├── Adam_Poker_99_4.ipynb ├── README.md └── Tabular_fastai_Baseline.ipynb /Adam_Poker_99_4.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "nbformat": 4, 3 | "nbformat_minor": 0, 4 | "metadata": { 5 | "colab": { 6 | "name": "Poker.ipynb", 7 | "provenance": [] 8 | }, 9 | "kernelspec": { 10 | "name": "python3", 11 | "display_name": "Python 3" 12 | }, 13 | "accelerator": "GPU" 14 | }, 15 | "cells": [ 16 | { 17 | "cell_type": "markdown", 18 | "metadata": { 19 | "id": "IH4nHtPmOB7r", 20 | "colab_type": "text" 21 | }, 22 | "source": [ 23 | "Try four different things:\n", 24 | "\n", 25 | "1. Does `Mish` affect this dataset\n", 26 | "2. Self Attention?\n", 27 | "3. Adam + One Cycle \n", 28 | "4. Ranger + flat_cos\n", 29 | "\n", 30 | "Fit for 100 epoch batches" 31 | ] 32 | }, 33 | { 34 | "cell_type": "code", 35 | "metadata": { 36 | "id": "E-WeN5zzN-fz", 37 | "colab_type": "code", 38 | "colab": {} 39 | }, 40 | "source": [ 41 | "import os\n", 42 | "!pip install -q feather-format kornia pyarrow wandb nbdev fastprogress --upgrade \n", 43 | "!pip install torch==1.3.1\n", 44 | "!pip install torchvision==0.4.2\n", 45 | "os._exit(00)" 46 | ], 47 | "execution_count": 0, 48 | "outputs": [] 49 | }, 50 | { 51 | "cell_type": "code", 52 | "metadata": { 53 | "id": "hhI8y6FTQF3_", 54 | "colab_type": "code", 55 | "colab": {} 56 | }, 57 | "source": [ 58 | "!pip install git+https://github.com/fastai/fastai2.git\n", 59 | "!pip install git+https://github.com/fastai/fastcore.git" 60 | ], 61 | "execution_count": 0, 62 | "outputs": [] 63 | }, 64 | { 65 | "cell_type": "code", 66 | "metadata": { 67 | "id": "olDm4xpFOWrd", 68 | "colab_type": "code", 69 | "colab": {} 70 | }, 71 | "source": [ 72 | "from fastai2.tabular.all import *" 73 | ], 74 | "execution_count": 0, 75 | "outputs": [] 76 | }, 77 | { 78 | "cell_type": "code", 79 | "metadata": { 80 | "id": "ENz-zGVzPGBx", 81 | "colab_type": "code", 82 | "colab": {} 83 | }, 84 | "source": [ 85 | "df = pd.read_csv('train.csv')" 86 | ], 87 | "execution_count": 0, 88 | "outputs": [] 89 | }, 90 | { 91 | "cell_type": "code", 92 | "metadata": { 93 | "id": "I9_ft9PgPHK0", 94 | "colab_type": "code", 95 | "colab": { 96 | "base_uri": "https://localhost:8080/", 97 | "height": 204 98 | }, 99 | "outputId": "07309184-df02-40eb-d5ca-145ea5d90152" 100 | }, 101 | "source": [ 102 | "df.head()" 103 | ], 104 | "execution_count": 3, 105 | "outputs": [ 106 | { 107 | "output_type": "execute_result", 108 | "data": { 109 | "text/html": [ 110 | "
\n", 111 | "\n", 124 | "\n", 125 | " \n", 126 | " \n", 127 | " \n", 128 | " \n", 129 | " \n", 130 | " \n", 131 | " \n", 132 | " \n", 133 | " \n", 134 | " \n", 135 | " \n", 136 | " \n", 137 | " \n", 138 | " \n", 139 | " \n", 140 | " \n", 141 | " \n", 142 | " \n", 143 | " \n", 144 | " \n", 145 | " \n", 146 | " \n", 147 | " \n", 148 | " \n", 149 | " \n", 150 | " \n", 151 | " \n", 152 | " \n", 153 | " \n", 154 | " \n", 155 | " \n", 156 | " \n", 157 | " \n", 158 | " \n", 159 | " \n", 160 | " \n", 161 | " \n", 162 | " \n", 163 | " \n", 164 | " \n", 165 | " \n", 166 | " \n", 167 | " \n", 168 | " \n", 169 | " \n", 170 | " \n", 171 | " \n", 172 | " \n", 173 | " \n", 174 | " \n", 175 | " \n", 176 | " \n", 177 | " \n", 178 | " \n", 179 | " \n", 180 | " \n", 181 | " \n", 182 | " \n", 183 | " \n", 184 | " \n", 185 | " \n", 186 | " \n", 187 | " \n", 188 | " \n", 189 | " \n", 190 | " \n", 191 | " \n", 192 | " \n", 193 | " \n", 194 | " \n", 195 | " \n", 196 | " \n", 197 | " \n", 198 | " \n", 199 | " \n", 200 | " \n", 201 | " \n", 202 | " \n", 203 | " \n", 204 | " \n", 205 | " \n", 206 | " \n", 207 | " \n", 208 | " \n", 209 | " \n", 210 | " \n", 211 | " \n", 212 | " \n", 213 | "
S1C1S2C2S3C3S4C4S5C5hand
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" 215 | ], 216 | "text/plain": [ 217 | " S1 C1 S2 C2 S3 C3 S4 C4 S5 C5 hand\n", 218 | "0 4 9 2 1 2 2 4 7 2 8 0\n", 219 | "1 1 4 3 6 1 12 3 11 2 7 0\n", 220 | "2 1 11 4 1 3 7 4 11 2 1 2\n", 221 | "3 2 9 2 4 3 6 1 9 4 9 3\n", 222 | "4 1 8 2 4 2 11 2 2 2 1 0" 223 | ] 224 | }, 225 | "metadata": { 226 | "tags": [] 227 | }, 228 | "execution_count": 3 229 | } 230 | ] 231 | }, 232 | { 233 | "cell_type": "markdown", 234 | "metadata": { 235 | "id": "N3CG6TgGPnyJ", 236 | "colab_type": "text" 237 | }, 238 | "source": [ 239 | "Now we'll represent the card number as a categorical too" 240 | ] 241 | }, 242 | { 243 | "cell_type": "code", 244 | "metadata": { 245 | "id": "rctrC2HKPnWN", 246 | "colab_type": "code", 247 | "colab": {} 248 | }, 249 | "source": [ 250 | "for i in range(1,6):\n", 251 | " df['cC'+str(i)]=df['C'+str(i)]" 252 | ], 253 | "execution_count": 0, 254 | "outputs": [] 255 | }, 256 | { 257 | "cell_type": "code", 258 | "metadata": { 259 | "id": "Kx2vD5GuPVT6", 260 | "colab_type": "code", 261 | "colab": {} 262 | }, 263 | "source": [ 264 | "Idea for including the card number in categorical by Fabio Barros\n", 265 | "cat_vars = ['S1', 'S2', 'S3', 'S4', 'S5','cC1', 'cC2', 'cC3', 'cC4', 'cC5']\n", 266 | "cont_vars = ['C1', 'C2', 'C3', 'C4', 'C5']\n", 267 | "dep_var = ['hand']" 268 | ], 269 | "execution_count": 0, 270 | "outputs": [] 271 | }, 272 | { 273 | "cell_type": "code", 274 | "metadata": { 275 | "id": "SFnyazmnPYJg", 276 | "colab_type": "code", 277 | "colab": {} 278 | }, 279 | "source": [ 280 | "procs = [Categorify, Normalize]\n", 281 | "splits = RandomSplitter()(range_of(df))" 282 | ], 283 | "execution_count": 0, 284 | "outputs": [] 285 | }, 286 | { 287 | "cell_type": "code", 288 | "metadata": { 289 | "id": "_LbaFK8yPbZI", 290 | "colab_type": "code", 291 | "colab": {} 292 | }, 293 | "source": [ 294 | "to = TabularPandas(df, procs, cat_names=cat_vars, cont_names=cont_vars, y_names=dep_var, splits=splits)" 295 | ], 296 | "execution_count": 0, 297 | "outputs": [] 298 | }, 299 | { 300 | "cell_type": "code", 301 | "metadata": { 302 | "id": "7gYnE7pQPcOF", 303 | "colab_type": "code", 304 | "colab": { 305 | "base_uri": "https://localhost:8080/", 306 | "height": 359 307 | }, 308 | "outputId": "9292a722-577b-4796-d3bc-4b72fb42dfcd" 309 | }, 310 | "source": [ 311 | "to.show()" 312 | ], 313 | "execution_count": 8, 314 | "outputs": [ 315 | { 316 | "output_type": "display_data", 317 | "data": { 318 | "text/html": [ 319 | "\n", 320 | " \n", 321 | " \n", 322 | " \n", 323 | " \n", 324 | " \n", 325 | " \n", 326 | " \n", 327 | " \n", 328 | " \n", 329 | " \n", 330 | " \n", 331 | " \n", 332 | " \n", 333 | " \n", 334 | " \n", 335 | " \n", 336 | " \n", 337 | " \n", 338 | " \n", 339 | " \n", 340 | " \n", 341 | " \n", 342 | " \n", 343 | " \n", 344 | " \n", 345 | " \n", 346 | " \n", 347 | " \n", 348 | " \n", 349 | " \n", 350 | " \n", 351 | " \n", 352 | " \n", 353 | " \n", 354 | " \n", 355 | " \n", 356 | " \n", 357 | " \n", 358 | " \n", 359 | " \n", 360 | " \n", 361 | " 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" 534 | ], 535 | "text/plain": [ 536 | "" 537 | ] 538 | }, 539 | "metadata": { 540 | "tags": [] 541 | } 542 | } 543 | ] 544 | }, 545 | { 546 | "cell_type": "code", 547 | "metadata": { 548 | "id": "L-m7gt1WPzms", 549 | "colab_type": "code", 550 | "colab": { 551 | "base_uri": "https://localhost:8080/", 552 | "height": 34 553 | }, 554 | "outputId": "e4f06c6f-d283-4086-c174-b7bd278fb732" 555 | }, 556 | "source": [ 557 | "len(to)" 558 | ], 559 | "execution_count": 20, 560 | "outputs": [ 561 | { 562 | "output_type": "execute_result", 563 | "data": { 564 | "text/plain": [ 565 | "25010" 566 | ] 567 | }, 568 | "metadata": { 569 | "tags": [] 570 | }, 571 | "execution_count": 20 572 | } 573 | ] 574 | }, 575 | { 576 | "cell_type": "code", 577 | "metadata": { 578 | "id": "7IWoA3CMPHm7", 579 | "colab_type": "code", 580 | "colab": {} 581 | }, 582 | "source": [ 583 | "dls = to.dataloaders(bs=2048)" 584 | ], 585 | "execution_count": 0, 586 | "outputs": [] 587 | }, 588 | { 589 | "cell_type": "markdown", 590 | "metadata": { 591 | "id": "KiTZuvcSP6Vk", 592 | "colab_type": "text" 593 | }, 594 | "source": [ 595 | "# Baseline" 596 | ] 597 | }, 598 | { 599 | "cell_type": "code", 600 | "metadata": { 601 | "id": "v2XR3nTwUsaB", 602 | "colab_type": "code", 603 | "colab": {} 604 | }, 605 | "source": [ 606 | "class myLabelSmoothingCrossEntropyFlat(BaseLoss):\n", 607 | " \"Same as `nn.CrossEntropyLoss`, but flattens input and target.\"\n", 608 | " y_int = True\n", 609 | " def __init__(self, *args, axis=-1, **kwargs): super().__init__(LabelSmoothingCrossEntropy, *args, axis=axis, **kwargs)\n", 610 | " def decodes(self, x): return x.argmax(dim=self.axis)\n", 611 | " def activation(self, x): return F.softmax(x, dim=self.axis)" 612 | ], 613 | "execution_count": 0, 614 | "outputs": [] 615 | }, 616 | { 617 | "cell_type": "code", 618 | "metadata": { 619 | "id": "0Gr34M22bxfO", 620 | "colab_type": "code", 621 | "colab": {} 622 | }, 623 | "source": [ 624 | "class TrackHighestEpoch(TrackerCallback):\n", 625 | " \"A `TrackerCallback` that terminates training when monitored quantity stops improving.\"\n", 626 | " def __init__(self, monitor='accuracy', comp=None, min_delta=0., patience=1):\n", 627 | " super().__init__(monitor=monitor, comp=comp, min_delta=min_delta)\n", 628 | " self.patience = patience\n", 629 | "\n", 630 | " def begin_fit(self): self.highest_epoch = 0; super().begin_fit()\n", 631 | " def after_epoch(self):\n", 632 | " \"Compare the value monitored to its best score and maybe stop training.\"\n", 633 | " super().after_epoch()\n", 634 | " if self.new_best: \n", 635 | " self.highest_epoch = self.epoch\n", 636 | " def after_fit(self):\n", 637 | " \"Print highest value\"\n", 638 | " print(f'Highest accuracy of: {self.best} at epoch {self.highest_epoch+1}')" 639 | ], 640 | "execution_count": 0, 641 | "outputs": [] 642 | }, 643 | { 644 | "cell_type": "markdown", 645 | "metadata": { 646 | "id": "AuZUx_CsWfYD", 647 | "colab_type": "text" 648 | }, 649 | "source": [ 650 | "## Run 1" 651 | ] 652 | }, 653 | { 654 | "cell_type": "code", 655 | "metadata": { 656 | "id": "T-aEVhlNb1h_", 657 | "colab_type": "code", 658 | "colab": { 659 | "base_uri": "https://localhost:8080/", 660 | "height": 1000 661 | }, 662 | "outputId": "f5500cf6-a14f-407a-e7a5-1c36c22bfeb4" 663 | }, 664 | "source": [ 665 | "learn = tabular_learner(dls, layers=[100,50,50],\n", 666 | " ps=[0.01,0.01,0.02], metrics=accuracy,\n", 667 | " loss_func=myLabelSmoothingCrossEntropyFlat(), n_out=10,\n", 668 | " cbs=TrackHighestEpoch)\n", 669 | "with learn.no_bar():\n", 670 | " learn.fit_one_cycle(400, 1e-1)" 671 | ], 672 | "execution_count": 108, 673 | "outputs": [ 674 | { 675 | "output_type": "stream", 676 | "text": [ 677 | "(#5) [0,1.8988388776779175,2.0034022331237793,0.44682127237319946,'00:00']\n", 678 | "(#5) [1,1.6181501150131226,1.3519799709320068,0.5001999139785767,'00:00']\n", 679 | "(#5) [2,1.504436731338501,1.327201008796692,0.5179927945137024,'00:00']\n", 680 | "(#5) [3,1.4352670907974243,1.2917509078979492,0.5171931385993958,'00:00']\n", 681 | "(#5) [4,1.3906110525131226,1.2875611782073975,0.5209916234016418,'00:00']\n", 682 | "(#5) [5,1.3558152914047241,1.2735843658447266,0.5453818440437317,'00:00']\n", 683 | "(#5) [6,1.327859878540039,1.2561819553375244,0.5711715221405029,'00:00']\n", 684 | "(#5) [7,1.302958607673645,1.2359035015106201,0.5897641181945801,'00:00']\n", 685 | "(#5) [8,1.2801798582077026,1.2195144891738892,0.6043582558631897,'00:00']\n", 686 | "(#5) [9,1.2572294473648071,1.2002384662628174,0.6247500777244568,'00:00']\n", 687 | "(#5) [10,1.2347543239593506,1.1807585954666138,0.6387444734573364,'00:00']\n", 688 | "(#5) [11,1.2118557691574097,1.1614450216293335,0.658736526966095,'00:00']\n", 689 | "(#5) [12,1.1889569759368896,1.1361898183822632,0.6761295199394226,'00:00']\n", 690 | "(#5) [13,1.1659647226333618,1.1285959482192993,0.6807277202606201,'00:00']\n", 691 | "(#5) [14,1.1435341835021973,1.1189855337142944,0.6863254904747009,'00:00']\n", 692 | "(#5) [15,1.1211202144622803,1.0943889617919922,0.7099160552024841,'00:00']\n", 693 | "(#5) [16,1.0997625589370728,1.0759376287460327,0.7181127667427063,'00:00']\n", 694 | "(#5) [17,1.0793744325637817,1.0681192874908447,0.7195122241973877,'00:00']\n", 695 | "(#5) [18,1.0594773292541504,1.0428119897842407,0.73870450258255,'00:00']\n", 696 | "(#5) [19,1.0395194292068481,1.0472582578659058,0.7329068183898926,'00:00']\n", 697 | "(#5) [20,1.0211474895477295,1.008906602859497,0.7588964700698853,'00:00']\n", 698 | "(#5) [21,0.9999163150787354,0.9939606189727783,0.764094352722168,'00:00']\n", 699 | "(#5) [22,0.9802188277244568,0.9845790266990662,0.7720911502838135,'00:00']\n", 700 | "(#5) [23,0.9624356627464294,0.9692959785461426,0.781687319278717,'00:00']\n", 701 | "(#5) [24,0.9458783864974976,0.9532535672187805,0.79608154296875,'00:00']\n", 702 | "(#5) 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[388,0.5096389055252075,0.5209466218948364,0.9940024018287659,'00:00']\n", 1066 | "(#5) [389,0.5094747543334961,0.520992636680603,0.9942023158073425,'00:00']\n", 1067 | "(#5) [390,0.5094887018203735,0.5209727883338928,0.9942023158073425,'00:00']\n", 1068 | "(#5) [391,0.5095515847206116,0.5209215879440308,0.9940024018287659,'00:00']\n", 1069 | "(#5) [392,0.5094560980796814,0.5208989977836609,0.9940024018287659,'00:00']\n", 1070 | "(#5) [393,0.5096333026885986,0.520866870880127,0.9942023158073425,'00:00']\n", 1071 | "(#5) [394,0.5094992518424988,0.5208722949028015,0.9940024018287659,'00:00']\n", 1072 | "(#5) [395,0.5094854831695557,0.5209173560142517,0.9940024018287659,'00:00']\n", 1073 | "(#5) [396,0.5096306204795837,0.5209161639213562,0.9942023158073425,'00:00']\n", 1074 | "(#5) [397,0.5094793438911438,0.5209320783615112,0.9942023158073425,'00:00']\n", 1075 | "(#5) [398,0.5095208287239075,0.5209279656410217,0.9942023158073425,'00:00']\n", 1076 | "(#5) [399,0.5097430944442749,0.5209218263626099,0.9942023158073425,'00:00']\n", 1077 | "Highest accuracy of: 0.9948020577430725 at epoch 331\n" 1078 | ], 1079 | "name": "stdout" 1080 | } 1081 | ] 1082 | }, 1083 | { 1084 | "cell_type": "markdown", 1085 | "metadata": { 1086 | "id": "5JQ3MiYiWhve", 1087 | "colab_type": "text" 1088 | }, 1089 | "source": [ 1090 | "## Run 2" 1091 | ] 1092 | }, 1093 | { 1094 | "cell_type": "code", 1095 | "metadata": { 1096 | "id": "ZjATeOFyb5Nj", 1097 | "colab_type": "code", 1098 | "colab": { 1099 | "base_uri": "https://localhost:8080/", 1100 | "height": 1000 1101 | }, 1102 | "outputId": "64bfe9c8-42e1-4575-bc32-b363309f925b" 1103 | }, 1104 | "source": [ 1105 | "learn = tabular_learner(dls, layers=[100,50,50],\n", 1106 | " ps=[0.01,0.01,0.02], metrics=accuracy,\n", 1107 | " loss_func=myLabelSmoothingCrossEntropyFlat(), n_out=10,\n", 1108 | " cbs=TrackHighestEpoch)\n", 1109 | "with learn.no_bar():\n", 1110 | " learn.fit_one_cycle(400, 1e-1)" 1111 | ], 1112 | "execution_count": 109, 1113 | "outputs": [ 1114 | { 1115 | "output_type": "stream", 1116 | "text": [ 1117 | "(#5) [0,1.8379777669906616,1.9357826709747314,0.49500200152397156,'00:00']\n", 1118 | "(#5) [1,1.576326847076416,1.3467679023742676,0.49500200152397156,'00:00']\n", 1119 | "(#5) [2,1.4765552282333374,1.2920480966567993,0.4968012869358063,'00:00']\n", 1120 | "(#5) [3,1.415789008140564,1.2997297048568726,0.5057976841926575,'00:00']\n", 1121 | "(#5) [4,1.3760191202163696,1.2883087396621704,0.5195921659469604,'00:00']\n", 1122 | "(#5) [5,1.3465536832809448,1.2797282934188843,0.5377848744392395,'00:00']\n", 1123 | "(#5) [6,1.3234179019927979,1.2694367170333862,0.545781672000885,'00:00']\n", 1124 | "(#5) [7,1.3030749559402466,1.2590352296829224,0.558976411819458,'00:00']\n", 1125 | "(#5) [8,1.2843879461288452,1.2440656423568726,0.5703718662261963,'00:00']\n", 1126 | "(#5) [9,1.265557885169983,1.2323834896087646,0.588164746761322,'00:00']\n", 1127 | "(#5) 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[395,0.5082860589027405,0.5230616927146912,0.9938024878501892,'00:00']\n", 1513 | "(#5) [396,0.5081390142440796,0.5230945944786072,0.9940024018287659,'00:00']\n", 1514 | "(#5) [397,0.5081673860549927,0.5230311751365662,0.9938024878501892,'00:00']\n", 1515 | "(#5) [398,0.5081211924552917,0.523110568523407,0.9938024878501892,'00:00']\n", 1516 | "(#5) [399,0.5081083178520203,0.5230675935745239,0.9938024878501892,'00:00']\n", 1517 | "Highest accuracy of: 0.9946021437644958 at epoch 323\n" 1518 | ], 1519 | "name": "stdout" 1520 | } 1521 | ] 1522 | }, 1523 | { 1524 | "cell_type": "markdown", 1525 | "metadata": { 1526 | "id": "B5eLzv2EWj_n", 1527 | "colab_type": "text" 1528 | }, 1529 | "source": [ 1530 | "## Run 3" 1531 | ] 1532 | }, 1533 | { 1534 | "cell_type": "code", 1535 | "metadata": { 1536 | "id": "iede7ECXb8NT", 1537 | "colab_type": "code", 1538 | "colab": { 1539 | "base_uri": "https://localhost:8080/", 1540 | "height": 1000 1541 | }, 1542 | "outputId": "ca7e9496-2a46-48a2-e691-832f2919a8bf" 1543 | }, 1544 | "source": [ 1545 | "learn = tabular_learner(dls, layers=[100,50,50],\n", 1546 | " ps=[0.01,0.01,0.02], metrics=accuracy,\n", 1547 | " loss_func=myLabelSmoothingCrossEntropyFlat(), n_out=10,\n", 1548 | " cbs=TrackHighestEpoch)\n", 1549 | "with learn.no_bar():\n", 1550 | " learn.fit_one_cycle(400, 1e-1)" 1551 | ], 1552 | "execution_count": 110, 1553 | "outputs": [ 1554 | { 1555 | "output_type": "stream", 1556 | "text": [ 1557 | "(#5) [0,2.0293729305267334,2.0614888668060303,0.42463013529777527,'00:00']\n", 1558 | "(#5) [1,1.6987190246582031,1.3678958415985107,0.4296281635761261,'00:00']\n", 1559 | "(#5) [2,1.5585050582885742,1.3144861459732056,0.5019991993904114,'00:00']\n", 1560 | "(#5) [3,1.4771995544433594,1.3003623485565186,0.514394223690033,'00:00']\n", 1561 | "(#5) [4,1.4260493516921997,1.2955440282821655,0.5125949382781982,'00:00']\n", 1562 | "(#5) [5,1.3896437883377075,1.2868778705596924,0.5139943957328796,'00:00']\n", 1563 | "(#5) [6,1.363073468208313,1.2853848934173584,0.5255897641181946,'00:00']\n", 1564 | "(#5) [7,1.3416186571121216,1.280599594116211,0.531987190246582,'00:00']\n", 1565 | "(#5) [8,1.3240435123443604,1.2781611680984497,0.5329868197441101,'00:00']\n", 1566 | "(#5) [9,1.3087990283966064,1.2757419347763062,0.5391843318939209,'00:00']\n", 1567 | "(#5) [10,1.2953828573226929,1.2710528373718262,0.5387845039367676,'00:00']\n", 1568 | "(#5) [11,1.2829558849334717,1.263350009918213,0.5507797002792358,'00:00']\n", 1569 | "(#5) [12,1.2711344957351685,1.248146414756775,0.5709716081619263,'00:00']\n", 1570 | "(#5) [13,1.2579454183578491,1.2261199951171875,0.5885645747184753,'00:00']\n", 1571 | "(#5) [14,1.2434748411178589,1.2128901481628418,0.5995602011680603,'00:00']\n", 1572 | "(#5) [15,1.227673888206482,1.1926087141036987,0.6129547953605652,'00:00']\n", 1573 | "(#5) [16,1.2095675468444824,1.196568250656128,0.620751678943634,'00:00']\n", 1574 | "(#5) 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[369,0.508629322052002,0.5230326652526855,0.9942023158073425,'00:00']\n", 1927 | "(#5) [370,0.5085878968238831,0.5228439569473267,0.9942023158073425,'00:00']\n", 1928 | "(#5) [371,0.5084392428398132,0.5227200388908386,0.9942023158073425,'00:00']\n", 1929 | "(#5) [372,0.5083572864532471,0.5225576758384705,0.9944022297859192,'00:00']\n", 1930 | "(#5) [373,0.5083764791488647,0.5228384733200073,0.9942023158073425,'00:00']\n", 1931 | "(#5) [374,0.508211612701416,0.5226112604141235,0.9944022297859192,'00:00']\n", 1932 | "(#5) [375,0.5080885887145996,0.5226343274116516,0.9942023158073425,'00:00']\n", 1933 | "(#5) [376,0.5081456303596497,0.5225542187690735,0.9942023158073425,'00:00']\n", 1934 | "(#5) [377,0.5082231163978577,0.5225827097892761,0.9940024018287659,'00:00']\n", 1935 | "(#5) [378,0.508144736289978,0.5225563049316406,0.9944022297859192,'00:00']\n", 1936 | "(#5) [379,0.5083276629447937,0.5221487283706665,0.9944022297859192,'00:00']\n", 1937 | "(#5) [380,0.5081814527511597,0.5221341848373413,0.9944022297859192,'00:00']\n", 1938 | "(#5) [381,0.5082696080207825,0.5222209692001343,0.9944022297859192,'00:00']\n", 1939 | "(#5) [382,0.5081558227539062,0.5224487781524658,0.9944022297859192,'00:00']\n", 1940 | "(#5) [383,0.5082300901412964,0.5224199891090393,0.9942023158073425,'00:00']\n", 1941 | "(#5) [384,0.5081693530082703,0.5222299695014954,0.9942023158073425,'00:00']\n", 1942 | "(#5) [385,0.508202850818634,0.5222810506820679,0.9942023158073425,'00:00']\n", 1943 | "(#5) [386,0.5080522298812866,0.5222872495651245,0.9942023158073425,'00:00']\n", 1944 | "(#5) [387,0.5079510807991028,0.5221360325813293,0.9942023158073425,'00:00']\n", 1945 | "(#5) [388,0.5082764625549316,0.5221952795982361,0.9942023158073425,'00:00']\n", 1946 | "(#5) [389,0.5083134174346924,0.5222253203392029,0.9942023158073425,'00:00']\n", 1947 | "(#5) [390,0.5081120133399963,0.5222678780555725,0.9942023158073425,'00:00']\n", 1948 | "(#5) [391,0.5081126093864441,0.5223051905632019,0.9942023158073425,'00:00']\n", 1949 | "(#5) [392,0.507978081703186,0.5224204659461975,0.9942023158073425,'00:00']\n", 1950 | "(#5) [393,0.507956326007843,0.5224355459213257,0.9942023158073425,'00:00']\n", 1951 | "(#5) [394,0.5080015659332275,0.5224387049674988,0.9940024018287659,'00:00']\n", 1952 | "(#5) [395,0.507987380027771,0.522358775138855,0.9942023158073425,'00:00']\n", 1953 | "(#5) [396,0.5079963207244873,0.5223493576049805,0.9942023158073425,'00:00']\n", 1954 | "(#5) [397,0.5079240798950195,0.5225111842155457,0.9940024018287659,'00:00']\n", 1955 | "(#5) [398,0.5078703165054321,0.5223772525787354,0.9942023158073425,'00:00']\n", 1956 | "(#5) [399,0.5079249143600464,0.5223718881607056,0.9942023158073425,'00:00']\n", 1957 | "Highest accuracy of: 0.9944022297859192 at epoch 267\n" 1958 | ], 1959 | "name": "stdout" 1960 | } 1961 | ] 1962 | }, 1963 | { 1964 | "cell_type": "markdown", 1965 | "metadata": { 1966 | "id": "9tJs8FgbWmoz", 1967 | "colab_type": "text" 1968 | }, 1969 | "source": [ 1970 | "## Run 4" 1971 | ] 1972 | }, 1973 | { 1974 | "cell_type": "code", 1975 | "metadata": { 1976 | "id": "cj-MJKPEb9-o", 1977 | "colab_type": "code", 1978 | "colab": { 1979 | "base_uri": "https://localhost:8080/", 1980 | "height": 1000 1981 | }, 1982 | "outputId": "a70fcd50-96ee-4d63-c63e-d2b8fb57c699" 1983 | }, 1984 | "source": [ 1985 | "learn = tabular_learner(dls, layers=[100,50,50],\n", 1986 | " ps=[0.01,0.01,0.02], metrics=accuracy,\n", 1987 | " loss_func=myLabelSmoothingCrossEntropyFlat(), n_out=10,\n", 1988 | " cbs=TrackHighestEpoch)\n", 1989 | "with learn.no_bar():\n", 1990 | " learn.fit_one_cycle(400, 1e-1)" 1991 | ], 1992 | "execution_count": 111, 1993 | "outputs": [ 1994 | { 1995 | "output_type": "stream", 1996 | "text": [ 1997 | "(#5) [0,2.0003058910369873,2.0761032104492188,0.42463013529777527,'00:00']\n", 1998 | "(#5) [1,1.67828369140625,1.42345130443573,0.4906037449836731,'00:00']\n", 1999 | "(#5) 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[13,1.2134891748428345,1.1741676330566406,0.6419432163238525,'00:00']\n", 2011 | "(#5) [14,1.1931734085083008,1.153082013130188,0.6531387567520142,'00:00']\n", 2012 | "(#5) [15,1.1719533205032349,1.1472806930541992,0.6649340391159058,'00:00']\n", 2013 | "(#5) [16,1.1496803760528564,1.12527334690094,0.690723717212677,'00:00']\n", 2014 | "(#5) [17,1.1257740259170532,1.0939685106277466,0.7129148244857788,'00:00']\n", 2015 | "(#5) [18,1.1010150909423828,1.0939463376998901,0.7113154530525208,'00:00']\n", 2016 | "(#5) [19,1.0766586065292358,1.0537782907485962,0.7339064478874207,'00:00']\n", 2017 | "(#5) [20,1.0535318851470947,1.0166994333267212,0.7544981837272644,'00:00']\n", 2018 | "(#5) [21,1.0303922891616821,1.0092788934707642,0.7530987858772278,'00:00']\n", 2019 | "(#5) [22,1.0084642171859741,1.0314825773239136,0.747501015663147,'00:00']\n", 2020 | "(#5) [23,0.9873597621917725,0.9995150566101074,0.7648940682411194,'00:00']\n", 2021 | "(#5) 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[332,0.5184825658798218,0.5274478793144226,0.9938024878501892,'00:00']\n", 2330 | "(#5) [333,0.5184876322746277,0.5271239280700684,0.9932027459144592,'00:00']\n", 2331 | "(#5) [334,0.5183936357498169,0.528414785861969,0.9928028583526611,'00:00']\n", 2332 | "(#5) [335,0.5180483460426331,0.5291456580162048,0.9926029443740845,'00:00']\n", 2333 | "(#5) [336,0.5179432034492493,0.5286192893981934,0.9932027459144592,'00:00']\n", 2334 | "(#5) [337,0.5177868008613586,0.5284668803215027,0.9930027723312378,'00:00']\n", 2335 | "(#5) [338,0.517536461353302,0.528547465801239,0.9930027723312378,'00:00']\n", 2336 | "(#5) [339,0.5174716711044312,0.5286524295806885,0.9928028583526611,'00:00']\n", 2337 | "(#5) [340,0.5172891616821289,0.5290689468383789,0.9932027459144592,'00:00']\n", 2338 | "(#5) [341,0.5169526934623718,0.5286818146705627,0.9928028583526611,'00:00']\n", 2339 | "(#5) [342,0.5170671939849854,0.5280165672302246,0.9934026598930359,'00:00']\n", 2340 | "(#5) 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[354,0.5165454745292664,0.5281561613082886,0.9934026598930359,'00:00']\n", 2352 | "(#5) [355,0.5163648724555969,0.528043806552887,0.9932027459144592,'00:00']\n", 2353 | "(#5) [356,0.5160258412361145,0.5281446576118469,0.9934026598930359,'00:00']\n", 2354 | "(#5) [357,0.5159211754798889,0.5281926989555359,0.9930027723312378,'00:00']\n", 2355 | "(#5) [358,0.5160395503044128,0.5285668969154358,0.9930027723312378,'00:00']\n", 2356 | "(#5) [359,0.5161588191986084,0.5279431939125061,0.9932027459144592,'00:00']\n", 2357 | "(#5) [360,0.5160760283470154,0.527444064617157,0.9934026598930359,'00:00']\n", 2358 | "(#5) [361,0.5161653161048889,0.5277760028839111,0.9932027459144592,'00:00']\n", 2359 | "(#5) [362,0.5159686207771301,0.5282360911369324,0.9934026598930359,'00:00']\n", 2360 | "(#5) [363,0.5159649848937988,0.5275589227676392,0.9930027723312378,'00:00']\n", 2361 | "(#5) [364,0.5159788131713867,0.5273492336273193,0.9938024878501892,'00:00']\n", 2362 | "(#5) [365,0.5157800912857056,0.5275050401687622,0.9932027459144592,'00:00']\n", 2363 | "(#5) [366,0.5157893300056458,0.527679443359375,0.9934026598930359,'00:00']\n", 2364 | "(#5) [367,0.5157250165939331,0.5275229215621948,0.9936025738716125,'00:00']\n", 2365 | "(#5) [368,0.5157070159912109,0.527600884437561,0.9934026598930359,'00:00']\n", 2366 | "(#5) [369,0.5155916810035706,0.5276570320129395,0.9932027459144592,'00:00']\n", 2367 | "(#5) [370,0.5153377652168274,0.5279443264007568,0.9932027459144592,'00:00']\n", 2368 | "(#5) [371,0.5151305198669434,0.5277968049049377,0.9934026598930359,'00:00']\n", 2369 | "(#5) [372,0.5153862833976746,0.5277093648910522,0.9934026598930359,'00:00']\n", 2370 | "(#5) [373,0.515356183052063,0.527471661567688,0.9936025738716125,'00:00']\n", 2371 | "(#5) [374,0.5152143239974976,0.5273513197898865,0.9932027459144592,'00:00']\n", 2372 | "(#5) [375,0.5154057741165161,0.5272999405860901,0.9932027459144592,'00:00']\n", 2373 | "(#5) [376,0.5153412222862244,0.5274387001991272,0.9932027459144592,'00:00']\n", 2374 | "(#5) [377,0.5151574611663818,0.5272072553634644,0.9932027459144592,'00:00']\n", 2375 | "(#5) [378,0.5150768160820007,0.5269420742988586,0.9932027459144592,'00:00']\n", 2376 | "(#5) [379,0.5150449872016907,0.5269762277603149,0.9934026598930359,'00:00']\n", 2377 | "(#5) [380,0.5151028037071228,0.5272069573402405,0.9932027459144592,'00:00']\n", 2378 | "(#5) [381,0.5150880813598633,0.5272423028945923,0.9932027459144592,'00:00']\n", 2379 | "(#5) [382,0.515092670917511,0.5271323919296265,0.9934026598930359,'00:00']\n", 2380 | "(#5) [383,0.5149607062339783,0.5271402597427368,0.9932027459144592,'00:00']\n", 2381 | "(#5) [384,0.5148206949234009,0.5271366834640503,0.9932027459144592,'00:00']\n", 2382 | "(#5) [385,0.5148480534553528,0.5270259976387024,0.9934026598930359,'00:00']\n", 2383 | "(#5) [386,0.515235185623169,0.526939868927002,0.9934026598930359,'00:00']\n", 2384 | "(#5) [387,0.5152973532676697,0.5270364284515381,0.9934026598930359,'00:00']\n", 2385 | "(#5) [388,0.5152448415756226,0.5270441174507141,0.9934026598930359,'00:00']\n", 2386 | "(#5) [389,0.5152629017829895,0.526996910572052,0.9934026598930359,'00:00']\n", 2387 | "(#5) [390,0.5153074264526367,0.5271141529083252,0.9930027723312378,'00:00']\n", 2388 | "(#5) [391,0.5150854587554932,0.527251660823822,0.9932027459144592,'00:00']\n", 2389 | "(#5) [392,0.515135645866394,0.5272926092147827,0.9932027459144592,'00:00']\n", 2390 | "(#5) [393,0.5153532028198242,0.5272953510284424,0.9932027459144592,'00:00']\n", 2391 | "(#5) [394,0.5151983499526978,0.5272786617279053,0.9932027459144592,'00:00']\n", 2392 | "(#5) [395,0.5151939392089844,0.5271652340888977,0.9932027459144592,'00:00']\n", 2393 | "(#5) [396,0.5149791836738586,0.5272667407989502,0.9932027459144592,'00:00']\n", 2394 | "(#5) [397,0.5150371789932251,0.5272676944732666,0.9932027459144592,'00:00']\n", 2395 | "(#5) [398,0.5150265097618103,0.5273163318634033,0.9932027459144592,'00:00']\n", 2396 | "(#5) [399,0.5149377584457397,0.5271505117416382,0.9932027459144592,'00:00']\n", 2397 | "Highest accuracy of: 0.9940024018287659 at epoch 298\n" 2398 | ], 2399 | "name": "stdout" 2400 | } 2401 | ] 2402 | }, 2403 | { 2404 | "cell_type": "markdown", 2405 | "metadata": { 2406 | "id": "Ef83mldoWpHF", 2407 | "colab_type": "text" 2408 | }, 2409 | "source": [ 2410 | "## Run 5" 2411 | ] 2412 | }, 2413 | { 2414 | "cell_type": "code", 2415 | "metadata": { 2416 | "id": "AHXESj4KcBEF", 2417 | "colab_type": "code", 2418 | "colab": { 2419 | "base_uri": "https://localhost:8080/", 2420 | "height": 1000 2421 | }, 2422 | "outputId": "c43951d2-12e3-431f-8460-3fcea2457663" 2423 | }, 2424 | "source": [ 2425 | "learn = tabular_learner(dls, layers=[100,50,50],\n", 2426 | " ps=[0.01,0.01,0.02], metrics=accuracy,\n", 2427 | " loss_func=myLabelSmoothingCrossEntropyFlat(), n_out=10,\n", 2428 | " cbs=TrackHighestEpoch)\n", 2429 | "with learn.no_bar():\n", 2430 | " learn.fit_one_cycle(400, 1e-1)" 2431 | ], 2432 | "execution_count": 112, 2433 | "outputs": [ 2434 | { 2435 | "output_type": "stream", 2436 | "text": [ 2437 | "(#5) [0,1.856536865234375,1.9822254180908203,0.49500200152397156,'00:00']\n", 2438 | "(#5) [1,1.5840586423873901,1.3882856369018555,0.49500200152397156,'00:00']\n", 2439 | "(#5) [2,1.4862524271011353,1.298932671546936,0.49500200152397156,'00:00']\n", 2440 | "(#5) [3,1.4239410161972046,1.3021901845932007,0.5035985708236694,'00:00']\n", 2441 | "(#5) [4,1.3853504657745361,1.3002160787582397,0.5053978562355042,'00:00']\n", 2442 | "(#5) [5,1.3564832210540771,1.2835593223571777,0.526989221572876,'00:00']\n", 2443 | "(#5) [6,1.3348164558410645,1.2770748138427734,0.5327869057655334,'00:00']\n", 2444 | "(#5) [7,1.3162322044372559,1.2688472270965576,0.5463814735412598,'00:00']\n", 2445 | "(#5) [8,1.2997393608093262,1.2645835876464844,0.55677729845047,'00:00']\n", 2446 | "(#5) [9,1.2839065790176392,1.2528749704360962,0.5687724947929382,'00:00']\n", 2447 | "(#5) [10,1.2694367170333862,1.2479283809661865,0.5867652893066406,'00:00']\n", 2448 | "(#5) [11,1.254752516746521,1.2275829315185547,0.5963614583015442,'00:00']\n", 2449 | "(#5) [12,1.2393661737442017,1.2126461267471313,0.6097561120986938,'00:00']\n", 2450 | "(#5) [13,1.2225242853164673,1.2012723684310913,0.6227508783340454,'00:00']\n", 2451 | "(#5) [14,1.2043054103851318,1.1886439323425293,0.6365453600883484,'00:00']\n", 2452 | "(#5) [15,1.1844737529754639,1.1696069240570068,0.646141529083252,'00:00']\n", 2453 | "(#5) [16,1.1629328727722168,1.1497223377227783,0.6639344096183777,'00:00']\n", 2454 | "(#5) [17,1.1415144205093384,1.128962516784668,0.6861255764961243,'00:00']\n", 2455 | "(#5) [18,1.1196281909942627,1.1377650499343872,0.6835265755653381,'00:00']\n", 2456 | "(#5) [19,1.0980544090270996,1.1112674474716187,0.7017192840576172,'00:00']\n", 2457 | "(#5) [20,1.076671838760376,1.0731879472732544,0.7213114500045776,'00:00']\n", 2458 | "(#5) [21,1.0553170442581177,1.1016515493392944,0.7041183710098267,'00:00']\n", 2459 | "(#5) [22,1.0342395305633545,1.0540293455123901,0.7237105369567871,'00:00']\n", 2460 | "(#5) [23,1.0136915445327759,1.0281001329421997,0.7506996989250183,'00:00']\n", 2461 | "(#5) [24,0.9937040209770203,1.0108968019485474,0.7560975551605225,'00:00']\n", 2462 | "(#5) [25,0.9745908975601196,0.9957839846611023,0.7618952393531799,'00:00']\n", 2463 | "(#5) [26,0.9565381407737732,1.0075819492340088,0.7572970986366272,'00:00']\n", 2464 | "(#5) [27,0.9390842914581299,0.9794436693191528,0.7672930955886841,'00:00']\n", 2465 | "(#5) [28,0.9219772815704346,0.9587832689285278,0.7916833162307739,'00:00']\n", 2466 | "(#5) [29,0.9058039784431458,0.9490118026733398,0.7890843749046326,'00:00']\n", 2467 | "(#5) [30,0.8889201283454895,0.9081711173057556,0.8156737089157104,'00:00']\n", 2468 | "(#5) 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[42,0.752457857131958,0.7915651202201843,0.8742502927780151,'00:00']\n", 2480 | "(#5) [43,0.7435197234153748,0.7747954726219177,0.8896441459655762,'00:00']\n", 2481 | "(#5) [44,0.7347887754440308,0.7663367986679077,0.8900439739227295,'00:00']\n", 2482 | "(#5) [45,0.7266516089439392,0.7777137160301208,0.8800479769706726,'00:00']\n", 2483 | "(#5) [46,0.720198392868042,0.835684061050415,0.8526589274406433,'00:00']\n", 2484 | "(#5) [47,0.7141945958137512,0.7740717530250549,0.8828468322753906,'00:00']\n", 2485 | "(#5) [48,0.7073748707771301,0.7457954287528992,0.9014394283294678,'00:00']\n", 2486 | "(#5) [49,0.7021173238754272,0.7405821084976196,0.8934426307678223,'00:00']\n", 2487 | "(#5) [50,0.6961896419525146,0.7385624051094055,0.9080367684364319,'00:00']\n", 2488 | "(#5) [51,0.6904593706130981,0.7373228073120117,0.9032387137413025,'00:00']\n", 2489 | "(#5) [52,0.684364914894104,0.7374168634414673,0.9062374830245972,'00:00']\n", 2490 | "(#5) 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[372,0.5117005109786987,0.5234314203262329,0.9930027723312378,'00:00']\n", 2810 | "(#5) [373,0.5116655230522156,0.5242964625358582,0.9930027723312378,'00:00']\n", 2811 | "(#5) [374,0.5116093158721924,0.5237722992897034,0.9930027723312378,'00:00']\n", 2812 | "(#5) [375,0.5116337537765503,0.5233075022697449,0.9932027459144592,'00:00']\n", 2813 | "(#5) [376,0.5115463733673096,0.5234260559082031,0.9932027459144592,'00:00']\n", 2814 | "(#5) [377,0.5115786194801331,0.5230952501296997,0.9932027459144592,'00:00']\n", 2815 | "(#5) [378,0.5115038752555847,0.5232494473457336,0.9932027459144592,'00:00']\n", 2816 | "(#5) [379,0.511390209197998,0.5234609842300415,0.9930027723312378,'00:00']\n", 2817 | "(#5) [380,0.5111578702926636,0.5234550833702087,0.9930027723312378,'00:00']\n", 2818 | "(#5) [381,0.511075496673584,0.5234181880950928,0.9928028583526611,'00:00']\n", 2819 | "(#5) [382,0.5110391974449158,0.5233864188194275,0.9930027723312378,'00:00']\n", 2820 | "(#5) [383,0.5111837983131409,0.5232412815093994,0.9930027723312378,'00:00']\n", 2821 | "(#5) [384,0.5110808610916138,0.5232195854187012,0.9930027723312378,'00:00']\n", 2822 | "(#5) [385,0.5110124945640564,0.523213803768158,0.9930027723312378,'00:00']\n", 2823 | "(#5) [386,0.5111136436462402,0.5232985019683838,0.9930027723312378,'00:00']\n", 2824 | "(#5) [387,0.5110445022583008,0.5233603715896606,0.9930027723312378,'00:00']\n", 2825 | "(#5) [388,0.5110945105552673,0.523431122303009,0.9930027723312378,'00:00']\n", 2826 | "(#5) [389,0.5110653638839722,0.5233187079429626,0.9930027723312378,'00:00']\n", 2827 | "(#5) [390,0.511041522026062,0.5233006477355957,0.9930027723312378,'00:00']\n", 2828 | "(#5) [391,0.51111900806427,0.5233792662620544,0.9930027723312378,'00:00']\n", 2829 | "(#5) [392,0.5112746953964233,0.5233858823776245,0.9930027723312378,'00:00']\n", 2830 | "(#5) [393,0.5111038684844971,0.5233259201049805,0.9930027723312378,'00:00']\n", 2831 | "(#5) [394,0.5110563635826111,0.5232934951782227,0.9930027723312378,'00:00']\n", 2832 | "(#5) [395,0.5111752152442932,0.5232762098312378,0.9930027723312378,'00:00']\n", 2833 | "(#5) [396,0.511090099811554,0.5232969522476196,0.9930027723312378,'00:00']\n", 2834 | "(#5) [397,0.51102614402771,0.523305356502533,0.9930027723312378,'00:00']\n", 2835 | "(#5) [398,0.5111712217330933,0.5232568383216858,0.9930027723312378,'00:00']\n", 2836 | "(#5) [399,0.5110330581665039,0.5233137011528015,0.9930027723312378,'00:00']\n", 2837 | "Highest accuracy of: 0.9944022297859192 at epoch 278\n" 2838 | ], 2839 | "name": "stdout" 2840 | } 2841 | ] 2842 | }, 2843 | { 2844 | "cell_type": "code", 2845 | "metadata": { 2846 | "id": "_2quWIkeTnOf", 2847 | "colab_type": "code", 2848 | "colab": {} 2849 | }, 2850 | "source": [ 2851 | "avgs = np.array([99.48,99.46,99.44,99.4,99.44])\n", 2852 | "epchs = np.array([331,323,267,298,278])" 2853 | ], 2854 | "execution_count": 0, 2855 | "outputs": [] 2856 | }, 2857 | { 2858 | "cell_type": "code", 2859 | "metadata": { 2860 | "id": "LJYK9cqGhKbS", 2861 | "colab_type": "code", 2862 | "colab": { 2863 | "base_uri": "https://localhost:8080/", 2864 | "height": 85 2865 | }, 2866 | "outputId": "38bc66c2-8891-4099-a0f4-0b08cbded32e" 2867 | }, 2868 | "source": [ 2869 | "print(f\"Average Accuracy: {avgs.mean()}\\nAccuracy Stdv: {avgs.std()}\\n\\\n", 2870 | "Average Total Epochs: {epchs.mean()}\\nEpcohs Stdv: {epchs.std()}\")" 2871 | ], 2872 | "execution_count": 131, 2873 | "outputs": [ 2874 | { 2875 | "output_type": "stream", 2876 | "text": [ 2877 | "Average Accuracy: 99.44399999999999\n", 2878 | "Accuracy Stdv: 0.026532998322841776\n", 2879 | "Average Total Epochs: 299.4\n", 2880 | "Epcohs Stdv: 24.759644585494357\n" 2881 | ], 2882 | "name": "stdout" 2883 | } 2884 | ] 2885 | } 2886 | ] 2887 | } 2888 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # fastai2 Tabular Baseline 2 | 3 | The following repository has a few tested baselines for tabular datasets outside of the two `fastai` uses (Rossmann and ADULTs). 4 | Along with these include a few popular techniques also used, and how `fastai` compares. 5 | 6 | 7 | [Poker Hand Induction](https://www.kaggle.com/c/poker-rule-induction) 8 | 9 | | Model | Test Accuracy (%) | 10 | |:-------------------------:|:-----------------:| 11 | | Decision Tree | 50% | 12 | | Multi-layer perceptron | 50% | 13 | | Deep Neural Decision Tree | 65.1% | 14 | | TabNet | 99.3% | 15 | | **fastai2** | **99.44%** | 16 | 17 | Credit to Fabio Barros for the idea of treating the numerical cards as both categorical and continuous. 18 | 19 | [Sarcos Robotics Arm Inverse Dynamics](http://www.gaussianprocess.org/gpml/data/) 20 | 21 | | Model | MSE | Number of Parameters | 22 | |:-----------------------------:|:-----:|:--------------------:| 23 | | Random Forest | 2.39 | 16.7K | 24 | | Stochastic Decision Tree | 2.11 | 28K | 25 | | Multi-Layer Perceptron | 2.13 | 0.14M | 26 | | Adaptive Neural Tree Ensemble | 1.23 | 0.60M | 27 | | Gradient Boosted Tree | 1.44 | 0.99M | 28 | | TabNet-S | 1.25 | 6.3K | 29 | | TabNet-M | 0.28 | 590K | 30 | | TabNet-L | 0.14 | 1.75M | 31 | | **fastai2** | **0.038** | **530K** | * Needs to be looked at again, 32 | 33 | [Higgs Boson](https://archive.ics.uci.edu/ml/datasets/HIGGS) 34 | 35 | | Model | Test Accuracy (%) | Number of Parameters | 36 | |:--------------------------------------------------:|:-----------------:|:--------------------:| 37 | | **Sparse evolutionary trained multi-layer perceptron** | **78.47** | **81K** | 38 | | Gradient boosted tree - S | 74.22 | 120K | 39 | | Gradient boosted tree - M | 75.97 | 690K | 40 | | Multi-layer perceptron | 78.44 | 2.04M | 41 | | Gradient boosted tree - L | 76.98 | 6.96M | 42 | | TabNet - S | 78.25 | 81K | 43 | | **TabNet - M** | **78.84** | **660K** | 44 | | **fastai2** | **76.94** | **530K** | 45 | --------------------------------------------------------------------------------