From f5a1179c3278820419c1f290de2567e7a81d5817 Mon Sep 17 00:00:00 2001 From: Siddharth Yadav <55278616+Siddharth7269@users.noreply.github.com> Date: Sun, 6 Apr 2025 22:36:46 +1000 Subject: [PATCH 1/2] Sprint 1 Signed-off-by: Siddharth Yadav <55278616+Siddharth7269@users.noreply.github.com> --- TabDDPMAnalysis.ipynb | 213 ++++++++++++++++++++++++++++++++++++++++++ TabDDPM_Guide.pdf | Bin 0 -> 442250 bytes TabPFN_Guide.pdf | Bin 0 -> 349336 bytes 3 files changed, 213 insertions(+) create mode 100644 TabDDPMAnalysis.ipynb create mode 100644 TabDDPM_Guide.pdf create mode 100644 TabPFN_Guide.pdf diff --git a/TabDDPMAnalysis.ipynb b/TabDDPMAnalysis.ipynb new file mode 100644 index 00000000..870993c5 --- /dev/null +++ b/TabDDPMAnalysis.ipynb @@ -0,0 +1,213 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 771 + }, + "id": "_8vQ99lZBSgv", + "outputId": "b1932d63-768a-40e0-bdaa-6b74b088e2fb" + }, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Training shape: (4435, 37)\n", + "Testing shape: (2000, 37)\n", + "\n", + "Training TabDDPM...\n", + "Epoch 1, Loss: 0.7926\n", + "Epoch 2, Loss: 0.3590\n", + "Epoch 3, Loss: 0.2392\n", + "Epoch 4, Loss: 0.2303\n", + "Epoch 5, Loss: 0.2164\n", + "Epoch 6, Loss: 0.2065\n", + "Epoch 7, Loss: 0.2035\n", + "Epoch 8, Loss: 0.2030\n", + "Epoch 9, Loss: 0.2012\n", + "Epoch 10, Loss: 0.2020\n", + "\n", + "Evaluating model on test set...\n", + "\n", + "Denoising Evaluation Metrics:\n", + "- MSE: 0.1998\n", + "- R² Score: 0.7980\n", + "\n", + "Generating synthetic samples...\n", + "Synthetic data saved to synthetic_data.csv\n", + "\n", + "Plotting heatmaps...\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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pEWXKr39ukSlvOaNgpYuamtZ9VpKtPx15+XNTfntOhCkf3NE2/updbN1709PfmPLWoyUh3ZqZ8ta581jdl0z5Of9ubcqfDn/pT5MnT9a4ceOUmZmpli1b6sUXX1Tbtm2Lzb722mt666239Ouvv0qSkpKS9NRTT7nlb7vtNk2fPt3t55KTkzVr1izz2DzltVNf1q1bV2vWrPHW6gAAwKlyBXj/Ap+gPwEA4CfoT2cM+hMAAH7CD/rTjBkzlJqaqhEjRmjp0qVq2bKlkpOTtWPHjmLz8+fP14033qh58+YpPT1dtWrV0oUXXqitW93fXHvRRRdp+/btRZd///vfp7SJPGU+9eULLxT/Dr5NmzbpzTffVFxcnCRp0KBBpzcyAABwShxeGPI79CcAAPwb/cn/0J8AAPBv/tCfxo8fr379+iklJUWSNGXKFH322WeaOnWqHn744ePyb7/9ttu/X3/9df3f//2f5s6dqz59+hQtDwkJKeoafwfzgbr7779f8fHxqlDB/UcLCwv11ltvKSgoSC6Xi6IEAADw/9GfAAAAbOhPAADgRPLz87VkyRING/a/ry4ICAhQz549lZ7u2amWDx48qCNHjqhKFfdTws6fP1/VqlVT5cqVdf7552vMmDGqWtV22noL84G6u+66S4sWLdI777yjJk3+d+7eoKAgzZ49W02b2s4pCwAAvIwv8/U79CcAAPwc/cnv0J8AAPBzPuhPeXl5ysvLc1sWEhKikJCQ47K7du1SQUGBYmNj3ZbHxsZq5cqVHt3e0KFDVaNGDfXs2bNo2UUXXaSrrrpKderU0bp16/TII4+oV69eSk9PV2Cg7fs7PWX+bOKUKVM0fPhwJScna9Ik2xdxH5OXl6ecnBy3S15+/imtCwAAuHNcAV6/4PT4rD/l0Z8AAPAG+pP/8VV/OpKfd/IfBAAAJ+WL/pSWlqbo6Gi3S1pamk/G//TTT+vdd9/Vhx9+qNDQ0KLlN9xwgy6//HK1aNFCvXv31n/+8x/9+OOPmj9/vk/GIZ3CgTpJuvLKK5Wenq4PP/xQvXr1UmZmpunni9vYL7469VSGAgAAcEbwRX96+ZVXfDRaAACA0ueL/vTxP33zYh8AADh9w4YNU3Z2ttvlz6e2/LOYmBgFBgYqKyvLbXlWVtZJv1/u2Wef1dNPP63Zs2fr7LPPPmG2bt26iomJ0dq1a213xuCU3+IVHx+vOXPmqEuXLjrnnHPkOI7HP1vcxr73rttPdSgAAODPXC7vX+AV3u5P/+jf34ejBQCgHKE/+S1v96crbi3+xT4AAGDkg/4UEhKiqKgot0txp72UpODgYCUlJWnu3LlFywoLCzV37ly1b9++xGGPHTtWo0eP1qxZs9S6deuT3s0tW7Zo9+7dql69un0becj8HXV/5nK5NGzYMF144YVasGCBxwMt7pyiucHBpzMUAACAM4I3+9OeEPoTAAAo+7zZn4KCPT/QBwAA/Ftqaqr69u2r1q1bq23btpowYYJyc3OVkpIiSerTp4/i4+OLTp/5zDPPaPjw4XrnnXeUmJhY9Gn9iIgIRURE6MCBAxo1apSuvvpqxcXFad26dRoyZIjq16+v5ORkn90Pr5w0PSkpSffdd58qV66szZs36/bb+XQcAAClxhXg/Qu8jv4EAIAfoT+dEehPAAD4ET/oT9dff72effZZDR8+XK1atdLy5cs1a9YsxcbGSpI2bdqk7du3F+Vffvll5efn65prrlH16tWLLs8++6wkKTAwUP/97391+eWXq2HDhrrjjjuUlJSk7777rsRP9nnDaX2irjh79uzR9OnTNXUq3zkHAEBpcDjV0hmH/gQAQOmiP5156E8AAJQuf+lPAwcO1MCBA4u9bv78+W7/zsjIOOG6wsLC9OWXX3ppZJ4zH6j75JNPTnj9+vXrT3kwAAAAZRH9CQAAwIb+BAAAygvzgbrevXvL5XKd8Mt7XadwJHX+7pamfGRYc1O+Uf3XTfmdq3Z6nF2yu4Vp3VGhTUz5pnXeMOV3r9tlyq/eaRtPVGgDU75ljTdN+X0ZO0z5ZXvONeUjK9rmWq0eL5ryW+ZmmfIrfDz36zaYbMpn/tc2/q1ZxvkT3tDjbMvatrm/Z51t7vy607YtI8Ns97Vh3Smm/I4Vtm2/cUczUz4yrLEp37SWcfy/28a/ZrttXxIVVs+UT4qzvbN2z9rtJw/9SWhEuCn/t+JUS37HV/3p602e71MlKSKsvinfMvFZUz7zF9t+YN1m346/Vc3xHmd3/G57Dvl9Y11TPiIs0ZRvV72SKb97TaYpv3RLU1M+wvgc0qB7mim/dZ5t+y/faht/xVDb+Js1GGfKb/vRtv03brI9p1UMrWPKt60Rbcrv+N3z8f/X+LiNDLc9bs+uW8WU37nS87/bJGn1Jtt4IsNtj/VzEp435f1t39O+RmVT3rrvCYuOMOX/VvQnv+Or/vTFLFtfOXqkwJQf2i3OlN8y3/Y4+mLeYVM+Z89BU/7hbjVM+Q1fbDblP529z+PsgX25pnU/dYltH7n643Wm/KxZtr8ZC44cNeVT29n2wTsW7TXl//NVjimfu98214YY5/7mr2zb8/M5trm8P/uQKX9PS1t/2vXTPlP+8y9s9zcgwPP9221Vgkzrzlxge+144cJQ2/q37jHl72pdyZTf/q2t/3321T5T/kTPO8W5vWmkKb97abYp3+ymRqb834r+5DXmLVm9enXNnDlThYWFxV6WLl3qi3ECAACcsehPAAAANvQnAABQXpgP1CUlJWnJkiUlXn+ydzsBAADfcuTy+gWnh/4EAIB/oz/5H/oTAAD+jf7kPeZTXz700EPKzS35o+f169fXvHnzTmtQAADg1DmcesDv0J8AAPBv9Cf/Q38CAMC/0Z+8x3ygrnPnzie8vmLFiuratespDwgAAKCsoT8BAADY0J8AAEB5YT5QBwAA/BzvaAIAALChPwEAANjQn7yGLQkAAAAAAAAAAACUAj5RBwBAGeO4yu+X7wIAAJwK+hMAAIAN/cl7OFAHAEAZw5f5AgAA2NCfAAAAbOhP3sOWBAAAAAAAAAAAAEoBn6gDAKCs4dQDAAAANvQnAAAAG/qT1/jNgbqE+9qa8rXb1zHlXSOeMeU37WrucbbGXeea1l2nS11TPvCh0ab86t0tTPnEwe1M+YRO9U35owNHmPLLdjQx5eNua2XKJ3ZOMOVDJ7xgyq/Y3dKUj+rW2JRveF09Uz4i7TlTfvku2/irp7Qy5et29/yx63pwjGndP2c1M+Xrp9rmfs02trnjGjXOlF+y0/P9jiTV7G/b9yR0sI0/8DHbfnONcfvXHWzc75+XaMofvd82f5Zsa2TKvxS/0ZQHfKHxkDamfM3WtUz5widfNOXXbmpoyte/9xxT3rofc0ZN8Dj7+2bb2Js8bNuH1WybaMrnP2R7Dlm6ydYPElLOtuW72OZO8ORXTPnlW5ua8mddYNtn178q0ZSv+MxEU37RVttzuHX71zk/0ZR3Hh1vyi/L8LzfNzfO/fgk29wpGG3r3quNj916xv1O7fNqm/Ku4bZt//tm21xu9JBv9/vWfc+iDNu+Z3LiJlMe8IXrn+1mygdUsL0IuTd9iSn/zfe29fe637Yfs45//+IfTPkvu9hO1nXlMM/3Y4FhgaZ1H1w0x5Rf2C3GlL/pbtvrbdZtnznvF1P+P1/lmPKXP97elA8Ms/1u9yxcasp//W2hKX/xfbbXQKzj3zrnN1N+3sIDpvyNxudwy/hXvLvCtO7ly3ab8tfc38qULzzqmPLbv7Ft+08+N45/TEdT3mrTnN9N+e8X7zfl+1501JTHmcl86sstW7Zo165dRf/+7rvvdPPNN6tz58665ZZblJ6e7tUBAgAAG8cV4PULTg/9CQAA/0Z/8j/0JwAA/Bv9yXvM9/zqq6/WDz/88e6ajz/+WN26ddOBAwfUsWNHHTx4UF27dtV//vMfrw8UAAB4xpHL6xecHvoTAAD+jf7kf+hPAAD4N/qT95hPffnbb7+pWbM/Tm+Wlpamp556SkOHDi26ftKkSRo+fLguvfRS740SAADgDEZ/AgAAsKE/AQCA8sL8iboKFSpo//4/zqO6YcMG9erVy+36Xr16adWqVd4ZHQAAMOPUA/6H/gQAgH+jP/kf+hMAAP6N/uQ95nvetWtX/fvf/5YknXPOOZo/f77b9fPmzVN8fPwJ15GXl6ecnBy3S36h7QtEAQBACVwu719wWuhPAAD4OfqT3/FVfzri0J8AAPAK+pPXmE99+fTTT6tz587atm2bOnXqpEcffVQ//vijmjRpolWrVmnGjBmaMmXKCdeRlpamUaNGuS27vXp13VHjxAULAADgTER/AgAAsPFVf7qpQlXdHBTjy6EDAACYmD9R16RJEy1atEj5+fkaO3ascnNz9fbbb2vkyJFau3at3n33Xd12220nXMewYcOUnZ3tdrk1rvqp3gcAAPAnjgK8fsHpoT8BAODf6E/+x1f96boKVf6eOwAAQBlHf/Ie8yfqJKlevXr697//LcdxtGPHDhUWFiomJkZBQUEe/XxISIhCQkLclgUHlN9fAgAAKPvoTwAAADa+6E9B5fj7bwAAgH86rXbicrkUGxur6tWrF5WkzZs36/bbb/fK4AAAgJ3jcnn9Au+hPwEA4H/oT/6N/gQAgP+hP3mP199GtGfPHk2fPt3bqwUAAB5yXAFev8C36E8AAJQu+tOZh/4EAEDpoj95j/nUl5988skJr1+/fv0pDaR2+zqm/MYF60z5ljdvMOWjQht7nE3okGBa9/p5trG3vtW2TaNCm5jyNdsmmvIbF6w15Ztdb9v20WENTPl6PeqZ8mtn2cbf7k7b9o8Ma27KN7zONv7V79nmT/cBtrx1/ImdbfN/3WzPt2fb223bPjrc88etJCV2aWjKZ3y72pRvtm+TKR8ZZnvs1ulS15S37nuS7jDuN43jr31eoimf8Z1xv9/XOvfrm/LfZNjmfgPbQ71MmDx5ssaNG6fMzEy1bNlSL774otq2bVts9rXXXtNbb72lX3/9VZKUlJSkp556qsT8mcZX/alm61qm/Kb0DFO++f4tpnx4qO05vPZ5tU35jO8yTPlz7t7ocTbCuA+o2ca2D9iyOMOUb7x/sykfEWbr0nXOTzTl1822PSe0G2R7Dqxo6N6SVP+qRFN+7cwMU77LA57PHUmKCGtqyid2s8196/Zvfa9t+0eEef4kVes8499t39v2b81yjP0p3PbYTexkG/+6uca/3e62/a4iw237zVptbXNn4/e28TTPsc39qHDb9ly42Tb+hvQn+tMJnGp/sio4VGjK5+Z5dlrOovyBg6Z8UKTtpbz8PUdM+f1HQk4e+pPcAwdMeYuCQwWm/MGCMFM+N9e2baysc+fA4UBTPnf/YVM+MMz2Arh1/Putc3//flPe1+PPOWhb/8H9eaa8K8j2SSHL+PcfsN3Xg8a5UyHKtt/Jy8o35Q8ctm37Q7m28QdU8N22l6QDh2zrt86dkEDbeHBmMh+o6927t1wulxzHKTHjKscfUQQAoLQ5Kv3n4RkzZig1NVVTpkxRu3btNGHCBCUnJ2vVqlWqVq3acfn58+frxhtvVIcOHRQaGqpnnnlGF154oX777TfFx8eXwj3wLvoTAAD+jf7kf+hPAAD4N3/oT2WF+bOE1atX18yZM1VYWFjsZenSpb4YJwAAOIOMHz9e/fr1U0pKipo2baopU6YoPDxcU6dOLTb/9ttva8CAAWrVqpUaN26s119/XYWFhZo7d+7fPHLfoD8BAICToT+5oz8BAIDywnygLikpSUuWLCnx+pO92wkAAPiWL84RnpeXp5ycHLdLXl7xp2vIz8/XkiVL1LNnz6JlAQEB6tmzp9LT0z26DwcPHtSRI0dUpUoVr2yT0kZ/AgDAv5X2d6zQn45HfwIAwL+Vdn8qS8ynvnzooYeUm5tb4vX169fXvHnzTmtQAADg1Dk+OAVQWlqaRo0a5bZsxIgRGjly5HHZXbt2qaCgQLGxsW7LY2NjtXLlSo9ub+jQoapRo4bbi1VnMvoTAAD+zRf9KS8v77g3NoWEhCgk5PjvAKM/HY/+BACAf/NFfyqvzAfqOnfufMLrK1asqK5du57ygAAAgP8ZNmyYUlNT3ZYV9yKTNzz99NN69913NX/+fIWGhvrkNv5u9CcAAMofyxudThf9CQAA4MxlPlAHAAD8my++zLekd38XJyYmRoGBgcrKynJbnpWVpbi4uBP+7LPPPqunn35ac+bM0dlnn33K4wUAALDwRX+yvNGJ/gQAAM40vuhP5VX5PeknAADwieDgYCUlJWnu3LlFywoLCzV37ly1b9++xJ8bO3asRo8erVmzZql169Z/x1ABAAB8JiQkRFFRUW6Xkg7U0Z8AAADKLz5RBwBAGeMPX76bmpqqvn37qnXr1mrbtq0mTJig3NxcpaSkSJL69Omj+Ph4paWlSZKeeeYZDR8+XO+8844SExOVmZkpSYqIiFBERESp3Q8AAFA+0J8AAABs/KE/lRUcqAMAoIzxh1MPXH/99dq5c6eGDx+uzMxMtWrVSrNmzVJsbKwkadOmTQoI+F+he/nll5Wfn69rrrnGbT2++h4XAACAP6M/AQAA2PhDfyorOFAHAAB8YuDAgRo4cGCx182fP9/t3xkZGb4fEAAAgJ+jPwEAAJQ/HKgDAKCM4dQDAAAANvQnAAAAG/qT97gcx3GsP/Sf//xHixcvVnJysjp27Kivv/5azz77rAoLC3XVVVfprrvuMg9k85oVpnzlPetM+VUPP21bf0Jlj7Mhj6SZ1l1pt23sv9z/lClftX6MKR82YqwpX2nvBlPeuu1jGpxlygc+OMaUr7RnvSm/9M4RpnxMgyqmfOW050z5aOP8mdftEVO+Zo9YU/6siZNM+WjD9l/Sb5Rp3bHNqpnyYWMmmPKV99rmzuqhtsdulTpVTfmgh23rtz52fx002pSvUtc290OfeN6Ut27/VQ/Z9g1V69n2PbfufMCUX/BpV1P+dGxcu8rr60yo38jr6yxvfNGf1q23PS6q5myyrX/wo6a8pT9JUsBj4035KjkbTfkV//B8/NZ9WNAY2/NflewMU37tA7b+YX0O0aO2bV812/YcsrzPEFPe2p+inploykfvs82dbzummvLx3W0dpMrkV035Svu3mPLW7V+tiefPgUHPTDGt+4zf7xjn/q/9HzPlq9azzf2QJ1805a37zVWDHjflrX979tn9kClPf4Iv+tPnS4+Y8vkFthchgzo0NeWrnhttyhe8+bUpn304xJRXpxameGw7WwfZ98Jcj7N7coNN6654vm3bRzUIN+X3Tl1syucdtc2d8O628dfsFmfK7xn7hSm/Py/IlA84r5kpX62d7Tk8/9U5pvyeQ6GmfGDn5qa8de5ve/YbUz7Q5flL9sGXn2tad/Uk2+sfeu5tU3z7QVu/yT+vpSmfmBxvym9/4jNT3nFsp3M82qmVKV+tjW3upFYeZ8rP/6C9KX866E/eYz7k+corr+jKK6/U559/rosvvlj/+te/1Lt3b8XHxysxMVH333+/Jk60/eEMAAC8x5HL6xecHvoTAAD+jf7kf+hPAAD4N/qT95hPffnCCy/opZdeUr9+/TRv3jxdfPHFeu655zRgwABJ0nnnnaexY8fqvvvu8/pgAQDAyXHqAf9DfwIAwL/Rn/wP/QkAAP9Gf/Ie85bcsGGDkpOTJUndu3dXQUGBunTpUnR9t27dtHGj7fQaAAAAZRn9CQAAwIb+BAAAygvzgbqqVasWFaFt27bp6NGj2rTpf987sHHjRlWpcuLz0Obl5SknJ8ftkpefbx0KAAAoBqce8D8+6095eT4dNwAA5QX9yf/4qj8dyac/AQDgDfQn7zGf+vKKK67QHXfcob59++qTTz5Rnz599MADDyggIEAul0sPPfSQLrzwwhOuIy0tTaNGjXJbdv/AAUoddI91OAAA4C8cV/ktNv7KV/3p3kGDON0TAABeQH/yP77qTzfd9Zhu7j/cl0MHAKBcoD95j/lA3TPPPKP8/Hy9++676tChg1588UW98MILuuKKK3TkyBF17dpVaWlpJ1zHsGHDlJqa6rZsx+b11qEAAACcEXzVn7Zs3erLYQMAAJQaX/WneSv4Ph0AAOBfzAfqKlasqFdffdVt2YMPPqiBAwfqyJEjioyMPOk6QkJCFBIS4rYsOzjYOhQAAFAMx+EdTf7GV/0pZNcur44TAIDyiv7kf3zVn4KCj3h1nAAAlFf0J+/x2tuIQkNDFRkZqc2bN+v222/31moBAADKLPoTAACADf0JAACUNV7/vP+ePXs0ffp0b68WAAB4yFGA1y/wLfoTAACli/505qE/AQBQuvylP02ePFmJiYkKDQ1Vu3bttHjx4hPm33//fTVu3FihoaFq0aKFPv/8c/f75TgaPny4qlevrrCwMPXs2VNr1qw5pbF5ynzqy08++eSE169fz3fNAQBQmhxx6gF/Q38CAMC/0Z/8D/0JAAD/5g/9acaMGUpNTdWUKVPUrl07TZgwQcnJyVq1apWqVat2XH7hwoW68cYblZaWpksvvVTvvPOOevfuraVLl6p58+aSpLFjx+qFF17Q9OnTVadOHT3++ONKTk7WihUrFBoa6pP7YT5Q17t3b7lcLjmOU2LG5bL/gr7JbGLKR4c3NOVb1HvdlN+5Msvj7JodzU3rjgq33ddG9V89eehPdq7aacpv3NnMlI8Ma2zKN6vzmim/a41t/Kt2+Hb8DZtNNuUz/+v53JGk5btamvKRYbb5VrvHRFN+y1zb+H/b2cKUjwxr6nG2XoMXTeu2bvttO2xzITqsvinftJ7tsbtrzQ5TfrVx7keFG+d+Xdvc37nS9tjdkGkbT1SYbb/fLOElUz7rt0xTPrRuRVMe5Zuv+tPX6+ua8hFhdUz58+pUNeW3/3e7Kb9yk+1xHWHcD7dMfNbj7I4Vtn3wmk22sUSG235X59R63pTftdo2/p8zbOOPMo7/7CZnmfLbfrTtgxdttfWhCEP/kKQG3Z825bfOs23/ZVtsfw9UDG1kyjerV9mUt2z/jAzbXIgMTzTlWxv3O9a5/+tm234nMtz2WDm7ge2xa973+Hj8LROM4//dNn76Eyx81Z8+nZtryh89UmDK9+9QxZTPWrjHlP/ue9tLedn7bPe3fyfbc7j1OXDON0c9zmbvzjGt+6FetUz5DV9sNuX/85VtPNa5k9Ig3JTf/JWte3/9baEpn7t/vyl/Rztb/9ixaK8p/823gaZ8TrZt/DfVDTPlMxfYvi/cOn8CAj3/ZFHvQ7bf7cavtpnyPy89/mDHiWRuP2jKX2uc+xlfbjXlZ5/v+X5HkpzCkp93inNVfMjJQ3+y/Vvb62f1RzYw5cub8ePHq1+/fkpJSZEkTZkyRZ999pmmTp2qhx9++Lj8xIkTddFFF+mhhx6SJI0ePVpfffWVJk2apClTpshxHE2YMEGPPfaYrrjiCknSW2+9pdjYWH300Ue64YYbfHI/zJ8lrF69umbOnKnCwsJiL0uXLvXFOAEAgIccubx+wemhPwEA4N/oT/6H/gQAgH/zRX/Ky8tTTk6O2yUvL6/Y28/Pz9eSJUvUs2fPomUBAQHq2bOn0tPTi/2Z9PR0t7wkJScnF+U3bNigzMxMt0x0dLTatWtX4jq9wXygLikpSUuWLCnx+pO92wkAAKC8oT8BAADY0J8AACh/0tLSFB0d7XZJS0srNrtr1y4VFBQoNjbWbXlsbKwyM4s/a0hmZuYJ88f+a1mnN5hPffnQQw8pN7fkj83Xr19f8+bNO61BAQCAU8c7uP0P/QkAAP9Gf/I/9CcAAPybL/rTsGHDlJqa6rYsJMR2etEzkflAXefOnU94fcWKFdW1a9dTHhAAADg9vNDkf+hPAAD4N/qT/6E/AQDg33zRn0JCQjw+MBcTE6PAwEBlZWW5Lc/KylJcXFyxPxMXF3fC/LH/ZmVlqXr16m6ZVq1aeXo3zMynvgQAAAAAAAAAAABKS3BwsJKSkjR37tyiZYWFhZo7d67at29f7M+0b9/eLS9JX331VVG+Tp06iouLc8vk5ORo0aJFJa7TG8yfqAMAAP7NcXhHOAAAgAX9CQAAwMYf+lNqaqr69u2r1q1bq23btpowYYJyc3OVkpIiSerTp4/i4+OLvufuvvvuU9euXfXcc8/pkksu0bvvvquffvpJr776qqQ/vgP3/vvv15gxY9SgQQPVqVNHjz/+uGrUqKHevXv77H5woA4AAAAAAAAAAABnlOuvv147d+7U8OHDlZmZqVatWmnWrFmKjY2VJG3atEkBAf87sWSHDh30zjvv6LHHHtMjjzyiBg0a6KOPPlLz5s2LMkOGDFFubq7uuusu7du3T506ddKsWbMUGhrqs/vBgToAAMoYvmMFAADAhv4EAABg4y/9aeDAgRo4cGCx182fP/+4Zddee62uvfbaEtfncrn0xBNP6IknnvDWEE+KA3UAAJQx/lKUAAAAzhT0JwAAABv6k/cEnDwCAAAAAAAAAAAAwNtO6RN1ixcvVnp6ujIzMyVJcXFxat++vdq2bXvKA2nxZFdTvvo5iab84aFPm/JrdzT2OJt4n+1+1z4v0ZR3jXjGlN+4s/nJQ38S3/9cU75Ol7qmfMDDT5ryq43jb/RYJ1O+xrkJpvzRMc+b8luzmpjy1VNamfKJnW3jD5k4yZT/bWcLUz66u+ePFUlqeF09j7MRac+Z1r18V0tTvvmT3U35uJa1TXnrfmeNYb8jSfUePM+Uj29tmzvOE+NN+Y3GuV/7btu+J6GDbfwBj48z5ddm2sY/pUaGKf934h1N/skX/anN2M6mfFxL2+No/6MvmvK/bbCtv9mQNqZ8rba2/fCRp17yOLt6o+fPT5LU8H7bPqx2+0RTvnC4rX/8urmhKd9qZHtTvnor27bPe/plU37jJtv2T0g525RP7GYbf4XJr5ryy7bYnkOqXdjIlK9/VaIpH/bsZFN+0WbPx3/u077d7xx4dKIp/+umOqZ8o4d8u98pGP2CKb/G+Nitd+85pnzt82zj16gJpviKTbbxT0nYYMr/nehP/skX/emyEba/owIq2OZG/qLFpvzC9GBTvstA29+9VgXLF5ryc2bbxt9zcJLH2cAw2+cLXMu+MuWXXBNnyl/Z3/Z6idWBb3825T+fc9CUv/g+W3+1bv/8H3405b/5NtCU73pvK1PeFWR77O779jdT/uv0Q6b8FUNbm/KWfU/GB7+b1r1s2V5TvvedttdqC486pnzOgl9M+Q9n5ZjyVz9q63/W8e+ev8KU/26x7bF7Z88CU/7vRH/yHtOBuh07dujqq6/W999/r9q1axd9IV9WVpYGDx6sjh076v/+7/9UrVo1nwwWAACcnONQlPwJ/QkAAP9Hf/Iv9CcAAPwf/cl7TG+NGDBggAoKCvT7778rIyNDixYt0qJFi5SRkaHff/9dhYWFuueee3w1VgAAgDMO/QkAAMCG/gQAAMoT0yfqvvzyS3377bdq1Oj4U7U0atRIL7zwgrp16+atsQEAgFNQyKkH/Ar9CQAA/0d/8i/0JwAA/B/9yXtMn6gLCQlRTk7J54Ddv3+/QkJCTntQAAAAZQX9CQAAwIb+BAAAyhPTgbrrr79effv21YcffuhWmHJycvThhx8qJSVFN95440nXk5eXp5ycHLdLfmGhffQAAOA4jlxev+DU0Z8AAPB/9Cf/4sv+dMShPwEA4A30J+8xnfpy/PjxKiws1A033KCjR48qODhYkpSfn68KFSrojjvu0LPPPnvS9aSlpWnUqFFuy/rXq61/1E+wDAcAABSDL/P1Lz7tT3Vr6e569CcAAE4X/cm/+LI/3VShqm4OivHJuAEAKE/oT95jOlAXEhKil19+Wc8884yWLFmizMxMSVJcXJySkpIUFRXl0XqGDRum1NRUt2WrrrnYMhQAAIAzgi/708qrenl9vAAAAKXNl/1pXmxrr48XAADgdJgO1B0TFRWl7t27n/KNhoSEHHcu8eAA01k4AQBACcrzqQL8Gf0JAAD/RX/yT77oT0Eu+hMAAN5Af/Ieczs5dOiQFixYoBUrVhx33eHDh/XWW295ZWAAAABlBf0JAADAhv4EAADKC9OButWrV6tJkybq0qWLWrRooa5du2rbtm1F12dnZyslJcXrgwQAAJ5zHJfXLzh19CcAAPwf/cm/0J8AAPB/9CfvMR2oGzp0qJo3b64dO3Zo1apVioyMVKdOnbRp0yZfjQ8AABg5cnn9glNHfwIAwP/Rn/wL/QkAAP9Hf/Ie03fULVy4UHPmzFFMTIxiYmL06aefasCAAercubPmzZunihUrnvJAarSuZ8pvXbzWlK931QZTPjqsvsfZ2u3rmNad8a1t7K1usY09MqyJKZ/QIcGUXz9vnSmf1Me346/VoYEpv3nhGlO+4b4MUz4qvKEpX7e7bf6sm73elG/Xz5aPDGtqyje8zvbYXf2e5/On+wDbXIsMa27K1+zQyJTf+sNqUz4hx/ZHZGSYbS4ndLLlM761jb/ZXttj1zz3u3m+n5WkdXNtj92kO2zzJ9o4/u822R679W0PFZQhvuxPcS1tz+HblmaY8gmHtpryEWG1TfmarWuZ8hu/t+2Xmvfb6HE2Isz2mK7Zxjb2jAW2sbe6y/OxS1KEobtKUo1zE035rT/axl//wBZTvmKobfvXOT/RlF832zb+toOs47d1ivpXJZrya2dmmPKdh9g6SHhoY4+zNZJsv6sti21dNDHXuu1t+0Hr324bF9j6RHNj/7M+du1/u9nmftIA3+570rfSn+AZX/Ynq4JDhab8vkOhpnz2voOmfGBYoCl/NOeoKb8vL9yU3599wJR3BXn+Iqx12+8/GmHK79ubZ8pbWcefkxtkyu/PPmTKB4bZvgHJOv49xrmfk73flLfMHUlyjjim/J4DtsfW/n227W9l2f77coyPFeN+p0KU6RCC8vccMeX35NrWf2BfrilvZZ47+22PrZy9trkTUaHAlJeijXn4A9MsOnTokCpU+N8Dx+Vy6eWXX9Zll12mrl27avVq24vAAADA+zj1gH+hPwEA4P/oT/6F/gQAgP+jP3mP6XB148aN9dNPP6lJE/dPPE2aNEmSdPnll3tvZAAAAGUA/QkAAMCG/gQAAMoT0yfqrrzySv373/8u9rpJkybpxhtvlOPYPhoKAAC8q9AHl1MxefJkJSYmKjQ0VO3atdPixYtPmH///ffVuHFjhYaGqkWLFvr8889P8Zb9C/0JAAD/5y/9CX+gPwEA4P/oT95jOlA3bNiwE75o9tJLL6mwsDxvTgAASp8/nHpgxowZSk1N1YgRI7R06VK1bNlSycnJ2rFjR7H5hQsX6sYbb9Qdd9yhZcuWqXfv3urdu7d+/fXX090cpY7+BACA//OH/iTxRqdj6E8AAPg/f+lPZYHtmw4BAAA8MH78ePXr108pKSlq2rSppkyZovDwcE2dOrXY/MSJE3XRRRfpoYceUpMmTTR69Gide+65Rac3AgAAKOt4oxMAAED5xIE6AADKGEcur18s8vPztWTJEvXs2bNoWUBAgHr27Kn09PRifyY9Pd0tL0nJyckl5gEAALyptPuTxBudAADAmcUf+lNZwYE6AABwUnl5ecrJyXG75OXlFZvdtWuXCgoKFBsb67Y8NjZWmZmZxf5MZmamKQ8AAODvLP2JNzoBAACUXxyoAwCgjPHFOcLT0tIUHR3tdklLSyvtuwoAAOAVpd2feKMTAAA40/Addd5TobQHAAAAvMsXpwoYNmyYUlNT3ZaFhIQUm42JiVFgYKCysrLclmdlZSkuLq7Yn4mLizPlAQAAvKm0+xMAAMCZpjyfqtLb+EQdAAA4qZCQEEVFRbldSnqhKTg4WElJSZo7d27RssLCQs2dO1ft27cv9mfat2/vlpekr776qsQ8AACAv7P0J97oBAAAUH65HMdxrD9UWFiogIDjj/EVFhZqy5Ytql27tnkgG9atNeWr7ltnym8fO96Uj6xRxeNswYDHTeuuvMc29pVDnjLlq9SpasoHP/K0KV9pz3pT/tf7xpjyVevHmPJBoyaY8lWyN5jyG0cYt09tz+eOJLnuH2Vbv3H7L71zhCkf08A2/sppz5ny0bs9n//zuj1iWnd892qmfNTL00z5mGzbtt/65FhTPqqmbdsfvfcJU77KXtu+Z/WQJ23rN+57KgyzPbas+85fB4025avUtW3/fnnDTflvZnYw5U/Ht7/len2dXZpVNOVnzJihvn376pX/1969h8d45/8ff09ETnISQZxycChRilIpVRSL1pfWalVLlSpFQ4u1ZLd1qlO3tlW0dLtlq1vtdtvaYktpaVWljqVFnA9BRJBKkIgk8/n90V9TWTnMO5nhnuT5uK65Lpn7lU8+ud1zzytzz33PW29J69atZe7cufLRRx/J/v37pXr16jJw4ECpVatW3uWfNm/eLB06dJDZs2dLjx495MMPP5SZM2fKzp07pUmTJk7/fW4FV/Sn/UdOqfJVrp5W5X+ernsOqVQtSJW/+pzu8qkhl06q8kefd/x5pHJEZdXYHi/oumXl9ERVPmGE7jlQuw+T6X9Txatk6ra103/UzT+wpm7bMXG6/qFd/z8+MU6Vr1JPt/0EzHlDlQ9Wzv/bu0er8poO5btwmWrskKtJqvy5F3TbTkCNYFU+a9wcVb7KZd26PzJ6oiofVFu37XhOm6fKV1H+7bNnmHLfE6Wb/9Brur+dv/3sXlW+NKzQn2JiYqR169Yyf/58EfmlI4SHh0tsbKxMnHjjtvXoo49KRkaGrFy5Mu++tm3byh133CGLFi0q3eQtwhX9aek3uvy1HF2+du9oVd63lu4sy7T3dujyGRVU+Wq9b1flK9XWzf/MW9sdzl5I051fUG+g7u+GCr668U8s+VGVv5atikudhxqp8lWa6frT6dd1n1+ZnqFbP9Ue0M3fv66vKn/xH45vOyIiqZd1237V3zVU5YOb+Kvyh17TPXY9FCcqVeup2++EtghW5TPe/FKVT0rzU+UDu+jmX+0uXf849vJ3qnyuXXeWWHD3xqp8QD3d+pnebIkqv/ofd6jypWGF/lRWqPa46enp0rdvX6lUqZJUr15dJk2aJLm5uXnLz507J1FRUU6fJAAAcJwRm9NvWo8++qjMmTNHJk2aJM2bN5ddu3bJmjVr8j5HJTExUc6cOZOXb9u2rSxbtkz+9re/SbNmzeTjjz+W//znP2XiIB39CQAA67NCfxo7dqy8/fbb8u6770pCQoKMGDFCrly5IoMHDxYRkYEDB0pcXFxe/rnnnpM1a9bIX//6V9m/f79MmTJFtm/fLrGxsU5bL7cK/QkAAOuzQn8qK1SfUffiiy/K7t275b333pOLFy/K9OnTZefOnfLpp5+Kl5eXiIiU4AQ9AABQBsXGxhb6QtHXX399w32PPPKIPPLIIy6e1c1HfwIAAI549NFH5dy5czJp0iRJTk6W5s2b3/BGp+vPLvv1jU4vvPCC/OlPf5IGDRqUmTc60Z8AAEB5ojpQ95///Efeffdd6dixo4iIPPTQQ9KjRw/p2bOnrFixQkREbLbye9QTAAArMIbnYiuhPwEAYH1W6U+80ekX9CcAAKzPKv2pLFBd+vLcuXMSERGR93VoaKh8+eWXcunSJXnggQckIyPD6RMEAABwZ/QnAAAAHfoTAAAoT1QH6sLDwyUhISHffQEBAbJ27VrJzMyU3r17OzROVlaWpKen57tlZWVppgIAAAphjPNvKDlX9qdr9CcAAJyC/mQtruxP2dfoTwAAOAP9yXlUB+q6du0qS5YsueF+f39/+eKLL8THx8ehcWbNmiVBQUH5bgsXvaWZCgAAKIRdbE6/oeRc2Z/+tugNZ08XAIByif5kLa7sT6ven+Xs6QIAUC7Rn5xH9Rl1U6dOlaSkpAKXBQQEyLp162Tnzp3FjhMXFydjx47Nd1/SqZOaqQAAALgFV/an46fOOWWOAAAAVuLK/vTvLd5OmSMAAICzqA7UVa5cWSpXrlzo8oCAAOnQoUOx43h7e4u3d/5idMGbogQAgDPwYb7W4sr+5OWdXur5AQAA+pPVuLI/VfQq9fQAAIDQn5xJdelLEZHMzEzZtGmT7Nu374ZlV69elaVLlzplYgAAAGUF/QkAAECH/gQAAMoL1YG6gwcPSnR0tLRv316aNm0qHTp0kDNnzuQtT0tLk8GDBzt9kgAAwHF8mK+10J8AALA++pO10J8AALA++pPzqA7UTZgwQZo0aSIpKSly4MABCQgIkHvuuUcSExNdNT8AAKBkxOb0G0qO/gQAgPXRn6yF/gQAgPXRn5xH9Rl1mzdvli+//FJCQ0MlNDRUVq5cKSNHjpR7771XNmzYIJUqVSrxROLP1FPlA3wjVfnWkf9U5S8eT3E4uy05WjV2kN9tqnzTBn9X5c/tP6vKH0q5XZUP8G2kyjes+6Yqn7JPN/8TyQ1U+QDfuqr8nfUWq/KpRxzfdkREdp/Vrf8gP936v+32N1T55B9163/X+WaqfIBvE4ezde6bqxr79Abduk9I1m0LQb7hqnzzcN22k5Z4XpXfdVa3Lwnw1e1nm9R7S5W/cEQ3/wNndfvOQOW+87a6um3/3P5zqrzPHX6qPMovV/anb47UVuUD/Gqp8vfVDFHlzx84U3zoOt8f1e2H/X2jVPm7o6o4nD27N1k19p4Tun1SoF99Vb55Xd261+7D9hzRPacFVqqjyreLdHzdi4ikJOjW/w/HdevTX/kc2Dy6qiqftE03/y0ndc+Bfj66/tfovmqqvKZDJR3TbQv+vrr91L21ddvOhUO6db/tuG4/EugXocrfVU+37Wj3PQmJum0/wE+3n72jgfKxu0/Xv/2aB6jyKL9c2Z82btL93ZKTnavKj75L9zhKjtfNZ8P3mar8pbSrqvxzbXTPIYlfJKnyX29y/DOW037OUI3dqZPuOefwZ8dV+U2bdH0r+1qOKj+yaaAqf377RVV+w+bLqnzGpSxVfmSMcttXPhbXxyu3/Yu6/FNN/FX5i3t06/Pbb3Xbj83D8QMW/QJVL/FLyrafVfntu7yLD13nTFKaKv9EY10/0M7/m82XVPncXN1pXf2jfFV57bYT0U/Xv+GeVGfUZWZmiqfnbw98m80mCxculJ49e0qHDh3k4MGDTp8gAADQsRvn31By9CcAAKyP/mQt9CcAAKyP/uQ8qsPtjRo1ku3bt0t0dP53gC5YsEBERHr16uW8mQEAAJQB9CcAAAAd+hMAAChPVGfU9e7dWz744IMCly1YsEAee+wxMeX5E/8AALAAY2xOv6Hk6E8AAFgf/cla6E8AAFgf/cl5VAfq4uLi5PPPPy90+Ztvvil2u73UkwIAACVnjPNvKDn6EwAA1kd/shb6EwAA1kd/ch7VgToAAAAAAAAAAAAAzsGBOgAAyhi72Jx+AwAAKMvoTwAAADru1p9SU1Olf//+EhgYKMHBwTJkyBC5fPlykflRo0ZJw4YNxdfXV8LDw2X06NGSlpaWL2ez2W64ffjhh6q5eZboNwIAAAAAAAAAAADcQP/+/eXMmTOybt06yc7OlsGDB8uwYcNk2bJlBeaTkpIkKSlJ5syZI40bN5YTJ07I8OHDJSkpST7++ON82SVLlkj37t3zvg4ODlbNjQN1AACUMeX5mt4AAAAlQX8CAADQcaf+lJCQIGvWrJFt27ZJq1atRERk/vz58sADD8icOXOkZs2aN3xPkyZN5JNPPsn7ul69ejJjxgwZMGCA5OTkiKfnb4fXgoODJSwsrMTz49KXAACUMcbYnH4DAAAoy+hPAAAAOu7Un+Lj4yU4ODjvIJ2ISJcuXcTDw0O2bNni8DhpaWkSGBiY7yCdiMizzz4roaGh0rp1a1m8eLEY5VFMpxyo69Spk5w4ccIZQwEAAJQL9CcAAAAd+hMAAGVbVlaWpKen57tlZWWVetzk5GSpVq1avvs8PT0lJCREkpOTHRrj/Pnz8tJLL8mwYcPy3T9t2jT56KOPZN26ddKnTx8ZOXKkzJ8/XzU/1aUvV6xYUeD9GzdulFWrVkmdOnVERKRXr16qSYiINJl5nypf6+7bVPlLQ19U5Xefq+9wtuWcrqqxa7RuqMr/HPdXVf5YSl1VPmbh/6ny1Vo2UuXPTl+oyp9OiVDlaw+9U5WPaq9bP/L8FFV8z7kmqnz9sTGqfGR73bZ/bfpcVT4pRff/22SG7rFbu63j2//Fhf9QjZ2QrPu/Deyo+10b9K2nynu8OEOV/+F8c1W+xiBdvl5n5fz/qJt/wtnbVfnGk+9V5Wvf7fh+WUTkyvQFqvyxJN36eaPmcVX+ZrK70aUHygNX9qc2czuq8mEtIlX5iyNnq/Jbjoer8vcs6KzKV2+he5ye+/ObDmf3naitGrvDOw+o8tWa6+Z++qXFqvzBkzdepqMo0aNaqPKR7aJU+dw/6LadH0/q+k2Tia1V+Tp36+Z/9eVFqvzx47oOcuds3XNgzZa6+f+8sODPWChM0rE6js/lft3fMvV/H6nK25XddcfJaFW+7lN36PJddOve/PlVVX7fCV2/uWNKG1W+Vivd/C9Pf0uV339c97fbgkjrHmChP1mLK/tT7yn3qPK2irp39ydt2qPKr/n6iirfc7LuNYTczFxVPmXLLlV+eZvLqvzvJ93tcNbDU7fuL279XpVf376iKv/70br+pN12jq5NUOU/X31GlX9s/F2qvHrb/1a37a9al67KPzihVfGhUjj0+X5V/ttvz6nyv5/WTpXXrP9t/9irGvunnbptZ/DY5qp89qUcVf7IGt26/3xVoir/xAu6/aZWwgrd/L+P1207Y/tcVeVvJlf0p1mzZsnUqVPz3Td58mSZMmVKgfmJEyfKyy+/XOSYCQm6/WtB0tPTpUePHtK4ceMb5vLii78de2rRooVcuXJFXnnlFRk9erTD46sO1D300ENis9kKPG1v1KhRIiJis9kkN1dXAgAAgPO40zXCywP6EwAA1kd/shb6EwAA1ueK/hQXFydjx47Nd5+3t3eh+XHjxsmgQYOKHLNu3boSFhYmKSkp+e7PycmR1NTUYj9b7tKlS9K9e3cJCAiQ5cuXS8WKRb/RIyYmRl566SXJysoqcu7XUx2o69atm1SoUEEWL16c7zTBihUryu7du6Vx48aa4QAAAMo8+hMAAIAO/QkAgPLJ29vb4YNbIiJVq1aVqlWrFptr06aNXLx4UXbs2CEtW7YUEZH169eL3W6XmJjCz7pMT0+Xbt26ibe3t6xYsUJ8fHyK/Vm7du2SypUrq34P1WfUrV69Wjp37iytWrWSVatWab4VAADcJEZsTr+h5OhPAABYH/3JWuhPAABYnzv1p+joaOnevbsMHTpUtm7dKt99953ExsZKv379pGbNXz5K4vTp09KoUSPZunWriPxykK5r165y5coVeeeddyQ9PV2Sk5MlOTk576z+lStXyt///nfZs2ePHD58WBYuXCgzZ87MuwKAo1Rn1ImIjBkzRu677z7p37+/rFy5Ul577TXtEAAAAOUK/QkAAECH/gQAAJzp/fffl9jYWOncubN4eHhInz59ZN68eXnLs7Oz5cCBA5KRkSEiIjt37pQtW7aIiEj9+vk/W/rYsWMSGRkpFStWlDfeeEPGjBkjxhipX7++vPrqqzJ06FDV3NQH6kREmjdvLtu3b5cxY8ZI8+bNC7xmeFGysrIkKysr333Xcu3iVUF1gh8AACiAKz7MF6VHfwIAwLroT9bkiv6UbexS0UZ/AgCgtNytP4WEhMiyZcsKXR4ZGZmva3Ts2LHY7tG9e3fp3r17qedW4mbi6+srixYtkjlz5sioUaMkNDTU4e+dNWuWBAUF5bu9czSxpFMBAADXMcb5NzgH/QkAAGuiP1mXs/vTR/ZUF84WAIDyg/7kPKV+C1GvXr3ktddey/fhvsWJi4uTtLS0fLchdcNLOxUAAAC3QH8CAADQcVZ/6usR4sJZAgAA6KkP1GVmZsqmTZtk3759Nyy7evWqLF26tNgxvL29JTAwMN+NyzYBAOAcvKPJeuhPAABYG/3JelzVn7jsJQAAzkF/ch5VOzl48KBER0dL+/btpWnTptKhQwc5c+ZM3vK0tDQZPHiw0ycJAADgruhPAAAAOvQnAABQnqgO1E2YMEGaNGkiKSkpcuDAAQkICJB77rlHEhP5fBQAAKzCbmxOv6Hk6E8AAFgf/cla6E8AAFgf/cl5PDXhzZs3y5dffimhoaESGhoqK1eulJEjR8q9994rGzZskEqVKpV4ImEtIlX5pK2HVPnIB46q8oG+kQ5nqzWNUI2dvP2gKl/zd8dU+UBf3efVVLk9SpU/v1u37kM7nFDlA31rqfIRbXXr/+iGI6p8qyd0+QDfaFW+9l26+R/fqNt+bn9Et+0H+dZX5cOa6ba30987Pv8I5eM2SLntN+hbT5U/+JFuW7hvpG7+Ab5NVfnIe3XbzuE1h1X51oN1+54gv0aqfI3muv+vxE0HVPnbfq/7/wryi1Tlv03U7Tvr6za3UinPlwqwIlf2p+pN66jyZ3bo9ku1Hzulygf61Vblq96u2w8k79Dtx6r//qTD2QC/mqqxQxvr9sEpu3T7pNAeSaq8v2+YKl+ntW7bOfaNbttpPkz3QmqAn65/1Gqpm/+J73TzbzxYO/9IVT6smW77ObVVN/86A7Tbj+OP3fq/j1SNffjT46p8+/G6vx38fRuq8pEddfudw2t06771SF1/8vetq8pr+9OpLbr51xvk+H5TRKSSj24+8ad0234D+lO55cr+pGWydRtHBZsub/PQvSjp4anL5yjn7yHK+dtcN397jnLuNrsyr5u7raIur912PJRXZfVQbjsVfHU/IDdTtz61276H8jL+2m1fO3/l6lQ/dl25/Wi3BS1Xb/sVPKz1JKydv3JXot52ck0F3Q+4iehPzqPaI2ZmZoqn52/H9mw2myxcuFB69uwpHTp0kIMHdQcQAAAAyjr6EwAAgA79CQAAlCeqM+oaNWok27dvl+jo/GcMLViwQEREevXq5byZAQCAEuEdTdZCfwIAwProT9ZCfwIAwProT86jOqOud+/e8sEHHxS4bMGCBfLYY4+J4X8HAAAgD/0JAABAh/4EAADKE9WBuri4OPn8888LXf7mm2+K3a67/i8AAHAuu3H+DSVHfwIAwProT9ZCfwIAwProT86juvQlAACwPmNc+0HSAAAAZQ39CQAAQIf+5DyqM+oAAAAAAAAAAAAAOAcH6gAAKGOMcf7NVVJTU6V///4SGBgowcHBMmTIELl8+XKR+VGjRknDhg3F19dXwsPDZfTo0ZKWlua6SQIAgDLPnfoTAACAFdCfnIcDdQAAlDHudI3w/v37y969e2XdunWyatUq2bhxowwbNqzQfFJSkiQlJcmcOXNkz5498o9//EPWrFkjQ4YMcd0kAQBAmedO/UmENzsBAIBbz936k5XxGXUAAOCWSEhIkDVr1si2bdukVatWIiIyf/58eeCBB2TOnDlSs2bNG76nSZMm8sknn+R9Xa9ePZkxY4YMGDBAcnJyxNOTagMAAMq+/v37y5kzZ2TdunWSnZ0tgwcPlmHDhsmyZcsKzF//ZqfGjRvLiRMnZPjw4ZKUlCQff/zxTZ49AAAArserWQAAlDHucqmA+Ph4CQ4OzjtIJyLSpUsX8fDwkC1btkjv3r0dGictLU0CAwM5SAcAAErMXfqTCG92AgAA1uBO/cnqVE0sKytLPDw8pGLFiiIicuTIEVm8eLEkJiZKRESEDBkyRKKiolwyUQAAcOtkZWVJVlZWvvu8vb3F29u7xGMmJydLtWrV8t3n6ekpISEhkpyc7NAY58+fl5deeqnIy2XeavQnAADgTOXhzU70JwAAUJ7YjHH8uGfHjh0lNjZWHn74Yfnuu++kc+fO0rBhQ4mOjpaDBw/KgQMH5Msvv5Q2bdqoJ5J4KEGVr5x2QpVPmTdflQ+oU9Xh7NVBE1RjB6cnqvIX3nhDlQ+o7fjcRUQuD1TO/9IpVf7S27r5+9eqVnzoOpkPj1DlA38+rsrveW66Kh9SN0SVrzT1FVU+8KJu+zk4YaYqX6VeqCrvMWG2Kq/Z/k/PnKMaOyhcOfdn/qjKB144qspv6PgnVb7Wfbptv7p2v6bcdnY+PVmVrxat2/f4zXxdldfu949PeVk3fqRu+xmQPFaV//pj/XNjSS1e7/wxEzdOkalTp+a7b/LkyTJlypQbshMnTpSXXy56/SckJMinn34q7777rhw4cCDfsmrVqsnUqVNlxIii9+/p6enyu9/9TkJCQmTFihV5L+RYjSv708Ejusd1aIayg8zWPYcE1NQ9B6YPVz5HZeo6yMW/zHA4G1Crimrsn592fGwR/dyvzNPtwyqF6eZ/6ck4VT4k7bgqnzBC9xyo7U9eL81T5Ssr+/fhcbrnwJAo3frP/bPuOTDkim77SZ48RZUPrO34/O2jpxYfuo72+Xtjm+dUeW1/Cn7zHVU+JO2YKr/ryYmqfNWGuv7h9cpbqnzIpZOq/Mk43bZfOVK37Q9IHqfKf/NpW1W+NFzRn/rf4/w3OomIzJw5s1QdSuSXNzu1bNlSBgwYIDNm6J7TbgZX9qeXP7ar8jk5utMF2kxsocpnX8pV5U9+tFeVT72o+31jXrhTldfOP+GtHx3Opv6coxr7d3N1+4xLxzJU+R1vOj53EZHsbOW6H3mHKu8Vovv7Z9+bu1X5S5d1879rbHNVPjdTN/7xD3Tb/sV03fjNnrpdlfcM1L3JYduru1R5Dw+bw9kmj0WrxvaL9FHlz7/3gyp/OsXxuYuINBrQWJX3raV7Hv1xjm7+ubrdmtzWT7f+Kwbotp03+nyqyv/nzdtU+dJwRX96qpPzx3QHqq3ihx9+kGbNmomIyJ///GcZOXKkvPrqq3nLX3zxRRk/frxs2rTJubMEAAAOc8WH78bFxcnYsfkPThb2ItO4ceNk0KBBRY5Xt25dCQsLk5SUlHz35+TkSGpqqoSFhRX5/ZcuXZLu3btLQECALF++3LIH6UToTwAAuANX9KdZs2Y5/EYnEcff7FRa6enp0qNHD2ncuHGhc7nV6E8AAFifK/pTeaU6UJebmyu5//+Q8v79++X11/O/E3TQoEEyd+5cp00OAABYg+bd31WrVpWqVYs/w7JNmzZy8eJF2bFjh7Rs2VJERNavXy92u11iYmIK/b709HTp1q2beHt7y4oVK8THR/duwJuN/gQAQPmkeaOTCG92uh79CQAAlCcemnBMTIysXLlSRH754OHdu/OfMr1r1y4JCdFdtgYAADiXMc6/uUJ0dLR0795dhg4dKlu3bpXvvvtOYmNjpV+/flKzZk0RETl9+rQ0atRItm7dKiK/HKTr2rWrXLlyRd555x1JT0+X5ORkSU5Oznsxx2roTwAAWJ8r+pO3t7cEBgbmuxV1oK5q1arSqFGjIm9eXl753uz0K0ff7NS1a1fx8vKy/Jud6E8AAFifu7z+5A5UZ9RNnz5d7r//frly5Yo89thjMm7cODl06JBER0fLgQMHZN68eRIXV/znXWRl3Xid9qxr18Tby0s3ewAA4Nbef/99iY2Nlc6dO4uHh4f06dNH5s377bOnsrOz5cCBA5KR8cvnR+zcuVO2bNkiIiL169fPN9axY8ckMjLyps3dUa7sT9eyssSrlJ9zAwAA3Mv1b3ZatGiRZGdnF/hmp86dO8vSpUuldevWeQfpMjIy5J///Kekp6dLenq6iPxygLBChQq38le6gSv7U052RfGsSH8CAADWoTpQ16ZNG1m9erWMHTs270WyXz90uGbNmjJlyhR57rniP/y7oOu0Px87UsaMjtVMBwAAFMCu+8zsWyokJESWLVtW6PLIyEgx172lqmPHjvm+dgeu7E+xo56XUc+Ncf6kAQAoZ9ypP4mU/Tc7ubI/dX5kkvyu72TnTxoAgHLG3fqTlakO1In8Upbi4+Pl3LlzcvToUbHb7VKjRg1VqSvoOu1nTx7TTgUAABTAzY5jlQuu6k+Jp846eaYAAJRP7tafysubnVzRn+b/15qfywcAgLtxs2phaeoDdb+qWrWqVK1atUTf6+3tfcN12S9y2UsAAFDGObs/eXlfdMKsAAAArMvZ/cmzIm//BwAA1uKh/YbMzEzZtGmT7Nu374ZlV69elaVLlzplYgAAoGT4MF/roT8BAGBt9CfroT8BAGBt9CfnUR2oO3jwoERHR0v79u2ladOm0qFDBzlz5kze8rS0NBk8eLDTJwkAAOCu6E8AAAA69CcAAFCeqA7UTZgwQZo0aSIpKSly4MABCQgIkHvuuUcSExNdNT8AAKBkN86/oeToTwAAWB/9yVroTwAAWB/9yXlUn1G3efNm+fLLLyU0NFRCQ0Nl5cqVMnLkSLn33ntlw4YNUqlSpRJPZPO5Rqp8oE99Vb5VnQ9V+cunzzuc3X6+oWrsQN96qnyr2h+p8peTHJ+7iMjWc7p1GeATpcq3DtOt+ytndPPfeK6pKh/g21iVb1R/kSqfsu+sKr/jXBNVPsA3WpW/PeotVf78oRRV/lCK7rEb4NvA4WyL2otVY6cl6radH843V+UDfHXbWp375qrypzfo1n3ChWaqvL+Pblur1+B1Vf7sHt38T5913bYjItKs9t9U+dSj51R5vzB/Vf5mMi65VoDNBWOWD67sT5tOhKvyAX61Vfl2YcGq/M9Hdc+B3ye6dv73VA1yOKud++bEOqp8UKVaqny7KoGqfHqibv7rj+v6X6BfXVW+ed0QVf7cft0++ODJ21T5AD/d73tnxFxV/vxB3XPgnkRdn67kE6HKt6kRrMpfOJTscHbHSV0X9ffV/a10233VVHltf9qZ6Npt5/YGf1Hlk3/Uzf/Ycd1jMcAvUpVvXTtYlT93QLfv8atDf4JjXNmfftxxpvjQdXKyc1T53i10n6eX+FWSKv/DDxdV+bSfM1T5h5qHqfJH/3tCld+10/G/2y9dvKIae3ArXT87cPKgKr/nB922k52Vrcr/X0tdf0repHsNZNcPF1T5jEtXVfleLXXb/ol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+ }, + "metadata": {} + } + ], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.metrics import mean_squared_error, r2_score\n", + "from torch.utils.data import DataLoader, TensorDataset\n", + "\n", + "# MLP for denoising network\n", + "def get_mlp(in_dim, out_dim):\n", + " return nn.Sequential(\n", + " nn.Linear(in_dim + 1, 128),\n", + " nn.ReLU(),\n", + " nn.Linear(128, 128),\n", + " nn.ReLU(),\n", + " nn.Linear(128, out_dim),\n", + " )\n", + "\n", + "class TabDDPM(nn.Module):\n", + " def __init__(self, input_dim, timesteps=1000):\n", + " super(TabDDPM, self).__init__()\n", + " self.input_dim = input_dim\n", + " self.timesteps = timesteps\n", + " self.model = get_mlp(input_dim, input_dim)\n", + "\n", + " betas = torch.linspace(1e-4, 0.02, timesteps)\n", + " self.register_buffer('betas', betas)\n", + " self.register_buffer('alphas', 1. - betas)\n", + " self.register_buffer('alphas_cumprod', torch.cumprod(1. - betas, dim=0))\n", + "\n", + " def forward(self, x, t):\n", + " t_embed = t.float().unsqueeze(1) / self.timesteps\n", + " x_in = torch.cat([x, t_embed], dim=1)\n", + " return self.model(x_in)\n", + "\n", + " def q_sample(self, x0, t):\n", + " noise = torch.randn_like(x0)\n", + " sqrt_alpha_cumprod = self.alphas_cumprod[t].sqrt().unsqueeze(1)\n", + " sqrt_one_minus_alpha_cumprod = (1 - self.alphas_cumprod[t]).sqrt().unsqueeze(1)\n", + " return sqrt_alpha_cumprod * x0 + sqrt_one_minus_alpha_cumprod * noise, noise\n", + "\n", + " def sample(self, num_samples):\n", + " x = torch.randn(num_samples, self.input_dim)\n", + " for t in reversed(range(self.timesteps)):\n", + " t_tensor = torch.full((num_samples,), t, dtype=torch.long)\n", + " pred_noise = self.forward(x, t_tensor)\n", + " beta = self.betas[t]\n", + " alpha = self.alphas[t]\n", + " alpha_hat = self.alphas_cumprod[t]\n", + " coef = 1 / alpha.sqrt()\n", + " noise = torch.randn_like(x) if t > 0 else 0\n", + " x = coef * (x - beta / (1 - alpha_hat).sqrt() * pred_noise) + beta.sqrt() * noise\n", + " return x\n", + "\n", + "# Load and preprocess your data\n", + "train_path = \"/content/sat_train.csv\"\n", + "test_path = \"/content/sat_test.csv\"\n", + "\n", + "# Load CSVs\n", + "train_df = pd.read_csv(train_path)\n", + "test_df = pd.read_csv(test_path)\n", + "\n", + "# Select numeric columns only\n", + "train_df = train_df.select_dtypes(include=[np.number]).dropna()\n", + "test_df = test_df.select_dtypes(include=[np.number]).dropna()\n", + "\n", + "print(f\"Training shape: {train_df.shape}\")\n", + "print(f\"Testing shape: {test_df.shape}\")\n", + "\n", + "# Normalize data\n", + "scaler = StandardScaler()\n", + "X_train = torch.tensor(scaler.fit_transform(train_df.values), dtype=torch.float32)\n", + "X_test = torch.tensor(scaler.transform(test_df.values), dtype=torch.float32)\n", + "\n", + "# Dataloader\n", + "train_loader = DataLoader(TensorDataset(X_train), batch_size=64, shuffle=True)\n", + "\n", + "# Initialize model\n", + "input_dim = X_train.shape[1]\n", + "model = TabDDPM(input_dim=input_dim)\n", + "optimizer = torch.optim.Adam(model.parameters(), lr=1e-3)\n", + "loss_fn = nn.MSELoss()\n", + "\n", + "# === TRAINING LOOP ===\n", + "print(\"\\nTraining TabDDPM...\")\n", + "model.train()\n", + "for epoch in range(10):\n", + " total_loss = 0\n", + " for batch in train_loader:\n", + " x0 = batch[0]\n", + " t = torch.randint(0, model.timesteps, (x0.size(0),), dtype=torch.long)\n", + " xt, noise = model.q_sample(x0, t)\n", + " pred_noise = model(xt, t)\n", + " loss = loss_fn(pred_noise, noise)\n", + " optimizer.zero_grad()\n", + " loss.backward()\n", + " optimizer.step()\n", + " total_loss += loss.item()\n", + " print(f\"Epoch {epoch + 1}, Loss: {total_loss / len(train_loader):.4f}\")\n", + "\n", + "# === EVALUATION ===\n", + "print(\"\\nEvaluating model on test set...\")\n", + "model.eval()\n", + "with torch.no_grad():\n", + " t_test = torch.randint(0, model.timesteps, (X_test.size(0),), dtype=torch.long)\n", + " xt, true_noise = model.q_sample(X_test, t_test)\n", + " pred_noise = model(xt, t_test)\n", + "\n", + " mse = mean_squared_error(true_noise.numpy(), pred_noise.numpy())\n", + " r2 = r2_score(true_noise.numpy(), pred_noise.numpy())\n", + " print(f\"\\nDenoising Evaluation Metrics:\\n- MSE: {mse:.4f}\\n- R² Score: {r2:.4f}\")\n", + "\n", + "# === GENERATE SYNTHETIC DATA ===\n", + "print(\"\\nGenerating synthetic samples...\")\n", + "with torch.no_grad():\n", + " samples = model.sample(100).numpy()\n", + " samples_rescaled = scaler.inverse_transform(samples)\n", + " df_synth = pd.DataFrame(samples_rescaled, columns=train_df.columns)\n", + " df_synth.to_csv(\"synthetic_data.csv\", index=False)\n", + " print(\"Synthetic data saved to synthetic_data.csv\")\n", + "\n", + "# === HEATMAPS ===\n", + "print(\"\\nPlotting heatmaps...\")\n", + "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n", + "\n", + "sns.heatmap(train_df.corr(), ax=axes[0], cmap=\"coolwarm\", annot=False)\n", + "axes[0].set_title(\"Train Data Correlation\")\n", + "\n", + "sns.heatmap(test_df.corr(), ax=axes[1], cmap=\"coolwarm\", annot=False)\n", + "axes[1].set_title(\"Test Data Correlation\")\n", + "\n", + "sns.heatmap(df_synth.corr(), ax=axes[2], cmap=\"coolwarm\", annot=False)\n", + "axes[2].set_title(\"Synthetic Data Correlation\")\n", + "\n", + "plt.tight_layout()\n", + "plt.show()\n" + ] + } + ] +} \ No newline at end of file diff --git a/TabDDPM_Guide.pdf b/TabDDPM_Guide.pdf new file mode 100644 index 0000000000000000000000000000000000000000..036481fa8de08d2723cf72a32dd25b3e242da519 GIT binary patch literal 442250 zcmdqIbyQqS);Em1LxPh=gS)$vbnwRA-Q6W<Sj+}$O(1cC$z?h+(8FUg%dbLW|v zZ`QZg^T)g1UJa+Zs zo+6{~VENw0#P)^FucomP;ANVz;L8gY$=Jr|w}@ZN{z=wv8BAif&NfZ}R;CZ;Mvj^Q 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z^2mb|@1_Wet8PVx_6r%F)2UD6q54ZFYhLEN?%!fFY)(#l(>I?u%pBXPXUE&iy6R{6 z*!1=5=KJnX_b;2byhjgT##uiQmEoOxW)Lg4)g$Jxqt)3Mg?1Z%B0jH4` zv%-T|;QHCYC3Z(stiuwMq2 zm~6Q(F>D3M!5exQcDZP=w*aGD8-M1wu&8KLoL&dby}6}}|9Ky8?$lv%=H^BRA;}W7 tI%nr$WBm2H*6zpYb^k|jhOu#``KUQ2^`skbp3OwankH_Ar=%tBzW{~^p&0-G literal 0 HcmV?d00001 From b34578e1d5c4fe85a2b2ca9589b6aadea8ef700d Mon Sep 17 00:00:00 2001 From: Siddharth Yadav <55278616+Siddharth7269@users.noreply.github.com> Date: Sun, 6 Apr 2025 23:09:02 +1000 Subject: [PATCH 2/2] Add files via upload I have added the TabPfn Modified Files Signed-off-by: Siddharth Yadav <55278616+Siddharth7269@users.noreply.github.com> --- TabPFNAnalysis.ipynb | 433 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 433 insertions(+) create mode 100644 TabPFNAnalysis.ipynb diff --git a/TabPFNAnalysis.ipynb b/TabPFNAnalysis.ipynb new file mode 100644 index 00000000..3465f48a --- /dev/null +++ b/TabPFNAnalysis.ipynb @@ -0,0 +1,433 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "54da7a65-9787-4e26-b6fe-d798ec27e0e1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Requirement already satisfied: tabpfn in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (2.0.8)\n", + "Requirement already satisfied: torch<3,>=2.1 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from tabpfn) (2.6.0)\n", + "Requirement already satisfied: scikit-learn<1.7,>=1.2.0 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from tabpfn) (1.6.1)\n", + "Requirement already satisfied: typing_extensions>=4.4.0 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from tabpfn) (4.13.1)\n", + "Requirement already satisfied: scipy<2,>=1.11.1 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from tabpfn) (1.13.1)\n", + "Requirement already satisfied: pandas<3,>=1.4.0 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from 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"Requirement already satisfied: requests in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from huggingface-hub<1,>=0.0.1->tabpfn) (2.32.3)\n", + "Requirement already satisfied: tqdm>=4.42.1 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from huggingface-hub<1,>=0.0.1->tabpfn) (4.62.3)\n", + "Requirement already satisfied: numpy>=1.22.4 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from pandas<3,>=1.4.0->tabpfn) (2.0.2)\n", + "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from pandas<3,>=1.4.0->tabpfn) (2.9.0.post0)\n", + "Requirement already satisfied: pytz>=2020.1 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from pandas<3,>=1.4.0->tabpfn) (2025.2)\n", + "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from pandas<3,>=1.4.0->tabpfn) (2025.2)\n", + "Requirement 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six>=1.5 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from python-dateutil>=2.8.2->pandas<3,>=1.4.0->tabpfn) (1.17.0)\n", + "Requirement already satisfied: colorama in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from tqdm>=4.42.1->huggingface-hub<1,>=0.0.1->tabpfn) (0.4.6)\n", + "Requirement already satisfied: MarkupSafe>=2.0 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from jinja2->torch<3,>=2.1->tabpfn) (3.0.2)\n", + "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from requests->huggingface-hub<1,>=0.0.1->tabpfn) (3.4.1)\n", + "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from requests->huggingface-hub<1,>=0.0.1->tabpfn) (3.10)\n", + "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from requests->huggingface-hub<1,>=0.0.1->tabpfn) (2.3.0)\n", + "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\r.parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages (from requests->huggingface-hub<1,>=0.0.1->tabpfn) (2025.1.31)\n" + ] + } + ], + "source": [ + "!pip3 install tabpfn" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "78678943-2bec-4967-9308-79ec88e50267", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "from sklearn.preprocessing import LabelEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "import torch\n", + "\n", + "# Load your dataset\n", + "df = pd.read_csv(\"C:/Users/R.Parsad/Downloads/TabPFN/Car/car.csv\")\n", + "\n", + "# Separate features and target\n", + "X = df.drop(\"Class\", axis=1)\n", + "y = df[\"Class\"]\n", + "\n", + "# Encode categorical features (simple label encoding)\n", + "for col in X.select_dtypes(include=['object', 'category']).columns:\n", + " X[col] = LabelEncoder().fit_transform(X[col])\n", + "\n", + "# Encode target if it's categorical\n", + "if y.dtype == \"object\" or str(y.dtype).startswith(\"category\"):\n", + " y = LabelEncoder().fit_transform(y)\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X.values, y, test_size=0.2, random_state=42)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "71e4ce51-efb2-4ad2-a187-6442736308e4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9855491329479769\n" + ] + } + ], + "source": [ + "from tabpfn import TabPFNClassifier\n", + "from sklearn.metrics import accuracy_score\n", + "\n", + "import os\n", + "os.environ[\"TABPFN_ALLOW_CPU_LARGE_DATASET\"] = \"1\"\n", + "\n", + "# Initialize model\n", + "clf = TabPFNClassifier(device='cuda' if torch.cuda.is_available() else 'cpu')\n", + "\n", + "# Fit on training data\n", + "clf.fit(X_train, y_train)\n", + "\n", + "# Predict\n", + "y_pred = clf.predict(X_test)\n", + "\n", + "# Evaluate\n", + "print(\"Accuracy:\", accuracy_score(y_test, y_pred))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "c82731dd-527f-4b66-a1ac-8d74c61345e3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy: 0.9855491329479769\n", + "Precision (macro): 0.9426482571516221\n", + "Recall (macro): 0.9732459248759744\n", + "F1 Score (macro): 0.9562612870946512\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.99 0.95 0.97 83\n", + " 1 0.85 1.00 0.92 11\n", + " 2 1.00 1.00 1.00 235\n", + " 3 0.94 0.94 0.94 17\n", + "\n", + " accuracy 0.99 346\n", + " macro avg 0.94 0.97 0.96 346\n", + "weighted avg 0.99 0.99 0.99 346\n", + "\n", + "Confusion Matrix:\n", + " [[ 79 2 1 1]\n", + " [ 0 11 0 0]\n", + " [ 0 0 235 0]\n", + " [ 1 0 0 16]]\n" + ] + } + ], + "source": [ + "from sklearn.metrics import (\n", + " accuracy_score, precision_score, recall_score,\n", + " f1_score, classification_report, confusion_matrix\n", + ")\n", + "\n", + "# Predictions\n", + "y_pred = clf.predict(X_test)\n", + "\n", + "# Metrics\n", + "print(\"Accuracy:\", accuracy_score(y_test, y_pred))\n", + "print(\"Precision (macro):\", precision_score(y_test, y_pred, average='macro'))\n", + "print(\"Recall (macro):\", recall_score(y_test, y_pred, average='macro'))\n", + "print(\"F1 Score (macro):\", f1_score(y_test, y_pred, average='macro'))\n", + "print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred))\n", + "print(\"Confusion Matrix:\\n\", confusion_matrix(y_test, y_pred))\n" + ] + }, + { + "cell_type": "markdown", + "id": "d9efaa0f-d474-4a43-93a3-ee9cf5649690", + "metadata": {}, + "source": [ + "## Testing a custom neural network\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "d05b3c1e-8808-4464-bb30-d5006eeba7fd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20 - Loss: 1.2180\n", + "Epoch 2/20 - Loss: 0.9277\n", + "Epoch 3/20 - Loss: 0.7940\n", + "Epoch 4/20 - Loss: 0.7315\n", + "Epoch 5/20 - Loss: 0.7117\n", + "Epoch 6/20 - Loss: 0.6826\n", + "Epoch 7/20 - Loss: 0.6696\n", + "Epoch 8/20 - Loss: 0.6537\n", + "Epoch 9/20 - Loss: 0.6395\n", + "Epoch 10/20 - Loss: 0.6202\n", + "Epoch 11/20 - Loss: 0.6068\n", + "Epoch 12/20 - Loss: 0.5867\n", + "Epoch 13/20 - Loss: 0.5679\n", + "Epoch 14/20 - Loss: 0.5472\n", + "Epoch 15/20 - Loss: 0.5256\n", + "Epoch 16/20 - Loss: 0.5187\n", + "Epoch 17/20 - Loss: 0.4980\n", + "Epoch 18/20 - Loss: 0.4788\n", + "Epoch 19/20 - Loss: 0.4665\n", + "Epoch 20/20 - Loss: 0.4462\n", + "\n", + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.62 0.58 0.60 83\n", + " 1 0.00 0.00 0.00 11\n", + " 2 0.87 0.98 0.92 235\n", + " 3 1.00 0.24 0.38 17\n", + "\n", + " accuracy 0.82 346\n", + " macro avg 0.62 0.45 0.48 346\n", + "weighted avg 0.79 0.82 0.79 346\n", + "\n", + "Confusion Matrix:\n", + " [[ 48 0 35 0]\n", + " [ 11 0 0 0]\n", + " [ 5 0 230 0]\n", + " [ 13 0 0 4]]\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "c:\\Users\\R.Parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "c:\\Users\\R.Parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n", + "c:\\Users\\R.Parsad\\anaconda3\\envs\\tddpm\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1565: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n" + ] + } + ], + "source": [ + "import torch\n", + "import torch.nn as nn\n", + "import torch.optim as optim\n", + "from torch.utils.data import DataLoader, TensorDataset\n", + "from sklearn.metrics import classification_report, confusion_matrix\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.preprocessing import StandardScaler, LabelEncoder\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Load your dataset\n", + "df = pd.read_csv(\"C:/Users/R.Parsad/Downloads/TabPFN/Car/car.csv\")\n", + "X = df.drop(\"Class\", axis=1)\n", + "y = df[\"Class\"]\n", + "\n", + "# Encode categorical features\n", + "for col in X.select_dtypes(include=[\"object\", \"category\"]).columns:\n", + " X[col] = LabelEncoder().fit_transform(X[col])\n", + "if y.dtype == \"object\" or str(y.dtype).startswith(\"category\"):\n", + " y = LabelEncoder().fit_transform(y)\n", + "\n", + "# Normalize features\n", + "scaler = StandardScaler()\n", + "X = scaler.fit_transform(X)\n", + "\n", + "# Train-test split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Convert to PyTorch tensors\n", + "X_train_tensor = torch.tensor(X_train, dtype=torch.float32)\n", + "y_train_tensor = torch.tensor(y_train, dtype=torch.long)\n", + "X_test_tensor = torch.tensor(X_test, dtype=torch.float32)\n", + "y_test_tensor = torch.tensor(y_test, dtype=torch.long)\n", + "\n", + "train_loader = DataLoader(TensorDataset(X_train_tensor, y_train_tensor), batch_size=64, shuffle=True)\n", + "\n", + "# Define the neural network\n", + "class SimpleNN(nn.Module):\n", + " def __init__(self, input_dim, num_classes):\n", + " super(SimpleNN, self).__init__()\n", + " self.model = nn.Sequential(\n", + " nn.Linear(input_dim, 64),\n", + " nn.ReLU(),\n", + " nn.Dropout(0.3),\n", + " nn.Linear(64, 32),\n", + " nn.ReLU(),\n", + " nn.Linear(32, num_classes)\n", + " )\n", + "\n", + " def forward(self, x):\n", + " return self.model(x)\n", + "\n", + "model = SimpleNN(input_dim=X.shape[1], num_classes=len(np.unique(y)))\n", + "device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n", + "model.to(device)\n", + "\n", + "# Training\n", + "criterion = nn.CrossEntropyLoss()\n", + "optimizer = optim.Adam(model.parameters(), lr=0.001)\n", + "\n", + "epochs = 20\n", + "model.train()\n", + "for epoch in range(epochs):\n", + " running_loss = 0.0\n", + " for xb, yb in train_loader:\n", + " xb, yb = xb.to(device), yb.to(device)\n", + " optimizer.zero_grad()\n", + " outputs = model(xb)\n", + " loss = criterion(outputs, yb)\n", + " loss.backward()\n", + " optimizer.step()\n", + " running_loss += loss.item()\n", + " print(f\"Epoch {epoch+1}/{epochs} - Loss: {running_loss/len(train_loader):.4f}\")\n", + "\n", + "# Evaluation\n", + "model.eval()\n", + "with torch.no_grad():\n", + " outputs = model(X_test_tensor.to(device))\n", + " _, y_pred = torch.max(outputs, 1)\n", + " y_pred = y_pred.cpu().numpy()\n", + "\n", + "# Metrics\n", + "print(\"\\nClassification Report:\\n\", classification_report(y_test, y_pred))\n", + "print(\"Confusion Matrix:\\n\", confusion_matrix(y_test, y_pred))\n" + ] + }, + { + "cell_type": "markdown", + "id": "e120ef1f-a4dc-4af6-a54d-fe12eaf97621", + "metadata": {}, + "source": [ + "### Testing SVM on the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "26186a50-4f20-4d40-815a-ef4e7ec2d306", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.79 0.81 0.80 83\n", + " 1 0.44 0.36 0.40 11\n", + " 2 0.95 0.96 0.96 235\n", + " 3 0.94 0.88 0.91 17\n", + "\n", + " accuracy 0.90 346\n", + " macro avg 0.78 0.75 0.77 346\n", + "weighted avg 0.90 0.90 0.90 346\n", + "\n", + "Confusion Matrix:\n", + " [[ 67 5 11 0]\n", + " [ 6 4 0 1]\n", + " [ 10 0 225 0]\n", + " [ 2 0 0 15]]\n" + ] + } + ], + "source": [ + "from sklearn.svm import SVC\n", + "from sklearn.preprocessing import StandardScaler, LabelEncoder\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.metrics import classification_report, confusion_matrix\n", + "import pandas as pd\n", + "\n", + "# Load dataset\n", + "df = pd.read_csv(\"C:/Users/R.Parsad/Downloads/TabPFN/Car/car.csv\")\n", + "X = df.drop(\"Class\", axis=1)\n", + "y = df[\"Class\"]\n", + "\n", + "# Encode categorical features\n", + "for col in X.select_dtypes(include=[\"object\", \"category\"]).columns:\n", + " X[col] = LabelEncoder().fit_transform(X[col])\n", + "\n", + "# Encode target if necessary\n", + "if y.dtype == \"object\" or str(y.dtype).startswith(\"category\"):\n", + " y = LabelEncoder().fit_transform(y)\n", + "\n", + "# Scale features\n", + "scaler = StandardScaler()\n", + "X = scaler.fit_transform(X)\n", + "\n", + "# Train-test split\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# Initialize and train SVM\n", + "svm_clf = SVC(kernel='rbf', C=1.0, gamma='scale') # try kernel='linear' or 'poly' too\n", + "svm_clf.fit(X_train, y_train)\n", + "\n", + "# Predict\n", + "y_pred = svm_clf.predict(X_test)\n", + "\n", + "# Metrics\n", + "print(\"Classification Report:\\n\", classification_report(y_test, y_pred))\n", + "print(\"Confusion Matrix:\\n\", confusion_matrix(y_test, y_pred))\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0be30d5a-455a-4495-847d-8386f1f3054f", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tddpm", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}

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