - " 53%|█████▎ | 37/70 [00:02<00:01, 17.09it/s, train=-0.8959429, val=-0.8179057 (Max patience reached)]\n" + "100%|██████████| 70/70 [00:05<00:00, 11.70it/s, train=-3.53, val=-3.55]\n", + " 66%|██████▌ | 46/70 [00:03<00:01, 12.48it/s, train=-4.09, val=-3.8 (Max patience reached)]\n", + " 66%|██████▌ | 46/70 [00:03<00:01, 14.41it/s, train=-0.0574, val=-0.314 (Max patience reached)]\n" ] } ], @@ -159,7 +159,7 @@ "flow_constrained_1, losses = fit_to_data(\n", " key=subkey,\n", " dist=flow_constrained_1,\n", - " x=x_clipped,\n", + " data=x_clipped,\n", " learning_rate=5e-3,\n", " max_patience=10,\n", " max_epochs=70,\n", @@ -171,7 +171,7 @@ "flow2, losses = fit_to_data(\n", " key=subkey,\n", " dist=unbounded_flow,\n", - " x=x_unbounded,\n", + " data=x_unbounded,\n", " learning_rate=5e-3,\n", " max_patience=10,\n", " max_epochs=70,\n", @@ -192,12 +192,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -237,7 +237,7 @@ ], "metadata": { "kernelspec": { - "display_name": "flowjax_env", + "display_name": "flowjax (3.13.2)", "language": "python", "name": "python3" }, @@ -251,7 +251,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.2" + "version": "3.13.2" }, "orig_nbformat": 4 }, diff --git a/docs/examples/snpe.ipynb b/docs/examples/snpe.ipynb index b380574..161fe2c 100644 --- a/docs/examples/snpe.ipynb +++ b/docs/examples/snpe.ipynb @@ -16,7 +16,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -45,7 +45,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -67,7 +67,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -112,16 +112,16 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 100/100 [00:05<00:00, 19.74it/s, train=0.277, val=0.213]\n", - " 36%|███▌ | 36/100 [00:12<00:21, 2.97it/s, train=0.652, val=0.634 (Max patience reached)]\n", - " 21%|██ | 21/100 [00:09<00:37, 2.13it/s, train=0.74, val=0.809 (Max patience reached)]\n" + "100%|██████████| 100/100 [00:08<00:00, 11.29it/s, train=0.277, val=0.213]\n", + " 36%|███▌ | 36/100 [00:16<00:30, 2.12it/s, train=0.652, val=0.634 (Max patience reached)]\n", + " 21%|██ | 21/100 [00:15<00:57, 1.36it/s, train=0.74, val=0.809 (Max patience reached)]\n" ] } ], @@ -153,10 +153,12 @@ "\n", " key, subkey = jr.split(key)\n", " proposal, losses_r = fit_to_data(\n", - " subkey,\n", - " proposal,\n", - " jnp.concatenate(data[\"theta\"]), # Note x is package convention for target!\n", - " jnp.concatenate(data[\"simulations\"]),\n", + " key=subkey,\n", + " dist=proposal,\n", + " data=(\n", + " jnp.concatenate(data[\"theta\"]),\n", + " jnp.concatenate(data[\"simulations\"]),\n", + " ),\n", " loss_fn=loss_fn,\n", " learning_rate=5e-5,\n", " max_patience=10,\n", @@ -173,7 +175,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -192,12 +194,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoEAAACRCAYAAAC8GmIKAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAjXBJREFUeJztnXl8VNXd/993lkyGCSRBgpAAEaggiyCNIApFqhG0kcVqpQhVrE+ruKBU9KFVCohWqtSFamlrqai4Pq5gVBYt+oOKICqIICgiIAFlS4Awmcxyfn/cOTfn3rkzSSCEJNzP68UrzMxdzr3n3nM+57t8vpoQQuDAgQMHDhw4cODgpILrRDfAgQMHDhw4cODAQf3DIYEOHDhw4MCBAwcnIRwS6MCBAwcOHDhwcBLCIYEOHDhw4MCBAwcnIRwS6MCBAwcOHDhwcBLCIYEOHDhw4MCBAwcnIRwS6MCBAwcOHDhwcBLCIYEOHDhw4MCBAwcnIRwS6MCBAwcOHDhwcBLipCKB06ZNQ9O0ejnX4cOHad26Nc8++2ydHvfbb79F0zTmzZtXp8edPHky55xzTp0es6miPp8jB/UHp1+bJpx+deAgOWpFAufNm4emacY/j8dDXl4e48aNY+fOncerjScEO3fu5MorryQrK4sWLVowYsQIvvnmmxrv/+ijj9K8eXN++ctfHsdW1h1uu+021q5dy4IFC477uU6W52jTpk1MnDiR8847j/T0dDRN49tvvz3RzTpuOFn69dVXX2XUqFF06tSJZs2a0bVrV26//XZKS0tPdNOOC06Wfn3ttdcYOnQoubm5+Hw+2rVrxxVXXMH69etPdNMcODhu8BzNTvfccw8dO3akoqKClStXMm/ePJYvX8769etJT0+v6zbWOw4fPsxPf/pTysrK+MMf/oDX6+Xhhx/m/PPP57PPPuOUU05JuX84HObRRx9l4sSJuN3uOm1bfn4+wWAQr9dbp8dt06YNI0aMYNasWQwfPrxOj50MTf05+vDDD5k9ezbdu3enW7dufPbZZye6SfWCpt6vv/3tb8nNzWXs2LF06NCBzz//nMcee4y33nqLTz75BL/ff6KbeFzQ1Pv1888/Jzs7m1tvvZVWrVqxe/du/v3vf9OvXz8+/PBDevfufaKb6MBB3UPUAk8++aQAxOrVq03f/+///q8AxIsvvlibw9U7pk6dKmpyyX/+858FIFatWmV8t3HjRuF2u8Xvf//7avd/9dVXBSC+/vrrY2qvinA4LEKhUJ0dT+Lw4cPG/19++WWhaZrYsmVLnZ9HxcnyHO3bt08cPHhQCCHEgw8+KACxdevW49y6E4eTpV//85//JHz31FNPCUA88cQTx6FlJxYnS7/aYffu3cLj8Yjrr7++jlvlwEHDQJ3EBP7kJz8BYMuWLabv33vvPX7yk58QCATIyspixIgRbNy40bTNuHHjOO200xKOaRfHoWkaN998M6+//jo9e/bE5/PRo0cP3nnnnYT9ly9fTt++fUlPT6dz58784x//qPH1vPzyy/Tt25e+ffsa351xxhlceOGFvPTSS9Xu//rrr3PaaafRuXNn0/fjxo0jIyODb775hqFDhxIIBMjNzeWee+5BCGFsJ+P+Zs2axSOPPELnzp3x+Xxs2LAhaUxgTe61vKcbNmzgqquuIjs7m4EDBxq/FxYWAvDGG2/U+F7VJZrac9SyZUuaN29e4+2bKppavw4ePDjhu8suuwwgof1NGU2tX+3QunVrmjVr1mRd/Q4cHJU72AoZ55SdnW18t3TpUi655BI6derEtGnTCAaD/PWvf2XAgAF88skntgNATbB8+XJeffVVbrzxRpo3b87s2bO5/PLL2b59u+Gm/fzzzxkyZAg5OTlMmzaNSCTC1KlTOfXUU6s9fiwWY926dfz6179O+K1fv34sXryYQ4cOpZzc//vf//LjH//Y9rdoNMrFF19M//79eeCBB3jnnXeYOnUqkUiEe+65x7Ttk08+SUVFBb/97W/x+Xy0bNmSWCyWcMza3utf/OIXnH766fzpT38ykc/MzEw6d+7MihUrmDhxYqrbdFzQlJ4jB1U4Gfp19+7dALRq1eqoj9HY0FT7tbS0lHA4zO7du3nkkUc4ePAgF1544VG124GDBo/amA2lW2Dp0qViz549YseOHeLll18WOTk5wufziR07dhjbnnXWWaJ169Zi3759xndr164VLpdLXH311cZ311xzjcjPz084l50JHxBpaWkmN+vatWsFIP76178a340cOVKkp6eLbdu2Gd9t2LBBuN3uat0Ce/bsEYC45557En57/PHHBSC+/PLLpPuHw2GhaZq4/fbbE3675pprBCBuueUW47tYLCaKiopEWlqa2LNnjxBCiK1btwpAtGjRQvzwww+mY8jfnnzySeO7mt5reU9Hjx6dtP1DhgwR3bp1S/p7XeBkeI6sOJncwSdTv0pcd911wu12i82bNx/V/g0ZJ1u/du3aVQACEBkZGeLuu+8W0Wi0xvs7cNCYcFTu4MLCQnJycmjfvj1XXHEFgUCABQsW0K5dOwB27drFZ599xrhx42jZsqWxX69evbjooot46623jua0xrlVN2uvXr1o0aKFkbkbjUZZtGgRI0eOpEOHDsZ23bp1Y+jQodUePxgMAuDz+RJ+k8HPchs77N+/HyGEaXVsxc0332z8X7o6KisrWbp0qWm7yy+/nJycnJTtPZp7fcMNNyQ9XnZ2Nnv37k15zrpCU36OTmacbP363HPPMXfuXG6//XZOP/30o257Q8fJ0q9PPvkk77zzDn/729/o1q0bwWCQaDR61G134KAh46hI4OOPP86SJUt4+eWX+dnPfsbevXtNpGnbtm0AdO3aNWHfbt26sXfvXsrLy4+qweoLLpGdnc2BAwcA2LNnD8Fg0HYwtmuPFTKzLxQKJfxWUVFh2iYVhOJmVeFyuejUqZPpuy5dugAkyId07Nix2vMczb1OdVwhRL1pajXl5+hkxsnUr//v//0/rrvuOoYOHcp9991X+wY3Ipws/XruuecydOhQxo8fz6JFi5g/fz6///3vj6rdDhw0dBxVTGC/fv04++yzARg5ciQDBw7kqquuYtOmTWRkZNTqWMkIR7KVVzLJlWSkq7Zo2bIlPp+PXbt2Jfwmv8vNzU25v6ZpxuB0LDheUhOpjnvgwIF6i2tqys/RyYyTpV/Xrl3L8OHD6dmzJy+//DIeT52EWDdYnCz9qiI7O5sLLriAZ599llmzZh3XczlwcCJwzNnBbreb+++/n5KSEh577DFA17IDXSzXii+//JJWrVoRCAQA/SWzy7ySq8raIicnB7/fz1dffZXwm117rHC5XJx55pl8/PHHCb999NFHdOrUKWVSiMfjoXPnzmzdutX291gsliA6vXnzZoCjCpquzb2uCbZu3Uq3bt1q3Y5jRVN7jhzoaKr9umXLFi6++GJat27NW2+9VWsS1NjRVPvVDsFgkLKysmM6hgMHDRV1IhEzePBg+vXrxyOPPEJFRQVt27blrLPO4qmnnjK96OvXr2fx4sX87Gc/M77r3LkzZWVlrFu3zvhu165dvPbaa0fVFrfbzdChQ3n99dfZvn278f3GjRtZtGhRjY5xxRVXsHr1ahMR3LRpE++99x6/+MUvqt3/3HPPtSWREnLQBH0l+9hjj+H1eo8qA60297o6lJWVsWXLFs4777xat6Mu0NSeIwc6mlq/7t69myFDhuByuVi0aFG1cbtNFU2tX3/44YeE77799lveffddwwLqwEGTQ22ySJKJhgohxP/93/8JQMyZM0cIIcSSJUuEx+MRZ5xxhnjwwQfFPffcI3JyckR2drb45ptvjP327t0rAoGA6NSpk3jkkUfEn/70J9G+fXvx4x//2DZL7Kabbko4d35+vrjmmmuMz2vXrhXp6emiQ4cOYubMmeLee+8Vp556qujVq1eNssQOHjwoOnfuLFq3bi0eeOAB8fDDD4v27duL3NzchGxdO7z88ssCEJs2bTJ9f80114j09HRx+umni6uvvlo8/vjj4tJLLxWA+MMf/mBsJzOAH3zwwYRj22UH1/Rey8w7mYWcrN11KXJth5PlOSotLRUzZswQM2bMEBdffLEAxO233y5mzJhhympsKjhZ+rV3794CEHfeead45plnTP8WL15c09vVaHCy9Gvr1q3F6NGjxZ///Gfxz3/+U9xxxx2iZcuWIj09XaxYsaKmt8uBg0aFOiOB0WhUdO7cWXTu3FlEIhEhhBBLly4VAwYMEH6/X7Ro0UIMGzZMbNiwIWHfxYsXi549e4q0tDTRtWtXMX/+/KRSATUZDIQQ4v333xcFBQUiLS1NdOrUSfz973+vlXL8jh07xBVXXCFatGghMjIyxKWXXiq++uqrGu0bCoVEq1atxIwZM0zfX3PNNSIQCIgtW7aIIUOGiGbNmolTTz1VTJ061SRBUFsSKETN7nV1JHDUqFFi4MCBNbrGY8HJ8hzJvrL7ZyeP0dhxsvRrsj4FxPnnn1/t/o0NJ0u/Tp06VZx99tkiOztbeDwekZubK375y1+KdevWVbuvAweNFZoQTiT88cCMGTN48skn+eqrr4yg5nHjxvHyyy9z+PDhE9y6ROzevZuOHTvywgsvMGLEiBPdHAcOHDhw4MDBcUadxAQ6SMTEiRM5fPgwL7zwwoluSo3wyCOPcOaZZzoE0IEDBw4cODhJ0LQ1DU4gMjIybAONGypmzpx5opvgwIEDBw4cOKhHOJZABw4cOHDgwIGDkxBOTKADBw4cOHDgwMFJCMcS6MCBAwcOHDhwcBLCIYEOHDhw4MCBAwcnIeo8MSQWi1FSUkLz5s2T1od0cGIghODQoUPk5ubictWO/zv92nDh9GvThNOvTQ92fRqNRgmHwye4ZQ6aCrxeb9Ja23aocxJYUlJC+/bt6/qwDuoQO3bsoF27drXax+nXhg+nX5smnH5tetixYwd5eXns3r3btoayAwfHgqysLNq0aVOjBWCdk8DmzZsD+kPeokWLuj68g2PAwYMHad++vdFHtYHTrw0XTr82TTj92vSg9qkkgK1bt6ZZs2aOxdbBMUMIwZEjRwx5urZt21a7T52TQPkgt2jRwhl8GiiOZrBx+rXhw+nXpgmnX5seYrGYQQBPOeWUE90cB00Ifr8fgB9++IHWrVtX6xp2EkMcOHDgwIGDekQ0GgWgWbNmJ7glDpoi5HNVk1jTeieB81duY8DM95i/cluNvq+r49f0twnPf2r792jaVVfX1FDO4+Do4PRPw4TTLw5qi7p+ZhwXsIPjgdo8V/VKAuev3MbUN9azszTInGVbTL/NWbbF9nu5X3Uv3vyV2zhr+mKmvK4ff8rr6zlr+mITibM7hzz2rEWb2FkapHhdie1fuY9KFs+avpizpi9O2q5U11SXqK/zODg6OP3TMOH0i4PawnlmHDQ11CsJnLNsC1EBbg3GD+5s+m384M7kZfkTvpf7VffizVm2hdJgGFn+RAClwTAL1+okbtaiTZSHImT5vaZzyGMDZPm9pHlcZPm9FPXKJS/LT4/cTNwaFORnm7YvXldCaTBMaTCctF1yn52lQSY8/2nC7zUlt6msl2dNX8z+8lDCdTloOEj1bDs4cXD6xUFt4TwzjR/jxo1j5MiRJ+Tc3377LZqm8dlnn52Q89uhXkigJDIF+dnkZfmZPqInY/vnm7YZ2z+fFZMvSPgekr94KkEaP7gzWX4vWX4vw3vnGtt4XBp5WXqgZGkwTMDnMZ2jID8btwaDuuQQ8HkIhmMcqgjTr2NLVky+gH3llUQFrNl2wLR9m8x0NMDvdScdEOQ+AMXrShLaLK2PsxZtSnrvUhFgSXyD4VjCdTloOEj1bDs4cXD6xUFt4TwzVfjwww9xu90UFRWd6KbUCo8++ijz5s077uexI5vt27dn165d9OzZ87ifv6aoFxIoicyabQeO6gWyvnhWF+6cZVsY2z+fz6YO4bOpQ5g9ug9Zfi8AAZ+HFZMvYNLQrrZEcs22AwbJGz+4M24NogKDdKkEdP7KbRSvKyEqYHdZBQJoGUhLej3jB3fG73WjAUW9ck33oqbuBEluy0MR5q/clpT4qtflxDo5cODAgYPjiblz53LLLbfwwQcfUFJSctzPV1lZWSfHyczMJCsrq06OVVu43W7atGmDx1PnwixHjXohgTWx5NUUalwhkNQ0L0nfpKFdAfsV3PyV29hfHkIDTgmkMWvRJsMdLI+p7qe6s1U3sfU65GeAjTMuZuvMImaP7pNwL6xttF7nWdMXG1ZC6Xa2ksiAz8OgLjnMWbbFOL8Tt+LAgQMHDo4XDh8+zIsvvsj48eMpKioyWdaWLVuGpmkUFxfTq1cv0tPT6d+/P+vXrze2mTdvHllZWbz++uucfvrppKenM3ToUHbs2GFsM23aNM466yz+9a9/0bFjR9LT0wHYvn07I0aMICMjgxYtWnDllVfy/fffA/Dll1/SrFkznnvuOeM4L730En6/nw0bNgCJFrrBgwdzyy23cNttt5Gdnc2pp57KE088QXl5Oddeey3NmzfnRz/6EW+//baxTzQa5brrrqNjx474/X66du3Ko48+amr7U089xRtvvIGmaWiaxrJly2zdwe+//z79+vXD5/PRtm1bJk+eTCQSMbVvwoQJ3HnnnbRs2ZI2bdowbdq0o+s4G9QLCUxmQk9GVlKRQ5WITRralfGDO5sIUG0wZ9kWguEYAviipCyla3X+ym1GTOH0ET3Zvv8IUQEfbN6TcB2p3Lw1dSdIV29pUE/xzsvyU5CfbYprlOddoMQ9qm53J27FgQMHjQ3HGivt4PjjpZde4owzzqBr166MHTuWf//73wghTNvccccd/OUvf2H16tXk5OQwbNgwk2TJkSNHuO+++3j66adZsWIFpaWl/PKXvzQd4+uvv+aVV17h1Vdf5bPPPiMWizFixAj279/P+++/z5IlS/jmm28YNWoUAGeccQazZs3ixhtvZPv27Xz33XfccMMN/PnPf6Z79+5Jr+epp56iVatWrFq1iltuuYXx48fzi1/8gvPOO49PPvmEIUOG8Ktf/YojR44Aus5ju3bt+L//+z82bNjAH//4R/7whz/w0ksvATBp0iSuvPJKLr74Ynbt2sWuXbs477zzEs67c+dOfvazn9G3b1/Wrl3LnDlzmDt3Lvfee29C+wKBAB999BEPPPAA99xzD0uWLKlFjyVHvSWGqC+tNUawID/b9EKnsmTJmDzpXrVmG89fuY1uU97m7tfts5BVqO7Uol65hutWJnSobZ/6xnrbmEK1Tdb9QpFoyoEqFQkuD0Xwe3Wr5KShXVkx+QLWbDtgtAGgPBRBJoK74//ZWRrkg817kl6zAwcOHDRk1DQR0PF26Cg9UskN89dwzp+WcsP8NZQeqRu3aSrMnTuXsWPHAnDxxRdTVlbG+++/b9pm6tSpXHTRRZx55pk89dRTfP/997z22mvG7+FwmMcee4xzzz2XgoICnnrqKf773/+yatUqY5vKykqefvpp+vTpQ69evXj33Xf5/PPPee655ygoKOCcc87h6aef5v3332f16tUA3HjjjQwcOJCxY8cybtw4+vbtyy233JLyenr37s3dd9/N6aefzu9//3vS09Np1aoVv/nNbzj99NP54x//yL59+1i3bh2g1+edPn06Z599Nh07dmTMmDFce+21BgnMyMjA7/fj8/lo06YNbdq0IS0tLeG8f/vb32jfvj2PPfYYZ5xxBiNHjmT69On85S9/IRaLGdv16tWLqVOncvrpp3P11Vdz9tln8+6779amy5Ki3kigfGmnvrGe+4o3GBasgvxs1mw7YHqhU2VgqTF80iqoQxhxgsFw1c1LZQ2zxhG2DKQhMCd0yLZbs5pVV67aJvU3n8edcqBKdp3SCtgy4GPS0K7MWrSJs6YvNln45DaZfq+RbCPPCzgDpAMHOBajxoiaZODWJku3qT8Dk1/9nCVffM/3B0Ms+eJ7Jr/6+XE936ZNm1i1ahWjR48GwOPxMGrUKObOnWva7txzzzX+37JlS7p27crGjRuN7zweD3379jU+n3HGGWRlZZm2yc/PJycnx/i8ceNG2rdvb6qL3b1794T9/v3vf7Nu3To++eQT5s2bV61uXq9evYz/u91uTjnlFM4880zju1NPPRXAKMcG8Pjjj1NQUEBOTg4ZGRn885//ZPv27SnPY8XGjRs599xzTe0bMGAAhw8f5rvvvrNtH+jl4NS2HAvqLTpx/ODOTHl9PVGBiaQVryth+oiezFm2xRSHpyaByN/G9s+nID+b3WVBk/yK/rcC0GVe/F4XFeEYZ+ZlMmvRJmYt2sSgLjlG8keqRA61HXbfy33VNgK27VfbbgfrMSQK8rMpKQ2yv7ySWYs2GS5hmVhjPad6jJqc92SG9Xly0LShWoyc/m4cSDYu1nYbiab+DHy6/QDRuCs2KgSfbT9QzR7Hhrlz5xKJRMjNrVLhEELg8/l47LHH6vRcgUDgqPZbu3Yt5eXluFwudu3aVW0NXa/Xa/qsaZrpO0nSpHXuhRdeYNKkSfzlL3/h3HPPpXnz5jz44IN89NFHR9Xe6mDXPtVSeCw44SkqaR7dGKmSGxWSBM1atImx/fMTrG4SLg00dKkXmYQxYOZ7BoGSWb2SFIYiUXwet5GUIYlBsnakQirSmmrQsW4rP5eHIgggGI7iiyeqAIbbXJK78lDEiDu0EsGmONjVBZr6hODAjGQLOwdHj8a2kGrqz0CfDtks+eJ7okLg1jTO6pBd/U5HiUgkwtNPP81f/vIXhgwZYvpt5MiRPP/885xxxhkArFy5kg4dOgBw4MABNm/eTLdu3UzH+vjjj+nXrx+gWxhLS0tN21jRrVs3duzYwY4dOwxr4IYNGygtLTVi/vbv38+4ceO466672LVrF2PGjOGTTz4xaurWBVasWMF5553HjTfeaHy3ZYvZ85aWlmaUB0x1Pa+88gpCCINorlixgubNm9OuXbs6a28q1Ks7WKATtSy/l3tH9iQvy08wHEuoxqGa7UORqOmvGn9XkJ8d1+pz0SLdS1ToZE/ub435U/UCg+GYbcatXRvk77IKSaqSd9Udy3pPVLet/ByKRI3rmjS0q+GyVt3mauKIXQJKU3eBHC0csdeTC46uW92jocTj1XSMa+rPwMyfn8lFPU6lTQsfF/U4lZk/P7P6nY4Sb775JgcOHOC6666jZ8+epn+XX365ySV8zz338O6777J+/XrGjRtHq1atTFm5Xq+XW265hY8++og1a9Ywbtw4+vfvb5BCOxQWFnLmmWcaxG7VqlVcffXVnH/++Zx99tkA3HDDDbRv3567776bhx56iGg0yqRJk+r0Ppx++ul8/PHHLFq0iM2bNzNlyhQjJlHitNNOY926dWzatIm9e/fa1vG98cYb2bFjB7fccgtffvklb7zxBlOnTuV3v/sdLlf90LN6I4Fy8p0xsiefTR3C2P75CROyzKqd8vp648X2edymvx9s3mNk5a7ZdiCu1afHzlk1/mTMn4zbk7Is0mUss2zVdtgNcFI/UFYhSVbybuob6xPi9tSsXetgZb1++dnncSOAykiVuVfNTpZtThXl0FAG6oaGpj4hOHBwvNFQFlLOGKcjq1kafx9bwMo/FPL3sQVkNUtMQKgrzJ07l8LCQjIzMxN+u/zyy/n444+N5ImZM2dy6623UlBQwO7du1m4cKEpOaJZs2b87//+L1dddRUDBgwgIyODF198MeX5NU3jjTfeIDs7m0GDBlFYWEinTp2M/Z5++mneeustnnnmGTweD4FAgPnz5/PEE0+YJF6OFddffz0///nPGTVqFOeccw779u0zWQUBfvOb39C1a1fOPvtscnJyWLFiRcJx8vLyeOutt1i1ahW9e/fmhhtu4LrrruPuu++us7ZWB01Y87qPEQcPHiQzM5OysjJatGhRq33Pmr7YJImyYvIFCa4HuY3f68LncROKxPB5XCa3rkw2kfsMmPkeO0uDxjFTwRpPp/5fWtwmDe2aoDc49Q093lE9h+reLQ2Ga3T+ZMezu4ZkbhlZjcTa1mPpm2PZ18HxhdOvTRNOv6aGHP+s431DhuyXPXv2sGfPHpP+XVPBsmXL+OlPf8qBAweSijLPmzeP2267jdLS0npt28mCiooKtm7dWqPnq15rB6eCtJKpFjpItNwM6pJjyKHobt1ognXug817ErKN1aobqWAVh7arSGJX8m76iJ4Jq2N5rGTVSlK1wXo8u9V3Kv3FZHI2Dhw4qB5OOEXDhxz/rOoSDhw4qDnqnQQmG1xVWRQ7oiX3Xbi2xJCFkWRQSrdId3IoEk0gfYcqwrau3FSozu1RlxOF9VhWgqd+ru68DcVd48CBisZErBxXY+OBdbxrTM+ZAwcnGvVOAu0GV2u8mwpr0oX0Xfs8bop65RrC0Spp9HncBHweSoNh7ivewN1xaRqZUJJsgKjt4KFeS6pJo7rYwGT3xdoma83kZMdz4t4cNEQcD2J1vCZ8ZyHV8KGW51THO4fAn1gMHjwYIUTK+rzjxo1zXMENBPVOAu0G11TuS/WFVrN97USapat4UJcc4zwViibh9BE9U7oO1AQPa6avCruKJ7LCR3kowoTnPzVNTLItQNLM4VTC0ZLwWWsmq8ezYsLzn9L598VMeP7TGvSKg+MNxzpxfIjV8ZrwnYVU/eFo341kfe8QeAcOao56J4F2g2sqc776mxqXByRYD1VSKM9zZp6exdQrL9OUkWxnEZRZwFJPUB4/WVk7Kd4sy7lVRnTZmeJ1JabByS420Eo4k006KoFUayarxyvIz+as6YtN8jVSF7F4XUmd92FjxokiY9YJ62QkhUdLrFLdK2fCb/xItdi2jmsqkvV9dc/ZyfjuOXCQDA0iMcT60qoEadXW/YYosvrS3le8gdJgmFAkauxnNyjsK9frKG7ff4QBM9/jpdU72F0WZMmG3QkDj5qQARjWSZlocndcJ/CUQBoasL88ZCKqUotQ/rWSR/U6VcJpdY3b7SMJ3/QRPRPiBCUJVTUDVVe5gyrUxHJ0PCYJ67PpuKxqjlT3qjaxsg6OH47l3ldXPjNZLPfRLiqcd8+Bgyqc0IohqpSJWtZt/ODOhkSKtGgBpioP0s2runutlTLUWEPQXafSnVoRjiVdRY7tn8+E5z+leJ1e2/iDzXuM30uDYQ6VlMUresSYtWhT0kQWKesya9Em5izbwimBNL4oKaOoV65R1US6ua1yMtaKFipBVj9DVUk+Vetn9ug+xjkcVKEm1QNUF3xdVUawPptNvYpBXaKm96o+qsE0tmoZ9YVjuffJKhyNH9yZ+4o3UBGOGWVC4dj7wHn3HDiowgm1BKorPdWFOrZ/vmHJ6pGbacQBqi+tdPPmZqWnTLaQ1jxpSeuVl4kGpHvdFORnG/F5EnJFu2TDbqICFq4tYVCXHJPAdFGv3JRCzRLWWMB1O8uMY1oHMrVaiExgsbseu5jCsf3zmRGvwDKoS45jDUmBmlgP7GI4T0Q7HOiQlnPru2rF8XANWy1cjhXJHsdy75NZEcf2z6dlwIfAXCbUGkpTWyuk8+45cFCFEyIRI+M8CvKzE8q6WeP7tu8/YpA4wHjZpZt3d1lF0kFZjf+ThGvBLQPJzfITDEcTYvegaoCRFkaBrjsY8Hm4q6g7n00dwuzRfQzSJduVCoO65JCX5cfr0qljuteVMJnIcniAbW1k9XrsKps4mll1h6PVd3Rw/FAT8nU8Jnc1Ex+cGMRkqMm9TyUPlmoMz/J72V8eMmIDraE0DjF34ODocUIkYqT1b822A0aix+zRfUyDiJ01xpoprMbf2Q3KyYiRuq9VT1D+Nqx3Ln6vCw29bvHRDDLWBJKpw3uQ5ffi87hN5eWgivT6PO5qrydVgoszSdUdakMqnHi044tUgu+p7n1d94tjRTo6yCpItc3mHds/n4DPY6r1rnqKCvKznTHPQaPAuHHjTLWTGwrqjQRKyZJTAmn4vXod4P3llUkHZ9UaIwd/K3EqD0X4YPOeamNDrIOEPPbs0X0MPUGrRW326D6GK8JKzFINaMnOK+MfyxQCrLq4TgnoNRU7tGxWo0nGsfw1LDjWiOMLSQZS1e5OJftUk36xI4zSGiwt/jUllc6iwIw5y7YY6ga1zeYtyM9GQ68mlUwJoibhAg6OHZqmpfw3bdq0E93EOsO8efNSah3WFo8++ijz5s2rs+PVFeqNBMoEjy9KymgZJzzBcLTawVkd/KVFTcbQJcscq676hopUq0j5m5RkAQyxZnVASyZlYC1BVxoMIwCNquBkOUF9vrMMwPhrhd2kYieybY2XcVA/cKwRxx/J7nFNJabU36xanmBPGJMpF1Q3bjmLAjNkuItV2D9Vf0is2XYAAbQM+JIqQTj3u36wa9cu498jjzxCixYtTN9NmjTJ2FYIQSQSOYGtbRiIRqPEYjEyMzOPiVQer/tZbyRQlSxRRZ8libJWxbDq99m5bWWyhtVFdF/xBnaWBrmveIPxXU2ImhXW39SydNKdPGfZFmYt2pRSygDMiR6Zfq+xetXjXSqNzF4Rb2tNAtLtRLaTSc+crKgvi4wjVXJ8YE2AsntXrZYga6aqHYmziweuCZGvKdl3FgVmSMtd8bqSqvdi9VwufOdCBh9aaNsfkLyalLVf6+t+n+zvdps2bYx/mZmZaJpmfP7yyy9p3rw5b7/9NgUFBfh8PpYvX27rBr3tttsYPHiw8TkWi3H//ffTsWNH/H4/vXv35uWXX07ZltNOO40ZM2YwevRoAoEAeXl5PP7446Zttm/fzogRI8jIyKBFixZceeWVfP/998bva9eu5ac//SnNmzenRYsWFBQU8PHHH7Ns2TKuvfZaysrKEqycoVCISZMmkZeXRyAQ4JxzzmHZsmXGMaUFccGCBXTv3h2fz8f27dsT7kMoFGLChAm0bt2a9PR0Bg4cyOrVq43fly1bhqZpCfezrlFvJHD26D5sub+I2aP7mESfx/bPNwVfJ1uN27ltP5s6hJYBXwL5spOPSWY5TPZSp3rZfR63yRUL2GYwq5CJHlLsWb2uYDhq2tYu2NlukLOzcsxZtsU21vFkRV1ZCGoz+J+IczZV2N1Lu/tiFy+cyrpvF0tck3i/msYEOrGDZtguTpc/TFv2cLN3YdLYbruFrh3s7ncy70ltx3trexyLY2pMnjyZmTNnsnHjRnr16lWjfe6//36efvpp/v73v/PFF18wceJExo4dy/vvv59yvwcffJDevXvz6aefMnnyZG699VaWLFkC6MRyxIgR7N+/n/fff58lS5bwzTffMGrUKGP/MWPG0K5dO1avXs2aNWuYPHkyXq+X8847L8HSKa2cN998Mx9++CEvvPAC69at4xe/+AUXX3wxX331lXHcI0eO8Oc//5l//etffPHFF7Ru3Tqh7XfeeSevvPIKTz31FJ988gk/+tGPGDp0KPv37z/m+1kbnFCdQCvKgmEGdckBEuNGkmk72X1/Zl4m63aWcWZeJvNXbuO+4o0G0VLjSiC5vpX8/r7iDUx9Yz1FvXKZNLSr6Vzque0GKKsOotxHbitXuRJ+rxufR7dsDuqSQ3kokjQQXp5XuqnVNu8uC9I83WurN3iyoa40wWqjgybPKZN2CvKzjRjQ2vRFfejeNXTY9Z/dfbF7F9UFo0QyTbrjhcauK5is/UdzXc3Tdb1Woy8HTtSJ4MCJzO5rr2l6LO+v3XNS3Xhf3bvWIDUGj+yHhbfCd6uhXV8Y9ig0a3nCmnPPPfdw0UUX1Xj7UCjEn/70J5YuXcq5554LQKdOnVi+fDn/+Mc/OP/885PuO2DAACZPngxAly5dWLFiBQ8//DAXXXQR7777Lp9//jlbt26lffv2ADz99NP06NGD1atX07dvX7Zv384dd9zBGWecAcDpp59uHFu1dEps376dJ598ku3bt5ObqxdimDRpEu+88w5PPvkkf/rTnwAIh8P87W9/o3fv3rbtLi8vZ86cOcybN49LLrkEgCeeeIIlS5Ywd+5c7rjjjqO+n7VFgyCBk4Z2NcShZdyfFckGdrtBXcrH7CuvZM6yLSZLmxpXAvpLLUvESZeT/H7Osi2UlAYR6G4MacVU22Q9t0r8QBeXBvvrkqtcDd1FPGloV8O1vGTDbiojMdPKWV2Byrg/9V6MH1wlsg047iiq+kiu9KubtJJNbrUZ/OU5pVj47rKgqR9rOnk2yAnnOCAVobB7x+zuizo+rNq6n4VrSxDoIRwnknw1diJ/rKRJ3b40GCYvy1+1fd/r9H8WWJ+Ho71vds9JbYwJdqjvRUSNsPBW+LIYRFT/CzDqmRPWnLPPPrtW23/99dccOXIkgehUVlbSp0/qggeSNKqfH3nkEQA2btxI+/btDQII0L17d7Kysti4cSN9+/bld7/7Hf/zP//DM888Q2FhIb/4xS/o3Dn5M/D5558TjUbp0qWL6ftQKMQpp5xifE5LS0tptduyZQvhcJgBAwYY33m9Xvr168fGjRtN29b2ftYWDYIEqgN4qpdQDjzVVXJQid2gLjnsL68kGI4mWAHlue0GNPmyD//rctbtLKNHri5OXd0KWA52UOUilm2ya6ckbdLdIQlkRTiGwJxNp16TJBaSCMpzF/XKPSqrU1NFdZVYrEg2uVU3+Ns9F6pFUM0Gr+nk2SAnnOOA2hKKZPdFtYQLy292/VMfVrrGTuSPlTTVZHtZnUlWUpILYTsCr/YZYIyXHVo2S6jGZPecqN/VFdk84fhutU4AQf/73erU2x9nBAIB02eXy4UQ5jcyHA4b/z98+DAAxcXF5OXlmbbz+XzHqZU6pk2bxlVXXUVxcTFvv/02U6dO5YUXXuCyyy6z3f7w4cO43W7WrFmD2+02/ZaRkWH83+/3o2k1KSlRPaz3s65RrzqBqeIurIH1dkkcMp4HUldysGYUb5xxMd/OLGLjjEtsA/etUi7qb6pVEczZt3YZbWrSy6ShXfls6hDDjWyniC9rFctBTUpSDOutx/VJF4ocoHQr4fekefSuswqmqhnUDqr6C6q3jCYLQq/NeayxrOMHdzaRcidhIBGpsnuP5jgyJla+g5A8sep4xnc1dlcwJI9ttH5fXZ+lipGUyhEL15YwYOZ7hCI6oSkLhlMKS6tx3rIaU/G6khpdV01lvhoF2vUFLU5INLf+uQEhJyeHXbt2mb777LPPjP+ryRM/+tGPTP9UK54dVq5cmfC5W7duAHTr1o0dO3awY8cO4/cNGzZQWlpK9+7dje+6dOnCxIkTWbx4MT//+c958sknAd2aF42a4/X79OlDNBrlhx9+SGir6jauDp07dyYtLY0VK1YY34XDYVavXm1qW32gXklgTQfdZEkcciBRtQOTSQukmmyt7VAHKOtvUtpAZveqAc4yo02VY7EmvYC56kB18jXys6phOOX19Zw1fbExOAbDUYLxpBdpKZTtPCWQdtInE6iQz4GU+anOCliTIPRU57E+b7Lvp7y+PmWG68mMZBm81nGipkRj9ug+TBralYCvytFhRzSPlvDXFE0tiSCVikNtrtW6r1SO8Li1+IJNw63pSglWqSu1H9UFd6+8TEN9oiaYsyy5bmGjw7BH4YwiaN5W/zvs0RPdIhMuuOACPv74Y55++mm++uorpk6dyvr1VR6s5s2bM2nSJCZOnMhTTz3Fli1b+OSTT/jrX//KU089lfLYK1as4IEHHmDz5s08/vjj/N///R+33norAIWFhZx55pmMGTOGTz75hFWrVnH11Vdz/vnnc/bZZxMMBrn55ptZtmwZ27ZtY8WKFaxevdogkaeddhqHDx/m3XffZe/evRw5coQuXbowZswYrr76al599VW2bt3KqlWruP/++ykuLq7xPQkEAowfP5477riDd955hw0bNvCb3/yGI0eOcN11iSESxxP1SgKtFjc7a5/czk7+RQ4egEGQFq4tMZV1kkg12dYke1D+poqSyuNK6510EUtrXLJstLJglem7NhPc+MGd0dAHw9JgGJ/HbZSWk2iTmc6cZVuMWsef7yxrUhPPsaI2pOtYrHRWS7a1LwWOZE9Nkawfako07Kw8dkTzaAn/sV5HQ0FtLa5WK5ydeoG1gpEdrKX4pHJEIE0n7T6Pi+kjepqyidWxX/ajuuBecMtAQ32iJpDtnT6iZ7XWzAafpd+spR4DePuX+t8TmBRih6FDhzJlyhTuvPNO+vbty6FDh7j66qtN28yYMYMpU6Zw//33061bNy6++GKKi4vp2LFjymPffvvtfPzxx/Tp04d7772Xhx56iKFDhwK6sPUbb7xBdnY2gwYNorCwkE6dOvHiiy8C4Ha72bdvH1dffTVdunThyiuv5JJLLmH69OkAnHfeedxwww2MGjWKnJwcHnjgAQCefPJJrr76am6//Xa6du3KyJEjWb16NR06dKjVfZk5cyaXX345v/rVr/jxj3/M119/zaJFi8jOzq5+5zqEJqzO+mPEwYMHyczMpKysjBYtWiTdTgbNgx47F/B5EuJ1ZLxcXpafFZMvMPbR0Ovv+jxuQhHdKpbl9/LZ1CF1eSlGO5K5dGR73BpMH9HTGBjl57H98zlr+mIj+WPGyJ6AOTHAGrMmr1Wi25S3Davfvcr+MmHFCr/XRcuAz7a9Ne0bOxzLvg0Rx9NVJ58LSQDkZDdpaNfjQjgaUr8ez/ta02Nb30u7bSc8/ykL15bgcWlGbfLq2lvf7t3j3a/qc2qXjGeFNR7P7l7IY9qN6fIYU15fb4xd0mUvx0L1XQESkuyOpq01zWpOdj9qe59SQfbLnj172LNnDx07diQ9Pf2Yjnmy4rTTTuO2227jtttuO9FNaXCoqKhg69atNXq+6r12sMT4wZ3xe93x2rwx23gdq7letYwFwzEOVYS5qHsbU1knFdWt4GQpu+F/XZ5UtT6ZhUd1J8mJRnUVz1q0iQEz3zMkYNK9LmP1auf6AmzjoiSy4gLTcv9hvXNRjYJ+r4u8LD93FXV33I3V4HjHA1ktQDUlGY0dx/u+1tSqa2flsUJWoQjHBKXBcNIYXxU1sUQ2eKuRgtpaKtX7n6wvrHHbchxU3cbq4tWq/arqwaqfoXZqB8n6KlUfJrsf1pAgBw6aEuqNBNrFwrUMpMVr87qSCiHLqhwynioznm0LmCRlUmUL2r3w81duY8FaPSB5XdyFmsy1bHc8mcEmr0X+la5i0AfBSEwf8nwet+0EIQeYQV1ybMlhRdzKaSW5s0f3ITd+HoBIVJg0B092WAn7g/feyeGZZ/DRSw8aFubaxAPVxlWUKsa0JsdsrKjLOKujvTfJsoCtoSfW9qkxvrKvUiWQJYPa3w29f+siPjXZNQ7qkmObxKeG+vi97oSYTOs9ltvL/ydrq7UdBfnZjHUvZWHkBlg9N+nxVSS7Hx9s3kNU6H8dOGhqqDcSaDcZysLgoUg04QWXL6SsyiH3mzS0qxEXV91kkyzrV1osJHrlZZKX5Sfd6056LOvxkkFNXlGzfKEqFka9B7bllKhKQBGQNG5JbgNVFg0n7kyHNX5pdPgVMip20WHDPwyikspSlOp4KqzxTVbUJkGpsaMmFria4mgTDeR+qgXKLtFsbP98/N6q4S/L7zVVrahJXGGqe2CVA7K2syFCtq86i6gK6zWqKgXymVeJnrTuBcMxWgbSTAl08ndropy1WpRdgop8D3ctfRwe7kn7Lc9zg2cBLSPfs3/Rnxv0fXdwdPj2228dV3AdoN5IoN1kKF0ywXAs6WAvV4KqmPP0ET3J8ntJ87iMjFs7yAEFMAb0WYs2mSxBw3vnsq+8kvGDO3NXUTfysvwM6pJjm+ChWhgkybNuaw1gVrN8Q5EoGrC/PGRyKWsk1vq1k4+xu76iXrpb2OvSTINtQ59wjjesWYTPey/ncHpbtne/vlqiok6G0oJUkJ99VEH+Y/vnU5Cfbbgbk7WxKeBYLUvqfd9fHkKjZi44lYjYyUipx1D/7/NULfoCPg+zR/cxjRdHY9VU74G1fxs66ZftS1bH1wq7DGv1mqW3JBSJGpZRuY/f606ohmQds+TngvxssvxeLql4i8Mzz2DX0sdNY7kpnMazAMp2MCbyCnMiw/lOtOKhYFFCQovVTZ0Kcqy3Czly4KCxo95IoN0EkSwLWEISL6iKHVG/C4ZjNbJ+qW4qwGQJUi2Nso0fbN6TYN2xDh6A7bZ2A70cGH0et4n0SgtFpt9rSwZqMqlKIt26RbppVd3QJ5zjDWv80h13P8Drgxdx/cbe7C8PpVw8qJOhtCAtXFti626XckVAUlfxwrVmHbSTlZhXB/W+B+Ni6TIr3wp5bz966UEWcSP/k/4fo1/HD+5sTNxSp1FC/b/sO6tLUh0v7BYLNV1gWd/fhk761RCcmrTTLsPabsyqCMcMKS1JDCsj0YSxe86yLQw+tJAL37kQVs81WRUDPg/jxGtkVOziOl4nL8tPKBIlKkADQwLqi07X8Z1oxePh4TwbLeQnodmsa3O5aUFYE61ZifpOBnLgoL5RLyRQxuR0m/KOKS5Hpvi3DPhsyZxd0oT6nd0AbgdJNpune+nQspmhJ2W3WrdKuqjHUAcPq36VdTu1TVZ9Q9nmZBp2tbHi2bVfrp4b8oRTE9SVNVM+f1NeX09pMJx08WC9dz1yM43kGynTo+5jt0hRIZ/VdK8u7ZPuddm6zhpq/Fh9t0klIdW92/LeddjwD4MYqP1qtcjZLTbtND3VdkwfoWfjW63CdmEdEqnumZUgNbQ+V3UW5Vibqm3VkVo1JEYmzAFxL447wXNRHopwo2cBbdnD4XcfNHmBTgmkGZa9uYxkxYVbedd9M2PcS8mMJ83NX7mNqz7tzsDQbJ6NFgL6e7uvvDIhoUVdJKTCsS6mq+vjWCx2VMd14CAVavNc1UvZOLliBF3oWA7SoL8k+8srbV0/ciCyrsJqujKTk3RBfjaHKsJEBRwqKUvQ/bMeW6BbAazm//JQxHDpygxgwJS4oVriVm3db4qNmbNsC4O65CQ9t9oGuzJa1vJKydovSfKxyhmcaCS7D6lgt3JXk3hUeaFkOnSAIUkkwLD0gdk1KLf3e1222YOqPMxdRd2MfVTXmfx8NNd6vFGfbaqtxUXes+2drqf5N3OZW3Ep/iT9Kt8RKfUxa9GmBNkedaxQEwDkPZBlGqFq8amGqMj9pdRTqtKW1m0bUp9LJOt7az9V95u8Nx9s3mOI3YM+D7QMpBm/S9mYj71dONW1n3fLO7Jq637TuL1OFPJCrJDpl/SE5UXkspebvQvpNvQ2o83SguvSNMLxpLxkSSCq4kOy504+Z1L/sLYWwWT30ev14nK5KCkpIScnh7S0tDorM+bg5IUQgsrKSvbs2YPL5SItLa3afeqFBI4f3Jn7ijcQDMfwujTT4Dlr0SaCYX1wsLp+VEIlP9t9B/YEyTqAuzXokZvJ5zvLjLg8O4kDu+xCGSMEVbqG+8tDhkah3bbyvLKtalvsJiK7NkjIbGbQk0iSiaLa7dtYUZNrsU48qYiL1GpMNohL0iafz2SLEHleGbcGmmlhIaG2Z+ob65k+oqeJmNsR+IbUb8fzWapNv9mh6t5dwICZBeysCJKX5TPaLLexux5JvqBqsSbfLZXsqQRdJYeyDKTaXrnQ8Hvd5GX5KQ9Fkl6P3DcrSRjIiYC1P5KNQXJss7sua83f+St13b+yYNhYWP88tpibvAt4NuNy2g6+CTDLxhS4NuPRYhS4NvO7eDk56bmR9//07S9B5WFIz2Z7p+uN/lbbLNuijs12sEtsUWt9WxcQtSXsyd4hTdPo2LEju3btoqSkZqXuHDioKZo1a0aHDh1wuap39tYLCVQHeTWLVX2ZNOxXbHbFxK0DcDKCpA7g8qWWA46My7O+0HbWObnC1IBMxeo35fX1WCG3BWie7qEsGGF/eYiLuut1BWVbrBORNUPOrg0SLk1LILDqIN7YLYAS6n1IZimyPgt2g66ctKtbxVvJiDW2SW3DnGVbDBFvn8eFz+MyyhhaawVPeX29QfyTnT+ZVfhEoi7bVB3pOxbCaWdRVS1xUEXoJEHwujQiMUFBfjYL11ZNwirZKMjPtn1u7BIiJHweFysmX2C63lTtbSh9bu2PVONgTZJlrAtnSeRu3rSQtuzljsBbzOemeDnMGH6vi1HaEjKo4IAIsCbWhU98v0UAjzGa0zreYsRvd9jwD+AAZLbn+o29KQ3q/a16btR3PhUK8rPZXRakID/bmGukEL86Llufz5parlO9Q2lpaXTo0IFIJJJQo9aBg6OF2+3G4/HU2LJcbxVDrINCr7xMFtwy0FgtlociRGKCYb1zTVYuWXFDrQhiHWDV4w637K9CnisUieHzuJIK+FqtinYvvLUqAeiDximBNNbtLEs4plVBX7YFalZJwm5QVYPWa6Jq35AqS9QWya6vrgO35fEe6rSGc3Y+Be3PgR0fwcCJDHi3Y9JKIHICkWLmajtl1Re/18XGGZcccxutaGj9mup9kfeltv2WanvreKBa+9Q43iy/13Avyhi1vCy/YdG39o/dM6e+h9bv65rY1We/Wttvdz2yykq618VF3duYLKPWMQ30ONkx7qXc4X2JdI+LtV0m8MHmPVzH68xlJM9GC01C0Ct8E6BsBxHh4hB+srVyAA6IAOX4mRMZzquuIcw7c73+bg6cyFlvtac0GMbrqnL/2o2Bdp4iMPexujBXK5nY4WiriJzocdSBAyvqNTtYkiWAL0qqiNKhijDhmECgZ1CqwbR26fkyuBdqTgChKjbRTp9KRXHcDVG8rsQ4nyrzUSVz4KJ5utc49s7SoOm6pGyLjCmzao7JoHSg2gBxef+y/F5bSZmGnnl4rEh2fdZg+6PC6rnwcE9YPdc4Xo9v5kLZDmLrX4WyHbD8YVOgOmCbVJAedwc21X6oCawuNtV1LuMma9tvqlvd+p5YzwdVYsXWjFDVvSh/v6uou1FtR7Y3WXKVag1T6+RWdz0NLQnECmv77e6pKumlZs6rY1qVHFYMtwa3+t4ki8OkRw5yxoZHGB1+hb8EiygNhimOjed/0v/D/6T/h4WRG3irrAMRXHg03cJ+QAQodzUHoJ22l/GeBQTDMb7qcCVMXA99rzPmBynKD3rs9kcvPWi80wAt1j/N+2kTaL7+6QTRcNnHqgZtdTWlm/p46+DkQb2WjRvbP5/h8Uyxol65gNl9CnrQfjJXkVU/ataiTaZ912w7kHSwtXPhJNu2R26m6S+YiaG0+lQo2YiSIKR53Pi9LrL8XqYO72EQhVTZaHYDbrL799nUIUa2XUF+doIu4dj++UY5PKsuXWNGTUlDjSbb1XM5PPMMHrz3Tn275Q9D2Q52Fd9vCOU+UnEp34lWLHUNgMz2MHCicW4ZnqCeT5KOu4q6JbRT6tHJv7UhBDKzWZ24GjqsE6R0nQuSS77U5JjSemd9T9TzyXdpzbYDxsJt1db9jB/c2UjqktYgtZ/KQxHuK97IvdMmccE7FzD40EJTCImVNEwf0dOQh5ryur1SgIqavuMNBXYkR45xUljbLoP7oU5r+DD9Vsa4lxIV8GjoUg6IAKUE8Lg0g8xN8rxInraXP/Av7vC+RMvI9wwRH1Ic7a9LvGhXsbnHRA7G0vkg1pvvRCv2iRZs8Y3hyrd/TGh6aw5MzWXjwkc4JZDGsN65jHUvZYVvAkWVb+su4/g7PX/lNib43jTOXVT5tiFDoxoU5izbUmN5nDpZfDpw0ABQ77WDZ4/uw5b7i0xxe2oFkIu6t0kga3bBu6pMjCRd1ixLdbKVVkB1hZdsYN5XXmn6C/rEoZJX0AlrXpbfiCcpC4YJhqNURmImF4mVpFkhS8eBsCVvViKwZMNuogKWbNhtew1WS+bJhBpNtssfJqNiF6PDrzBn2RY+yruG70QrVkVP584vr2DwoYW8rA1hlP8JfhjyuGF1sEK6BiXpkJOJlbRZrdmqVasm9WqtFpeGDusEqZKHo7WcSEu4dYK2S2iQ26j6jLuWPs4S181c5V5qeBvku/ntO3/lzdh4fh5bxDjxmpF1ah1P7K4NMOLHkiFVDGFDhd11qt6L2aP7MGloVwI+c1j5OTufoi17uC39TfKy/LzqGkqf0BMM1ubxN9dVfCdaMScy3NjehUALlyMAjxaj0PUxA0Oz9WNtvJ+27KHAtZmBodn00L7FrQnStAg+ESJbK2e8Z4ERfnODZwF52l6me+axs/mZ7CKHx8LDmLVoE7NDlxrnvsmry9Cw/GGjHVL254PNexxy5+CkQr2TQCvUwV2KN5cGwxyqqNLqs65K5Wc5CAXDMWN7O6vArEWb2F8eAmB/eaWtK0BCHbBVd49KXuWkfldRd8YP7my4RqRRUrVWJCMlKkGVtSl3llbYkjeVCEx9Y72RkFARjplclPK67CyZTQ3JrGk1ctO0P4cYLja4uzF+cGd+900BA0OzKXBtpp2mEwA77UY9iD1qxAvZBcrbkTZ1QpXPl3TpV1edoS4I1ImCugCyc51Xt5/sW2nZXrV1f8IEnUDS4tagse6lpMfLwqV7XYz3LDAsQZK0yX2vFa8Zv/1LjGC/51TmMpJZizYZ1SrsxOwnDe2K3+uqtrKJ3QK0sUNdAJme3YETIbM9GRfewYrJFxhVmCYN7Urbwps4v1LX8JsVGYWMRvcSMcbOZlQyxr2Um8RzIKLE0AzSWBzrb+wTE7q7eE5kOL3yMileV8KcyHAiQncntzm4jivS/8Gz0UKGh9/mBs8C5kSGU5x2CTu632BY9+WzForoY2pZMGzq54buxnfg4FhRryQwmWtLdflKq5hKpKyrUvWzHHxV2QJpkZFkDjCIk9QptJ5XWmSkqzfg8yTULVbbaxeTCODSME0KyUiJHTn0urQEa6M8hhoL6I+LDw/rnWuKw5HHsrNkNjUkI9dWwvXgvXdyeOYZpiLy7PgIFzGGiP8y1r2U8YM7c1PG+2S7Q5SRwfbu1yeVvwiGY8ZkrroG7axe6iJCbbcafF6d+0m1vjQ2AnE0LlA7cpHMsm23YDv87oNGDOdF3dsYYt9fdLqOw+ltWad1ZYVvApdUvGUQvL/FRYjnRIbzTPhCBoQe5V8VP6U0GDbc12oIgIrKSPVu7qYYP6aG4pgIct/rTJZz4310L2Xsh0U812cDeVl+itMuYUHsPERcdaFC+PT/a+il3+IoE814SVyE3+tiMhO4O/JrvhOtmBL5NdnTS7jvvodZcMtAinrl8ly0kHti44y+3FlaAcBv3foC4CbvAkqDYRasLaGkLMiLH+8wnrWKsB4qcJV7qeEqhsbnxnfgoLaot4ohKsEqDYaZ8vp6ExlUY3lUt4/dSsxqRYNEiRl19S0rdahuY3U7tV5mKBLFrcEpgTSTC8euHaolSJLNmNDdQ7JdyWJHrAHJeVl+pg7vYVhDrSR50tCuZMbJxV1F3Uwu9YL8bFNNYkmka1J3tbHAev+rnVhXz+XSd87jd+F/klGxq8r1s3ouHNmnWx5ElFjx7Yx9/3zu8L5EIHaIQyKd331TkHBeKXSrPmdWwimrSUwa2pVJQ7smWPlUK6DAXK+2sRG8mqC25EfNvFWtq9ZQDOt4oi7Y/lv5I9Dc0P4cPti8x0hk+N03BWRM/pKfZW4nT9vLOPGaUY7s2WihUWUiKqoWjPIapJVI/pWwswTbjRMNIX7smC1aSvKUCg1sx3P1nBOe/5RdxfdD2Q7O2fmUUbHjgcAdvNRmIt+JViyJFVBKwLDufRDrTUS4KBd+vvRexRrXNfw8ttjUVx0nF/O3B//Armk/YkDpG7g0eDpcyDztMsZ7FjDGvRSAFW1+BZnt+X+n/grQSWYuexmw+xmDyAp0+a+bvQtNruKmSOAdOFBRbxVDpESD3+smGI6aynDZ6YSVhyLGytuqK2i3OpOlgySsWlzJBmCrluD+8hBRAZ/vLDOqRaiSE6qbV7X2AYbqPUAoEjUyDFXdOAlrm6xSGur1yvNJyQvrtahZe7J9duLFjRlqHJ2sxCJ13CBRGJjlD5PFYdAgBrhCh+Hl62D9K4DQiZgAlyYgqN+nsCud512XG1alhzqt4cIN/2BjeBhet8b/+N5gRZtfMap/kW37pIVP6kcK7F3FqlxQU0ZtdAatBLCoV67Rt/06tjSe5QfvvZMxkVfYGNZdezIm94PNe8jyezkv7WuoiHL46xWUBX8OVBH3F+dMY0jpftyu5jzvudy4/3Kc6dCymfHey/1A1/4LhqP4POY1s53enzWp7XhIxxwNrO2qNeLJU4fffZCh73ZkUJeceBWQGBU24zlg0t270Hs6Re59lIoWhKf9iAFtzmYsKwntj3FP5HLGexaQrZXznWjFs9FCJnlexKPFyGMvmgbNCDHJ8yLPRgsZ417K+Lh7d/jhBbTVdEL3S1eZfhxxkIBWySTPi/i9borK3oQL72D2ux2BIHMiw439s/xeo4rT+MGdaev+vX6tAycCDVO/04GDukS9VQyRA6EcjKTwsmpVAbPGF2Crqm8ljOr/JWr68lq3O2v6YoLhGB6XRkwIoy3+eBKIeg2QWJpNdRmpFUJU8pJqQrBem4Qqamq3jzxvqnvSEHC0k+L4wZ0NkiDdg2pFlrH983UrhRzAB05EFN+OFid8VByA9S8bx4uh8bnoSE+24tL0bTyxCu5Ie4nFX23gzuhGmm+oIJPDjPcsQAPytL0M2f1P9t/7HHMZyY7Oo43+lH1QpsSGamBICMlrsLt2eU+SLRiaKqzi2yoBlH08Z9kWRkbe4cXwK6zZ0IUi10o8WoybvQs51OVq1mw7wAeb91AaDHNTxvt4Q/uJCdCC+3jE+xgFrs3s7HED5/Qv4ru3n9GJRqwVbYfeZAovAYwygRICc2nIQV1yjNJhgK17WF1UDpj5njF+TH1jvelc9Y1k40oyfPTSg3TY8A+2d7+ec668AwZO5PC7DzLz0CXsjOpjnx6Goo/l49Le5beuN9jR6QbgAiY8/ylFlW8z3reAf0aH08/9FR5itDy4AReC2O53AIEPmOH5NxE8RIXGmlgXUzs0DcNNDDDGvZTpnnl4tBjjPQvYJ1qQx15OZR/3eJ7ErQmkWkwaYcaJ18io2AvLH6Yg/xl2lwV5SVwEEd0imOX2csfoB4zzzV9ZyKyD7eEtmBRNrCjlwEFTQ72JRUOVWDPYCyRLK5haq7WmQsp2pLA2+6kJACoRla47DXjhxxs4Z+dTfJR3Db/7psB2P/mdOrEXK+WPrCKzydphxdGKk6poCKLCx3IdVrJkJU2HZ55BRsUuDqe3JWPyl1Wk8Mg+CB8xHauMDALiCB4tZppkAGK4cBEjhsZBArwf7cX57nXIV0VaLGQWI+galf06tjSVR4zEtS/Va7UK7lqrx4Ae87lxxsU1vi8NoV+PBuqzYLdQlILoI5cNJaNiF1FcuNH7a53oRCvtIH+LJw3c5F1ApitEIHbIOL5MEojgYkebobT+YTmV0RizIqP0GrTxWE75XE3I/ICBu5/hb5HhvCQu4pq09/g1r/F4eDgvxAppnu5NEKAGe3FidSyTAtX1KSycbN9koslW7Jr2I9qyh13k0Hba16ZrAvC6NTwujYq49M+H6bfqbtTM9jBxPZ1/X8z7aRNop+3lO9GKLb4eDAj9PzQEbk0QFZqx+FJRLtLwa2Eiwk0YF5V4+SDWmwLXZsOC107bSwyNoPDSjErLuwsIPTb7gAgwKzLKsPo9Gy0EdEL/lhhPLnvZ7zmVYZ6/G2OIeo3HMtYmgyMW7aChoV4TQ6R7QELGi8hYFTXrtzbB8Kqrw85VbI2HUWOK7IJ+y0MRQpEofq+b9Hj2nwBDe0rGtaTKUpTo17GlEeOYLAmgJsHHRxNf1RCz2o4lxkaGDUjiZ42nm6ME+KvYesr5WFc6LTiMR4sRFRpH0Itsx4AKTwtcPX9OBBcuBOUinQLXZrI4jNffgg+1s4gIl2GxGONeynLfBFqsf5o5y6pKycWEMLmDZX8sXFtiEtxVJxyJinC0wfZfXeKUgCxuLhJkXm7KeJ+1mbcz1r2UjAvvgMz2uOP9omnQU9tKnraXGZ5/c4/nSXLZS3r0MOUizfhXqXmJCg0PMfJ3v00gdogsrZxJnhf5pWup/r6tnmvoAg7Y/Qx58SzhcExwHa+Ty14meV7k/bQJXCEWmwSok2Vtqwkrg7rk0DzdvN2J7Nuaykdt7349u8hhe/frje9UOa9wVPDz2GKW+yZwU8b7+naZ7Xkx/Qruvmsiy323sibWxXgfO4e+wKPFcMXfRJcSkkH87wERIJ0wLnQZmEq8pBHmUteHrIl14dloIXMiwykVAYSAgFZFAOVxtDgBFAI+iPXmOSWGUL6rv2/9X3KL/gCZ7ZnLSNPYOyHzA5b7JjAu7d0G6Ulx4KCuccIkYqwJGWpmrx3xSzVwqsTCmhRhl22ounNlTJFVTzAYjhEMRwmGY2TGXdJyoPso75qEtljJjSSYqsuoX8eW1SaJJINatWT4X5dXO4nYnb8hwJpMUdvJcM6yLQw+tNCUwSfRtvAmRvmfoG2hXphexjH5dq9mQfQ8PdCcNEQ8eQf0mMBK4dUzDsO/5q+Mhh0fsaPNUMrIoBlBYzLLuPAO+qAXuO/r3kyW38uNccvE7/zFjB/cGX9clqTq+BqzFm3ivuKN7CwN4nFpaIDf6zIWBYO65AB6KUWZ9X0yZCXK6jo7SysStPjuCLxVldAjM06vmMsrp97Kd6IVoThxd2ng1gRC6H/9VPIf0Re/FqEZIQ4R4DvRyrA4aWDoyxXkZ3P43QfJRdeWU0nLGPdSWrgqKCMD0CtW3OhZYDy7MlkrFIky5fX1Jm1PNSlNSl7VRJ+0PlDUKxcNSPO4Ur5351x5B22nfa27guOQcl7SUzM+rst3R+AtfbuJ61n3XRnTPPNoyx5GZGyklbeSO7wv8Un83q4TnQzLu9UC34wKBJr+fgrIopyAVolbEwx3/ZevfWMZ715AJuVGnxvkT6v6K49b4NqMQH9GZHvbaXsZ9P1845lqW3iTaewd9P182ml7ud61wHEFOzgpUG8kUA44UmNNEh+rdSwZMUhFalRiITX3ZHaujDWCKsuDXMXL/6tSMKocC+iWHKkZ91WHKznr4EP88pPuRqWAs6YvZsLznya4gsviFs+yuLSEXcmrVPpndpCr+HU7y5oEQaj1ZLh6Lou4kTu9LyWIvYJZjoKHe0KgFaDRilIudumyMH6hWw80OXkAWa5ydrfoxc3ehdwWewrKdtBx99tkcphsrZxC18ekuV08uGgTH5w6ll3ksKP7DXw2dQh5l+oWhZZD/5ex/fNpGfABGHFJ4ZiILyr07GKPWyM3rjEpLZny+dtXXmlkfZ8MWYlSx1Jm15uuNa43J7XcpLTU/T+cx8DQbB73jqPC0yLBwuvS4Geu/+IiBmg8po1mYGg2R0SVtdfIQN28x6QtJ0WJn40WMt6zgEDsEFFPwMhU/dgSr6YKUBevqyp3qZabs+tHO23P+sLs0X3IzfITDMdsS/ClglwkTxraleG9c/l7ZDg/uFrzYPnP9Kocz3/KeM8C3QUvXJQGK0mPHCSLw/zYtZmfhGZzWfheFsTOI4KLdaITUaGPtJoGPi2KR4vp76dWRegkPFqMPG2vifCp2wgBR4SPBbHzTB6Bq1y6BXCLrwcltGIuIw0P1Kqt+03XaGcBdeCgKaPeSKCaPSkn/RWTL0h06SnEoC7cJurga61XrJZ8kwO1WppNo8qSo1oJ5bgkM+KkNVMOqnOWbTFtA1XxgHcrVoPaVvaQq3hZk9jODSVd7FBFuBsqak104pU+MtO9iRZZVcIibgGk5DNAkEYEnxbFpVW5igDDkqABPz70H9qyB0+sIuG0AS1M69gPjA6/wsZdB4kKwZptB/RzRwuZf24xA97taIQ0SDkiO/g87gTiq96HmlSYaWio9Xsa76uflOl6cFFhU6tV0ZuT711R5dsUx8Yz1r2UHZ1Hc6HnKcPCK12EIeEmJuQSTvAHnmCD71qWxs7mO9GKaZFf0yf0BABvifEM6pLD1Mg4DogAAYKMS3tXVwSIDDcIQ4FLt/6el/a16TJUAeo2memGx2HB2hIK8rMNi6Fd5Q2rtmd9Qrp17UrwqbD2q2qFb7/leeZHCzk3+AilwTAXvnMhzdc/bYRkSGFn6ZoPEOT1tLv5Km0Mha6PmRoex0vRwRykmel9VEoAmwigSvysv8vvSgnQPfQkt4ZvZk5kOJM8L7LBdy3TPU/STttL59AXXBh9nH9V/JSFa0tMnig5dqsW0JMhJMOBg3ojgXKiA2pUIUFKxMhtB3XJwa1huM4Ahv91OadNLmbAzHeNl9Vaomts/3x65ekWB2l5sOp72Q3UUnZFWnJUSRjQA6NVt546qKpEQBKx6SN6GvtK0met7FHdoNOvY0tcmt4mu+oD8n4tXFvSKCoU1Fo/beBEDqe35cHIlcw/t5jffVPA4EMLGfz2BZS/PVUnfu/O0BNB0MBVlfxuTX9KCCaP03U1UN3YxeUh5M0kQwtyq/YC7bS9DD/8IjtLg2xc+AiD39ZjymQGeMDn4aLubfB73aZzDu+dm1BD2poU1BjdwKp8j/XZlc/0i3OmUTKtM/dOm2QIOo/3LDDi6k4JpNFxcjGn/+EtQ29Oin0vjNzA/6T/x6g3+3vPfH6/6Re8Gvotw13/5QtxGuWaH02DPWSjKfZBF9BMCzHItZaBodlEBSz3TeAPnvnkspezNj7IJM+LZFJOtlbOrdoLjIwuYrxnAa8HRvFstJB/iRHsFK14pOJS0/V90ek6w+JUEq/2I7EgXpouGU6kpXds/3xjzKqu0on6LI4f3NnQ0RvvWWB4cuR3N3oWGDp+Ba7NZGvl+NBj+7K1cnq5vsGtCQJaJVM9TzPdM49sTS8ZFxMQxMfncevgEeHj7sivDfdxTGBy/6ouZdDf1R3iVJb7JhgSMtlaOc20kJGIMicy3LDIC6rE2tWxW1qdu015hymv21REUeCQRAdNAfVGAuWEr06CyYRV5SoZMAjh2+t3xevlfm9sK2tGWmOKJOQL/Xl8O1lBQw7AaqUHK6xETrqNQSePgTQPAmgZ8DF7dB8j+eOhTmsYu+x83hfX8vPYYoOIje2fz/DeZtFba2WPVJOp/N0qTmuHdK+7aboS+17HUP7G44fPN4iTtMZURmOQng0VpfFMYAGxCGhuPbvbkoaoWhFcVJE/k/VB/sflxRc5TBblACZXk2oNknVqpTUoGI4az0+W30u/ji0TiK81zKExCn2nsizJZ3rA7mfIRRdpnhMZzuH0trq1Jp4E9kWJrs93pbaEN2Pj2bX0cWYt2sTo8Cu0jHzPbelvkq5FAL20WFv20Dq2B02DXto3tEGXhsljLwKNmNCzg1XuP8a9lHviVqFmmv7OpcX0GrQybsxHmP/RXjeIfmkwzLzKC/lbZDjjxGvsWvq4cTxZbvDZaKFBKuSCU1471ExAur4IhTyPDJuprtKJ6rYe2z+ftkW/N5WFmz26j+FCfUKMNPbdJ1oghO7CDRAyLO4SXi2CR9OXX7LKUjMtZBBFD1Hu8TzJmdo3gP67dP9CFQHcKVoRFfqCvKfrG9ppe/mDZz4ZBCkXaUb/H6SZkR38qPcxvvaNZXrkYfp1bGl4WPaXh5TKQNEEnU8rGuOCzYEDK+o9MUQd/JK9RJKkDeqSY7htw/FldkV8JQcYA25eVnqCht+cZVuMF9r6MtfEAiXdwncVdTeKpMsJ+k8dVhtZcQ91WgMP99Rrlk6+gHN2PgUVB8jksFGEXqJfx5a0yfTTr2NL03XKbapz08jzF/XKtW17VU3jbo3GlVhbmFz37qVku0OUizTS3K74LCNQKB1B4SGmeU3HUGOOjO+U3+RRBIDLi4gc0auLCI1ZkVHGxA+JGckelzrV6fWdQQ8buK94A51/X2xKIlAx4flPWbC2pNEJfcuEAbuFh+yvFW1+RQmtmKddRtvCm0xkntVzWR2YyBj3UiPRZrxnAVeIxQQIckT4CAcPYrm1QJVFyKPFdDIR/38ZAUJ4DBcxwHTPPNya2eIryYQkCx5iRp+uiXUxWZZkuyQe6rTG+F1iwS0DuXdkTxN5qm5xB/VHKKxJcdb+knHKE57/1N5tLd302/4L01vCy9fxu28KeCw8jNtcL7A2/bfcecoKemjfGu+Sm2jVfY7f6KhwUUIrzDVYqvrFSwS3Jow+tYOm6dqdmiUytBmVZGnlHKAFd4d/zQERAHTyt9w3gUtdH+LRYlzq+tBwbQuqKsXIUA6/15XUUKBmgDe5xbaDkwr1IhZthar3BokrLWk5GzDzPcPy1SM3ky9Kykx1dRfcMjDh2Ku27jdEldWSclZNsFSafKqeIVQp4ZeHIkQFDP3+n2RQzh3pL8HODN0N+VY8i27gRN0lqUHbC37P2L5V57Cq9qtxkPK6QbcOqatviTXbDiQlCA2lMsHxhknc++GHdV04lxtih6gIt+AAObRyHcIbj+1LFyGFEmLIUiSbWFS8zQCGRD/EE982iNcgf6Bbfg51uZrz1xUarsCoxe8s0KvH5GX5jcl3wdoSQ+Zm0tCuRr9JQWFIbek93jiaZynZswy65NL9P5xH+OJrudsiqzR+cGdYPoGWke+5r9USXkz/FQN2P8Nubzf+UDEXVzzJoJkWIhrTKCWDAOV4EfbWXQ0Qemap/D1NRPFp5SZXIlisSvFjuKlaZA5yrTUyiRdkjOJGzwIy4pUkAH3BFyeGz0YLKQuGDZIntQHlOLezVBc2n7Vok+29ra2Y89EimWC5hIxTXrC2hH4dWya0S46NH8de1RNA1r9KQdebuWPTi4al/LLylyiO9edS14dU4GVp7GyGu/5rct9qCB4PD+dK9zJ6ad8k9GWyz7KLY0KxDspt4j/K8+wTLYwkn3baXqMNR4QPn6hEQxiu7Wf9hUZpSJ/HTTAco2XAl/T5l3GqdhWcHDhoTDghEjGSDC1cW0J5KJJ0O9Vtu+CWgaZ6ucmgEiVpGZsxsqdpkqpuxS1fcOmSlm7et8R4xriXkka8zRUHoP05xNBARKlYNE1fKU/+Fv73W6OIul3WoPVeqJNnsqDxVHFEJ6VrQmaQ9rgM/NmEIjFWRU83kjusbmArAVQtExJC2fYSscIQkwbwEeFr31ge9T5mxPet2XbAtDBRA9tlTGBFOJbQZ3Z9JeOThve2t/TWF472WbLbT32Xpry+nm5T3uas6YsBWHHhVsZ+WMRWf092kcNWf08G7H6GOZHhtDm4zhDsDuEhJuJSMAjeip1LDI2w0BKSB1S3YbI4UNUKLOPNdsZaEREu1ouOhss4jbBh5X1w3wC67Z/Faa+0oduUd3SyF49RnaddZmiJSq1SNWxDDSMB+76vdXzsUaK686jPstrGVVv3m+o1fyFOQwj4InYaa7YdwBcfE2PoGbZTPRPpGXuenqF53Bq+mUicqgkw5Hzu9fybM+MEUL6Lli5LhNCTTWQ/y2NGhWY6jqZBD+1bvG7NyADXNIjiYkmsAIGGS9NDBr7odB2fTR3Cr33/4c3YeIoq367WwncyZO87ODlwQkigdHsKdCtbMi27oxkY5csp68rarbire3lVIdjft/4vSyt+Sb8N95LLXm72LjQGcwDWv0wEfbI3CszLTNWXr4OHe7Jr6ePsLA2yZtsBVky+gFVb99P598UM/+tyW5eCtY01yRg9EYPS8Y5jqu7486OFLD50GrH1r0LoMJkcZrj7vyZNODVwHCyk0MbVpH60/ubRYoYb6c4vr2Dzm48Y/WrNBtaAi7qfajznc5ZtIcuvG97tShDOWbaF2aP71Gihc7yR7Fmqrj9SyaFIkhQMx6oWOPEs7vTdH3NuxaOk7/7YcLn+S4yEzPYEXRm6KHD8eFmUM9z1X1wI3JoeE5Ysu1TCjhBKwqFbATXmRIczNTKOHtq3hssYMKrCLPdN4OexRQAEw1HdtRst5PXBi3g7/WecGdd4LMjPTog5Vj9bE4MaGmb/6BPWZ93OTRnvm57PFuuf5sXgb7hCLCbL76WVdhBNg1baQcpDEcKaLsET1nz0+GYuY9xLuauoOzNG9sTvdRkTjSRvkqhJF79B0Ktpn6bpizH13SwVAYpj5xrHDGppxHDxnnsAgTQPz0YLKY71JyJcfNp8MCMyNhpC8VMj4/jdNwUACS5/NV5TShTJZ1/OTYCTHOKgUeOEkEAZQ2R94WtKKlJtJ19OVftP3a+mbq6Az8M/uq3l8u8fxU/ImMTasoc0EQKqiIWXCALI0CoI3deBsuI/6i7iL16Dsh3cHnnCGFTBrPdnl8VrJb/JLDPqfagvS4KKY7U+2vWj+l2q40sR8Aujy3VNuJhuta16pjSzJdDG6qci5W9U9bUe4C5op+1lovtF/ps+gUsq3uKi7m3Iy/IzPC4tJNC1KqW4rl4aTreWBMMxo6/s5GFO9ISS7Fmqrr+TyaF8NnUIM+Jxct64WHZBfrZhyd3e/XpDjD3kzaS5VkG3ts2ZdmAoREMJ4sKyT10IQzdO9rXR3QoxtLr/q1ySOtya4B7Pk9zjedJk+dXQpZim+F8mT9Mrh0hIuae74xmkX5SUmeSe1PugEoaGHrJx+N0HyajYxXiPLpYstVVv8i40BLMDPg9PapcZVtLSYJgHKn/Bd6IVFcJLRsUuRodfMcJeKsIx3lRImhBQKdymd0r9rbr3dLdoaerfWZFRFLg2o8Utew/EfsVP0l/hhyGPG2oSUuanzcF1Rlz5QZpRnHaJMS5nXHgHJSRWHFKt2ckSn04qD4yDJoV6JYHqigpgxsieJjmXmr5QNdnOzipR2+O33/B3PMSICQxRU8BkaZJ/NcAtIvjCZWSIco7gIyj0DGIXMe7wvGSIGP+pw2rcmp7YUhOrQDLLYDIR6vrCsVofk7kPVeFu4/iqDuDquVz4zoX80rWUCryJB/ZnQ9FfEqx6qeIArSRB/osJWBg7Dy23j1IFBCMjUWa8Sivv7NF9yIwLkUvBcDXbHfRnReo5yvhP67U3FEKoIlV/V9deSQZbt0hHEI9r7XsdtD+Hczbez4ofPcuz0UKOVEbI5DBXfP8It2rPm0qD2QkDq+57uY38a5cAhLKdaiV2a3pN25jAKCPoJsLHsVG4I3rdaR8RVlgSQSSsUiN296ShE4b5K7cx89AlpkQnqa36WHgYh9PbGmXW5lb8lEtdczjY82rysvysa3M5f48Mx+PSCLvSydCC3FUxi/33duER72MUuDazTnQiIlwsiJ3HPld2Uqt7Mg4oiWKuttf0/XjPAvaKFkSEi+JYf153X2zcZ+mKl8k+/xIjmRUZxQERII0wy8S1nL79JX1eeqs9N5zyFC/ECk1SZKpnKFniU0O17DpwUB3qlQSqKyq7AGm7F8pucqnJdnbm+pQvrEIy5Hb/Rl/tvqMN4Aetle01VQ1Ymp5Jij6h+KjETwijRLqG4f4a9P18I86xJmXyklkGgZTZxMcbx2p9TOY+VIW7ZR/uKr5ft64ufxiWP2wEdD+V8Rs9nqzNJbpEDBoEDxApnkREyXuqNtbIAkkeSmjFreGboXyvKQ6pAi+L2vyWH1ytmRMZzs7SoJH1O2loV8MNLEmeLjfkNtoiZWTU90G99oZIGFL1d03aa5tR+cVrIKKw/mVarH/aiC2TdqIDIsAR4dPlPoSZ5PkJJZyjOiuSNYbQKl0i0PhTZCzfiVZ40N3/bhEhhka6FjJqC0NV3eg/5682ZKL8Xhc7S4N0m/J2Qm3yhk4Y5izbwvxoIedXzjZKL8oYQVm3d7xnAWPdSxHoyS+yFOa+8kpuiFdZ8cQqyKKcIeJDWka+p8i1knbaXnpo3zI1Mo5bwzfzeHg45SKNqDDn9grM1txk/amS+HbaXnpp3+DRYpzvXmcoN4wfXFWx5VDPqzm/cjbzKi/gZW0I5fgJaJVkcZizN9xHUeXblAbDrNtZZdGVWpVSp1aqRKg4ER4YBw7qEvVKAtUVFSQGSNvVlbUOpHYuXWt94GQuxaQv7Oq5enZvnGSM7Z/Pigu3clv6m2xwd+MS/ktb9hhuPnVcqvI2CkQsrFgHBRHh4oCnNWhu6HwhH+Vdw3eiFY+Fh1Vr7bFOqvNXbqPblLfpOLmYUwJphgU1mTRHY0BNB9A5y7bwWHgYu8jRXYgDJ7KLHOZEhvPAvgGcW/EoY0t/SygaA/Saoh5iuETEVBVERU1IoRSY9bo0Xky/ggMiYIo5m102iHOOPGJkDMuJ477iDUSFXtmlLE7yQpGYSd5IQrZLWg3t3MSNAUnbqyyu5CJwjHspYz8s0n/rcZmx6e/8xYTixD2GXq1nc4+JnOeaT4/QvIRzqjFltYEkkjEB4biMTCz+783YuQbhqcBLVGhE8OBC4EJ3N1o1IkdVvAzoz3NlPC5Yyo2o96ShEwY7/dTZo/twb9xjM96zgIyKXUxu/nbC4nP84M48772cCC404gkX4jSi6H9lab7pnnmMcS9FQ7esujVhxO4KAWHcCXG7KhE8InRBaakBabUS+7UwGRW7uCr8CvcVb9CrPWX9k4c2XcBDnsfQ0BdpO3vcoCf0oS84JnleNEj9GPdS49rkOKzWuHfgoCmhXkmgdAl9NnVItQHSkvxJeQ25nVVcVxJANRtP3aZGk+nyh0FEieBiq78nPNyTikXTyKjYxUWx/2fSoZKuX0gkgyb3htATCVpGvtctHTs+MknWWNtphZrgIslwMBxDoLto1EL2DXliqS3sLEoF+dm8ECvk+lPm6eXZooVs73494z0LjAllf3klRyp1K5KcEKTGWDieXWqqNkAiEVSlQ/TEAQ2/180s91+5fPejfBDrTRm65lgzKlnEjSaduDSPi/uKNxgEIBwTxjmk+KyGnhiioWcBzxjZ05Q8ItHY+jVpe+PW713F91dlx3sWQNkOSor/xFlfjOLFU3VS/1WX37C5x0TKyAA0MjnM2V/cx39i4xjjXmpUjwCzy15+ri00IC0uQO1Srb7oBC+gVbKLUyjHZ5yjONafZ6OF9MrL5Hnv5RxOb6svTOKQwsN+r8vkUmwMSNaHclEyJzKcCk8LMrQKI6RljHspu6b9iNO3v8Qddz/AjjZDieBisXYunZsFcROjg/Y9h/ATFRoeLcZ4zwJu97yox19iJnJHSE9p/fMT4nTtu/i+idnh3liIAyLAx7EuLHHdTFHl27TftQgPMYa7/ss1aXqC3e++KWBbm4tNY4DUqLzdX5xQ+9la496Bg6YCTYijGT6T4+DBg2RmZlJWVkaLFi1st0mWoKHqBy5cW2Ko8H82dYixTbcpbxMMx/B7XWyccQkDZr7HztKgIaK8ZtsB9peHCIZjCfsmxeq57Cq+n8fCw4wSSGVkkCHKTZmCtYFKKCK4mMl1/Nb1Bq1jP7CLHAaGHsWlaYRjImU75fVl+b2EIlEqwjGG9c49qgzSmvTN8di3JlD7XmroyWdD3gOJLL+Xt8WNtGUPEVwUR/szyLU2Lg8cIYIHgSBNixqaYtVZjJJpB1biwSsiBjFcJzol6JqV0IoBFbOrdAjj3/fKy+TznWWmiaZXXiZX9m1vEH8ZD6t+Vi3cNUkkaMj9qr5by5oP0937ynfPRguNe5aX5ac8FOHN2HjaaXtNfSIFfwOEcBOlAi+BeNUPq+xPqthPa5KJ/BsRLqZGxhlWXSkQLa1+93ifxI1efuyPkWt5LlrIsN65Cc+qCvXdDfg8tU4IaUj9Kq/lw/RbacsedpHDuRWPstw3gXbaXnaRQ9ue58N63SoqK8JcFX6FZgTJ1sqJCo2DNGNWZBSTPC+Srem6grIPokJjevRaCrQvKXKt5JDwk6WVGy+VtY+tfyWOCB/7aU47ba8h+i01AneKVvwt7tbO0IJkUW70vdetMS17sU7q4/JedY3j/r45cFBL1Ht2sNV1q0I1veuxdVWTpITP4zb9VV0YMiPY53GbEk7s2mByw/a9jncv1gvHt3BVEMSHx6URisseQKIbOBXk6lbTdLfW1PA4/lXxU2aHLjXcwVGhW4qs9ZCtkNc3aWhXNs64hK0zqyREVHX/aq+xgUP2vUywsMr6qLI85aEIj4WHEcGFhxhFrpVka+WkaRFcmi7464sTQCEganEG22mS2WWPgp75rU40Z7q2GtmoO2lFCa34Z2ykQQAz4zIweVnpLLhlIOmW+sH7yisTsg3ltVrlkhpiXGBNYTx/0ULevfhdljUfVmVF6Xsd27tfzyTPi3zq+w3XpL2L3+uipDRIeShi0nWTSVk+IkYfH6QZG1sMrOq/JKRP7Ufr/61uxJASPzrGvZRJnhcJoC88Pm9zOYfiFmCZSfyI9zHu/PIKBh9aaBvaocY/Qup66Y0Bchza3v16U0b3ija/Yhc5fHDqWCLrXwX0d+ORikt5/PD5DAjNZlZkFBHhwq0JytHrx/uIJFj8QqRRoH3JMNd/cREjTQubtB+tmd7qexlVNCP9hFgT68IBESBAkFWxM7g78mt2ilY8qV1muPFBg8z2zNSu49loIfMqL+Ssgw8xXxGEd+CgqaPeSaBVSFWF1fRuV7JnUJccgzhJ9XqZXakSJju3RrI4Q9BdHncE3iIQO0S6CBGIHdITO6RFD/u5xo4YapYN7vE8yRe+cZzZLpNR/if4vM3luDU9ZiwqMNzEdkjlFpRSM1KWQkVjIxCp3PZSUkgiEhMsaz6MNd3/wOH0trznHkDYlW78riEI4jPIuNWaa9dn1sL0cruQR886XCc6cUAEjNCAg2QwoGI251XoweYAmX6vIQOzs7SCCc9/asQBSmmU/eUhTgmkxV2G7qTupfkrt7G/vLJKTqWRobpY3B7fzCVbKydbK2dSs7eojMS4yr2U/3hvoZ/rS0J4iAqNsMtniESrpOFHh1ZViX8naYNdbJlaHUT9LaBVMsnzIst9EwwrVbZWzj3eefykbAEPhq804kHdmjCSHWRpSGtohyT6AZ+nwWsD1gSyD7/qcCUDlLKJ4T7X0nba13z1/WEqhR5DucT1EwAjVOLZaCFTI+MMUjbJ8yLNtFAVeYufI4SHItdKXPFYT1nfWUKN5QwJN+UijSOkcUAE+GPkWiNcQNN0SZhy/EbFl2ejhVzpf4Ifuo5hTawLEeHi6+b9OOvgQzwbvdB4huxkYCQa28LagYOaoF5IoPry2AUfS8iBZvboPklJ3MJ4bdUPNu9Jqd9kBzWr1nZQHjhREZCtWoGmQnVx6Rr6pBHQKrn8+0d5qNMao/qJzDYLRaJJ9fImPP9p0oFHylKoKv9y3xNd17I2A2ZN3J5j++czvLd+vcN65+p1mq+8g4zJXzLkj2/iTdMtDDIW8ADNKY27EK0efUM6xPKd6l4C/XdP+DAeLcYp2kHK8RuuyxX0Nvb1e92Gu161WC5YW2XRDvg8hliydBH7PC7jeiVRUOWSZBxhY6ojLCHrXCcjsHMiwzkgApSSwZzIcHrkZhoWmmHuDwlolTp596TznWhFJV7jvfwg1huv0AmCVepFikfbiUNbBYntLIXt4vIjB0SAqNBwE+MWnudm70KCcemYqNAojvXnO9GK7d2vZ2z/fKPkmPxrl+XeWOI7U0GS3QVrS0yk92aeo5kWogIv56V9zSTPiybhZUkas7Vy0ghzQAQ4IAIcpJlRuWNWZBTFsf5G/K4ae62G15TQiq6hZzhACwJaJeX4eUlcxClxAWuZvKPW9fZ73RTkZ1O8rsTQDDzr0DKKKt821QxONWbaJes5pNBBY0e9kED58txXvJGpb6ynID87qZUuaXWIuBtZHdut+k1ygLqveIMtqSoPRYzKDgbhUKt7LH+YmFY35ZSl+1i1KnmI0WHDP4xt5MTv87iNAVW2W17LwrXJs9KSVZhQrRAnauKpjSWyptvaXa98bvTM4CpSsDrahVmRUXqNUa1K808IiGmeBFkKXXcujYhwsVO0Iio0ykWakdm4T7QgQNDQB+wlNhmThs+jP1PBcIyoqCoXJ1HUSy8xp8vEuGwtkUbw/bItTHj+U8pDEbxurdFaAtXyjXau0mejhfzUNY/B2pM8fvh89pVXsrPHDZSRYVhbY8CRSt09LF2KGnCp60P8VCacMyw8tNX2VZWNU34zkXsbwg86uZSxh7Mio/hj5Fr2e04lXYvE1QE0vhOt+GPkWm4N38zA0Gyu+rR73OKrP38yTAX0sIVZizY1KZIgSa4Vfq8+bjbTKsmo2EV65BCkZ9Pu0j8YY24Gut6in0pmRUbRL/IvPoj11mN2idHP9SW3hm+mU+g5ourUJKCMDELCTUxASw7xqPcxAgQ5IAL8S4zgSm2J8VnGdj4bLWRg3Go5xr2UO7+8gl+6lurhBvFQEklS9UWZO0EGRn12rQubxuZtceDADvVCAuWquCIcJSpg4dqSBCtXdass6UYGfYUo4+gCPg+DuuQwZ9kWY4CqCMcSjjX1jfWUBsNUxMtW3Ve8kQEz32P/oj9D2Q699FjZDtzpzdlFDjtjrWqtLafCzn28ixy2d78+oQycJINQFTskr8Xj0mrtSmoI8iK1aUN1ViMr1FhI+dw8GL7SkHzQNBju+i/9XF+a+kBmC4tYjEoR1+wTVRbfZlqlXlVA249bE5TSglO0g3i0GD21rWRr5YRIM6wL0oJQGgxzsEKXeHFrGKRQYsHaEmYt2sSgLjmGhIhbgw4tm5liOuW1SP3AWDy7+IPNexqdxcFO83DK6+s5a/pio/6sdJVm+b3sLw/xy0+6ExO6ZEgMQOiWo0meF3ku7lKUNYSlYLesGQvgiUuOSFgtfvp2GjE0w2IUjGf+JnMhDvP8nQqhEwMflcyJDDesWoARjmGNYbZqolrLjjVe6HfV69ZMlmvfkKmQ2R7N0yy+nQBfBvS9zngf5NLLpcF07zyu8b7HINdaw/1b5FppnEXGaAqgQvORpR02+r2ZFjLigMvxM6/yQsZ7Fhif1eQe6ZIeJ14zLJPFaZcwNTxOsRK6EsZf0McZWRFGCk/LhQ00jHHWgYNjRb2QQOkOOTMvEwCPW0vQXrK+UFZSKH/P8nsNF5lVwwk03BqcaanEIXXbANLjq9KKcJSdpUEeChbxnWjFUtcA8DSDYCmVvpa00fYnasvVhhWmmwmNBrR1lXJOx5ZGu6XlD6rIoCwxJgfbgM9TK1dSbUrjHU/UxgVmHVyrg4yFXLC2BOI1ZJ+NXsiU8LWUEjAssJe6PzTcg2pmYXGsP0fQYwiD+AjFS1iVaHqix462QyGzPU9qlxnxQ5H4qxLCY1gXQCeAXpdmxItFhb5AsT47pcEwC+KhDHI7KUy7YG2JESoh3cnSzW83OTUGqP1vrRUO5nCMsmDYkD8yIMwZ3cN65xqZxBJvxs41ypEBRPBwQAQS3LxRXIYV+HutFWWimWExWhIrMKy+cyLDjf5eE+vCWPdSFkZuYFGop5HYIC1HKpqn64TFpTTYqolam7CVhgxJ6AJpHoPgz1+5Tc+mnbgeht6rj33+bAi0gmlZrIiNNUn8SB3PyWKuIQ4u38te8TmiMl4JqNKbib/ofkpoxRex04gKjSPCZ7jjZfa26voFnQBO98wziJ/arwDFaZdwUewxE6Ef1CXHWJCcNX0xC9dWxVqrcjGNRffRgYOaoF4TQ/aV6y6cQJqHLL+XNI/bcOVaX6hkL5waZG1NJPF5XESFfh71WNJVowF3FXUnL8vPsN65Rrmj8ytn8+bpMyAaAgQdKjYZGlamiam6AEAVFTaEJhaG5Q8b7Qbz5D62f75SYqz6zGE7F3pjdFFUt6K2XqcaA7mztMIgVsuaD+Pc6FyCQrfuRHHTLM2NUAhgGA+nabvJpJyYgCWxAvaQbSQZ/Eybw9jS3/JR3jVcK17jItcavdg8Hr4TrZgVGZXQvnDM9JSkTPRJhqlvrAcwxL+nj+hpxMY2hsSC6up5yxrK1nCMOcu2mN6xxW1+y3eilRF/JwRkauXM/uZnjHEvpZIqd+ul7pUUuj42CH45PvqEnqA0nskL8TAMLWZYe1vH9pgsRgWuzbg1wQFaGJ89WoxBrrVM986jZeR7ClybmRoZZyIZKmQyUDgqjBg5qyZqsrJjjQ1q7KrdWDM/WsgA/s3889+HXesAPR56vGcBIyrvpWPoOe7TfkMMLT7GCr4Trbg78mtuDd/M5zvLAN01HxEu3g335Ky32nNexWxO0Q7i1gT7ac6t4Zu51DWHV11D0ICXxEWmxdl4zwI8WoyIcPG893KjXwtcm42FiC8+/8hwnDXbDhDweQjGvUXpXhduTdfzbIqarA4cwAmoGCIHEP1liybErUlX36qt+80rzTjUF9GaSJJsshymJBSo+4wf3Nko/L5m2wHocRkRXFVZZmCQA7CUl1KCz5MZCFUSKdA15z7Ku8ZEaKXlT16jShDtMofl/Rn+1+VMibsqVFmRxuiiqG5wtU42s0f3MciEhM/jZsXkC/B53NwXGcN3ohXlwkfLyPdUKJnCaVqEXto3hguqwLXZZEUoqnybF4O/ocsXD5On7TVKk7njFguoslCp7ibQJ4ssv5fSYLjGoQTe+MGiAlMpRagqd9gYJh874XNr6cPPpg6hZcBnsohZn9NpJecwMDTbKN0WQ9MHqfARbvQs4J7INYa1z03MyCCNocfxjXEvxUdErwEsfCyMncd3ohXhuHsxHCfzksz9M1rV92PcS424MtCPL5MMnlPiyyS8Lo0sv5e8rKrMdDVmTg37kISwIfdhTSAtu7MWbWJ/eaWJ2M5fuc08JvW4jBhVVlaJH7qOIejKAPT4QCnF4/e6uMq9lE99v+FS14d4tBi9xCaDtKnvaZbfy6ShXWkZ0N/tSEyY3keZeHQIP2XBsGlfOb7aZW+rFty7irrbxlw7cNCUUO9i0TLpIRSJ4vO4TeK4AB0nFxsTqCxNlJflN2rIqsepzu1Z3TZnTV9sDDByUAGddHwQ+gVuoU/8MY6OLQfx4RMhXJpOALtUPJ1wLVKE1fq9bJvf6zKCzScN7WpUR1Hh97ppGUgzudLtrrkhic/WBslKBUpx6SUbdhsi2qC7i3vkZtJr9yvcEBf8vdv7rCH5IxMCImjMiF7L05FCQxuuBUd0y5AI0JwgHk23IkeFhlsT7BStKHLNIRSJssR1syFIOzA0u0bX4nVpeNyaEU9o/U2Khwd8Htvnwg4NoV/l86oKn9uJJa/aut/on33llYwf3NlUZQX0d7EsTqQf9T7GMPeHVIg0lsQKDNIuxZtlf8YETIn82iRCrPaLKv78rEUHTv7WkkM000JEhcabsXONc1m397o07m2/ip98/wz/5jJe1oYY44jf6+Kuou7MWbaF8lCE0mC4Rn1oh4bQr3ZQxdvVa7OOp59NHWKM90WVbxv3f1nzYYyMvMPE8BPG+4XmZuupQ/TqHvHvrALeKuS4ODz8Nr91LzDqGrfT9hqC0NM98/BoMfZ7TuXHhx829ts44xL7uWH1XL3CjSIWXdfhNY5YtIOGhhOiE1gajwECEl6sdMXCk0xPUB7Hrlaw3TZq1q0dNKr0oaTVxZ3e3PS7atFT/6ZCOiHDahTzNDNWm3aSOdZrVDOH1QBzKQsjLUgaepyOvBeN0R1cHewsYfK7fh1bGvFkxetKjPjCfvteN2KBbvQs4IvmA/hOtOJI3M2oS8RoPB0pxOvSDPLg1vSqELMiowxtswMiwJuxc/kuPrnI59cah1QTRGKCinDMtoKJdCuHItFGZ9G1StyA2aptDa5ft7PM+E7NqPV7XXw2dYhxf24N38zIU96ke+hJClybDW2+N6PnEhVVN9Glwb2ef5OJTgBl3WcJa6bop77f8KnvNwYBbKftxRfPOHZrgkLXx0mvtXWLdH7y/TPkspdx4rWE36uVomrksKoyWKFRlSAjLcC/b/427bS93ORdwPjBnWlbeBPFsf5EhRZPAopy2u63dRexgHKRxtTIOJY1vxS3VpVxL619M5nNm7HxTHRXSdHMiQyHzPY8573ccAcLYGXkR/w5fzUfpt/KtNyPTHHYpvknXuKQ5Q8bXzXF8dSBAxX1SgKlTEsqyJi94b2TC0aDffah9UVNFnsnIScuGR9oGtAumAIuPThZA4P1Ge7hBBaogacZIW8mlXHXk57lqFHhaUH60GnGoKOS02Tl86QIthoTKFfZzdO9eNy6PMmMkT1t4ySb0sQzf+U2uk15h46TzdVRZNa3RFGvXCPT+FrxGnnaXopcK8nT9pJ7aJ3hZgwJN0LAF+I0IDGm7yDNeElcBEA5fmZFRhmSIKpV4lkbF2F1kI+OekqvWzMSCHRoDSK5pzZIRdStz6ekbhpwSiCNsmDYuAd3FXUHzHGfX5SU4fe6DBdfujjCqtgZ7OIUU7UILe7iF0JPGrGz+FnFoCV5+E604s1YFbFMJ0w7bS+3+t409Y2U7Hk8bF4AeN1VVyWfwUFdchq8G/9ooMY7qpZ5wBiTrNecceEd4M8mNz3K6dtfYs6yLZzr/Rq3JigTAUP+R4ZtVOLl2WghJaUVTB/Rk7uKuuk11+OEXYp1A0Y/PBstZEKbZ2hbeBPztMuMY/YSmxj0/XzasodB3883ZMQSqi0NnAiZ7U21oJvieOrAgYp6JYHSCqjH0fgZ1CUnQSqmOsFoO9i9qKoZP1msoIxv+WDzHspDEVZt3W+0Y360kAFpL7G3RQ8EENWq9N2kDpnE4fS2bNA6E4tUsCWSg1dUZbwtjJ7LhZ6n9A0f7gmr51KQn21YH5OVz5PWvw827zFNQsXrSuKWqKp4ysYQM1YdUiUWqMLJsjqKlG+QrvF7R+qJFNLS9KR2GSW04h3RP17abQSgE7e9ZOtJAq5DxjlmRUYZVr9ZkVGEY8KYcOwyQq1QRaJTQcYyqpsH0jyGPpk7vuKwxtc1ZljjeDPjz3Om38sXJbpwdjgqDOvRWdMX88HmPfTKyzSypOedud7oB5W87RStmBq5ljUtLiCGZuhCFrg2m9qQl+XnD77/o522l2ZUGFmmkjwMDM3m3e5/4iHvb/nB1Zo3Y+fyg6s1T7kuM44h44qL15UY+zwXLaQ0GCZsxGiIWme7NwXIMUv+3/Qer57L4XcfpCwYhooDdNjwD3aWBo0ymtLq/p1oRUVcskdCoMebju2fz4yRPY2FQCVeykUamqbxvPdynosT/oVrS5izbAsva0OMY87TLksod1cR1/Q0VVuSGc5K3eCmMLY6cJAKJywxZPzgzoYQ8kJFfd4qKqvqa6lEobqyVNX9rm4nCZcqWSP3H1F5L5o/G4+hQmdBzyuYExlOt9jXuIjRTXxtqm1Z4Nqsk0/F1bBm2wFT3GNBfrbpulWyGopETULDaR5XSmX7xuq+SNXu8YM74/e60aiyEFlL5Vmzyk+7+BZyp23hbvdEzquYzbORwnj1Fvhb3PLzWHiYsf+z0UL6hJ6gT+gJw4JUG3evNU4zGWQYhLr5oC45pko60j1qV0mmsWPC859SFgzj9+rxwKrFT7538n3cV17J9BE9+WDzHtpv+LvJ8vPP2HCK0y6hyDWHM4bdxpcDHuHH2ku8GTvPJAUiUZCfjcct9epi8Yzg5kZf+71uwzU8O3Qpt4Zv5tzgIzx++HwAo28+2LzH6Ossv5cz40RVWgJ9HvdJaT1K6XVZ/jAZFbuICT0T+INTx5Ll9/KKa4gh0yJJ9eJoARFclLYdlDDeju2fT3HaJZTjp5kWwqdFyOIw4z0LjOS/dK+e6VtU+TY3eRewIGMUT4Z+qvfzxPV81eFKAKPfrNWWHDg42VCvJFAlY6o0RHoSsU5rWTiVKMhBx0qgJGo6EKvxLVJqJsGtmmyCd3nhirncwvNVxM/lpRIPQkCl8LCzxw06QVFcDeo5p4/oyZptBxJ0A6X1z+dxmzIrg+EYlZGYYTWxXntjnYCqqx28ccbFbJ1ZlanXIzfT+F3GR6rWX9DvjQw/CMeFl6Oiyo0rXb4S1mzfo3H3Hg3WbDtgqhgyqEtO/H3QGr1F0GrhXRgvpVcRjjK2fz6zR/fh3pE9bbMzZRZqaTBsuF9nRUYxMDSbp8OFlFnGhtJgmB8rUiAqiteV8GD4SsPtK+M7NXTrbDAcpcOGf5BRsYsbPAtMOo1qSEYoIkuMufls6hD2lVcSFbo1Vy5wky06m3KZMXnNsrb7KYE0w8vzYPnP2O85lb/E+2522SBDiqVlwMe9I6vkg852bcZDjJzSzwxd2Q4tdQHq+Su3EYrosbj7PafynmuAsUiT1YTuKuqmx5F7FpDLXoYfftFk8ZNzyL7ySifz14EDTkBiiIQ1Fd9O4sU6IdjV45QEympBOhozfr+OLe33uXAKFZ4WlJHBR93v1oVQQVfER1996tDgkj9TmZ6jx7X4czjnyjv0n/pex/xzi+m2IJcpr69nUJccI6ZGXmeZ4h62BtrPX7mNHw5WADqRsZJiaxWShu6+sE6Itemv+Su3GXpioAtqW+UppGSJjPeT9X1VeNy6DlivvExTvFFN3L91CZksNPWN9YZemZ5xqbe9NBhutMTBauGViV9qApjVXazGm0nJFTtCLqhKHJNjw4o2v6IEs/VWWpCfjV7IwNBsVsXOMB1Disx/cOpY9ntOZU5kOGlxUeTyUMRUulGKJfs8LlON7klDu1b7/DZWK31NIN9naSmViT/F60p4/PD5DPP8nTOG3Wa7yJb6qNZkqy9K9Hdc/pVhIbKSyw9DHmeU/wnaFt5ktGHOsi0U9crl78pxVA9CY10kO3BwvFA3hXKPAnLAr+021s/SeiItgnYyIvI7u8+q5IocnGct2mRIVMxZtoWxk6/jwnc7svNwkLxv/Ky4cIohJTB/5TZ2ha9kgvcFfHF3U8aFd8Dyh/ki7xp+p7RJH8R0S0LxuhLTKvRQRdg0qVmvfc6yLaYEBqscjLU+c1Gv3BO6yq1OWsHqrq/NcdUa0jITUbUshyIxIvFawi4N2mZWJRDJuCWASFSPC/p8ZxnpXhf/EiP4H94wEQivW1PiveoOsl2nBNKY8rq5JrYsn+fzuI3npbb3qaFAWvOkFqaUT6npJCzvgd/rJhjWCaHXrRFI04cuVWJK/3sBMI1uK7eRp5xn1qJNxr1Uyf6z0ULjOZhWcg7/G+6rnzgaMyrTAIZ1q6Q0iN/rMp45GeMsFx5WySvrvajNtTcmSIutVwmOldbUNdsOUJCfnTAeyDF4wMz3jGf+YP7VXLr5EohCj9xmfFFSZiJw0iqeKhQGYPyw2zj/jUJDYsyx+DlwYI8TZgmsq2oX0pKmxvPJY0trkOpetn6OCp1ISGujHNjlpCwHJ3UFOT9ayFkHH+Kst9oza9EmHj98PvvDaXqVkOUPGwHGv/umIKH0nXRdqu5M2Q63hpENbb0/elycnu2mKtirJDgvy08wXp95Qbw+84myIFXXl7VZkVtjQdU+k5mIatapz+MiEifMQpgXCn7DaluVFSzQY/WeCV+YYG06HgQQ9OzgFZMvMBIjVMiEgqZQaUKtglNdfK4K2efSNX5XUTfDkiv7RNYMT1alRJ5HEhQJa6xnJCaMZAGJqvhbtxEqsm6n3ley/rO0AkJVWbi7X19vzjhN0qamiki8b+RYJhP8knls5Dghrd/9OrbkUIV+L78oKTOOAeasZIAvFz7Ci8HfsGvp44B5TJFVaqxjjJ2ouQMHJzNOGAm0kgTVtVLbCU8lUapVDEhwL9t9ljIrkihk+b0Gofhg8x6TmxX0El9y0JcxZ3Miwzic3jZBXkCtCDK2fz6tW+jVBb764ZBR+UNetyqHY0eifB43mX4v/Tq2TLiPchBVK2mcSNdTdSSvNhOiKqlTHorg97rIjLvgVKvCjHhs2aShXU1VYuT+C+O1hpNBGlpdWpX7WCWNdY35K7dR1CvXiEsbbpEqGts/36iu05hRE8JvXfRYn2t5L6ShqTQYNty0d7++nm5T3jYSyKrDs9FCHjjjZV51DUUDcrPS2V0WJDcr3SgTJuNvWwbS+GzqEFOmb1GvXGOxKCtOqKEGC0/wAuxEwCq3ZZX2SvYMWL+XYzlUhb3YYc6yLdxgCd+wjiknA+l24OBYUe8VQySkFh5UufOqq5CQzMU44flPKV5XYrhAq3MD27UB9IlFujDUcm2q6r9Uy9fQJS7KFKuhXdtVdX0NPSttX3ml8Z2EWlXBrs3qceS2BfnZRjtl7KC8nkFdcliz7YDpmhtqBYLqIO+FrMCQqpJMsv3tKq1Uhyy/l1AkSkU4RqbfY9SIPRroyQfmKiFqdY1kSFZRRkVj7VcJtX/kddbknQ1Fogn3VL1PanWiirigOGCy3mX5vRyqCJss8XIxuGTD91SEowzrnUu/ji0TxhR1/BrbP98Yh9I8el8fbaUQicber9VhwvOfsnBtCenxKivWEB3VM2K3b4v1T/M7fzEth/6vSdYlFVKFqdR1dRA7NIZ+cXByod4tgXLFv2rrfsPsLy08qhVQ1shVXSvJXIxSl6t4XYltrdVk+0k3kXQVSXIhtfjUVb605qnWw8+mDmFY7ypLjmy7atWQ7mTQbVBflJSZLHZel2abGW29BjVJRm4r23mookqfS7ZbtRY2dlhFh9Us7mQZl6q8EOiTicxAtNYdtoO8z7IaSXllNPUONvtKaGByNUrIZ2rAzPcY/tflpuddjZVq6oHsVkt+KqguwbuKuhvWWlU2SQ0HkdVd0uMSQzKeT4WswiMtfPLdktqUC9bqmaVWK5Pq5gaUDNXuTb7PjgbWd7V4XYkRiqGOe9KNm4wAzl+5TR/r4wki9L2uxpnX1cmFNdXEHQcOkqHe/ExWa87usqAx8IciMYLhKFl+r/FyyqBsNYGiID+b3WVBE7Ga8PynlMQtZNJ9YH3B5X5StkCu9NRi72rd4IL8bJMVTR0c5Mp+zrItrNq6nzXbDiQo5KvuyzIlFknNUlMD5K2Wv2T3Tloc1Lq58j6pCSKqS7yxJhTYwS5RSFrK5HVanzMgod9U6ZFkKA9FTIk4yWIDe8Utu/vLK41neNLQrqZkj2QGyHBMGFYPaeVdsLbEsDrJ71RrUn1YK+ob6nNrt3BLluiVLLlMrVns97riBFyXCGoZ8JnOIY8lx5hkVuNU40pBfrZt2xyYYe3Tol65hiVQHfequ392i4a6GO+acuKOAwfJUG+WQPmShiJR3JqeGFEljpvYDHV1LmGnxC9XkxrJ63TK/b4oKTOt9KQorySfcpVorVZiF7cirQV2IteqcKqaxTpjpDnI2boi3V8eYopNYHmyFWq/ji1Nwc/qMZuyFIJd7WWZHS4Dv1WC/8PBCs6avpj7ijewszRoSPSkqvJhLSWnZj2qu23ff4QVky8wJS68tHpHwnagW32tVkI5mam1hOVEZNd/TdFaYfcu2OmA1vTa5b6ThnalZcCHQH/XrfezPBRh1qJNJiF6wHinhvfOTZmYo45HTbFf6hrWZ3r26D5snVnExhmXmIh+dRY9eRzVUljT8S7V8Z0YQgcnI+otJtBqoVHjZawxfclgZwWpyb6q5Uy18B2tVUU93geb9xhxgWo8kx6LpFsgZDySGvcHZkuEGvPn1mDL/UVJr9saJ1bT62gqMUZ2cXKq9Sfg87C/PJQQL6ZhJuVSq87ncRvWaDv4vW5Ob53BOkWbUEKN61P7EPR+lPFhctuAz2NsI62IqmVSLhascXCqhcLa102lX+2g9rWdxbA6JHs31L5SwzFqE8dXXb8cK5pyvyZDTWJgG/Lxq0Nj7RcHTRf1nnaoJixAVXyHdP3269gy6SBq5yaYPbpPtRpQcp/7ijcSDEe5+/X1rNq639hPjUexC/hO5YYaMPM9I1lBnQykqzHL7zUsjmCO+9tZGmTqG+sBfd/7ijcQDMdIiwvRqvFHViuJdfJpaq7fVLBz21gJwlnTFxvky+914fO4GdQlx0Tag+GYQcxCkZBxLD3pR08E8bo1guGoIVgrYSX0ahtOCaTx+c4yEwEEc8iBHVlI9b0ajnAy9LGEtV9re+3J9rHTnEvlCrQjk9Zj16RtTdGdX1PU5NqTuWRrsu+xHN+Bg5MV9WYJTLYCs1pPjvcKUEJa26ztsloI1O/s2mY38NhlHVstGUBCRqTazqO1SJwMlsCaoLosQGv/WLOzrceRVt9QJIrP404pCgxV/ej3uqiMxI5JvLu6/j2Z+vVEoa4sSLU5TlPr12O5hzXZ90Rb+WqChtgvDk5u1JslMNkKTBXyVS2Ex+P80hII5jJCarvsLASpVo92lgb1u+oCxlNZtGoKJxA9EanuSar+qc1xUuFoXJfJ4PTviUddWZBOZkvUsVx7TfY9me+tAwdHixOmE+ig/tHULAsOdDj92jTh9GvTg9MvDhoaTljFEAcOHDhw4MCBAwcnDnXuDpaGxYMHD9b1oR0cI2SfHI3x1+nXhgunX5smnH5tejiWPnXg4HigzkngoUOHAGjfvn1dH9pBHeHQoUNkZmbWeh9w+rUhw+nXpgmnX5sejqZPHTg4HqjzmMBYLEZJSQnNmzdH01Ko8TqodwghOHToELm5ubhctYsEcPq14cLp16YJp1+bHo6lTx04OB6ocxLowIEDBw4cOHDgoOHDWYo4cODAgQMHDhychHBIoAMHDhw4cODAwUkIhwQ6cODAgQMHDhychHBIoAMHDhw4cODAwUkIhwQ6cODAgQMHDhychHBIoAMHDhw4cODAwUkIhwQ6cODAgQMHDhychPj/DiB5qvG5p1EAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ "
" ] @@ -244,7 +246,7 @@ ], "metadata": { "kernelspec": { - "display_name": "flowjax_env", + "display_name": "flowjax (3.13.2)", "language": "python", "name": "python3" }, @@ -258,7 +260,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.12.2" + "version": "3.13.2" }, "orig_nbformat": 4 }, diff --git a/flowjax/train/loops.py b/flowjax/train/loops.py index f730872..f93645f 100644 --- a/flowjax/train/loops.py +++ b/flowjax/train/loops.py @@ -76,12 +76,11 @@ def fit_to_key_based_loss( return eqx.combine(params, static), losses - - def fit_to_data( key: PRNGKeyArray, dist: PyTree, # Custom losses may support broader types than AbstractDistribution - *data: ArrayLike, + data: ArrayLike | tuple[ArrayLike, ...] = (), + *, loss_fn: Callable | None = None, learning_rate: float = 5e-4, optimizer: optax.GradientTransformation | None = None, @@ -104,11 +103,10 @@ def fit_to_data( Args: key: Jax random seed. dist: The pytree to train (usually a distribution). - *data: A variable number of data arrays with matching shape on axis 0. Batches - of each array are passed to the loss function as positional arguments - (see documentation for ``loss_fn``). Commonly this is a single array for - unconditional density estimation, or two arrays ``target, condition)`` - for conditional density estimation. + data: An array or tuple of arrays passed as positional arguments to the + loss function (see documentation for ``loss_fn``). Commonly this is a + single array for unconditional density estimation, or two arrays + ``(target, condition)`` for conditional density estimation. learning_rate: The learning rate for adam optimizer. Ignored if optimizer is provided. optimizer: Optax optimizer. Defaults to None. @@ -123,27 +121,23 @@ def fit_to_data( was reached (when True), or the parameters after the last update (when False). Defaults to True. show_progress: Whether to show progress bar. Defaults to True. - x: Deprecated. Pass in as positional argument instead. See variable argument - *data. - condition: Deprecated way to pass conditioning variables. Pass as a positional - argument instead. See variable argument *data. + x: Deprecated. Pass in data instead. + condition: Deprecated. Pass in data instead. Returns: A tuple containing the trained distribution and the losses. """ + data = (data,) if isinstance(data, ArrayLike) else data def _handle_deprecation(data, x, condition): # TODO This function handles the deprecation of x and condition, so will - # be removed when deprecated. - - if data != () and x is not None: # Note x passed as key word in this case - raise ValueError("Use data argument only (pass x in data).") - + # be removed when deprecated. The default to tuple for data should also be + # removed. if x is not None or condition is not None: warnings.warn( - "Passing x and condition as key word arguments is deprecated and will " - "be removed in the next major version. Pass both x and condition as " - "positional arguments. See documentation of *data. This change allows " + "Keyword arguments x and condition are deprecated and will " + "be removed in the next major version. Pass both x and condition " + "to the data argument. See documentation of data. This change allows " "for more flexibility in the number of arrays required by a loss.", FutureWarning, ) diff --git a/tests/test_train/test_loops.py b/tests/test_train/test_loops.py index f17bccc..ef2461d 100644 --- a/tests/test_train/test_loops.py +++ b/tests/test_train/test_loops.py @@ -20,9 +20,9 @@ def test_data_fit(): before = eqx.filter(flow, eqx.is_inexact_array) x = random.normal(random.key(0), (100, dim)) flow, losses = fit_to_data( - random.key(0), - flow, - x, + key=random.key(0), + dist=flow, + data=x, max_epochs=1, batch_size=50, )