Fit for 200, 400, 600, & 800 epochs with both Mish and ReLU (sans 400). Setup tabular_learner using Fabio Barros' and Zachary Mueller's setup.

fastai2 Tabular Mish & ReLU Poker Tests.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"fastai2 Tabular Mish & ReLU Poker Tests.ipynb","provenance":[{"file_id":"1XH3L9rq7AeGA9yU12sjOSIdGwyaOVwSW","timestamp":1581111443876},{"file_id":"https://github.com/muellerzr/fastai2-Tabular-Baselines/blob/master/Adam_Poker_99_4.ipynb","timestamp":1581110843571}],"collapsed_sections":[],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"IH4nHtPmOB7r","colab_type":"text"},"source":["Try two different things:\n","\n","1. Does `Mish` affect this dataset\n","2. Does increasing the number of epochs have an effect\n","\n","Fit for 200, 400, 600, & 800 epochs with both Mish and ReLU (sans 400).\n","\n","Setup tabular_learner using Fabio Barros' and Zachary Mueller's setup."]},{"cell_type":"code","metadata":{"id":"olDm4xpFOWrd","colab_type":"code","colab":{}},"source":["from fastai2.tabular.all import *\n","from mish_cuda import MishCuda"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"rutdR3Cb2Ifd","colab_type":"text"},"source":["# Setup"]},{"cell_type":"code","metadata":{"id":"ENz-zGVzPGBx","colab_type":"code","colab":{}},"source":["df = pd.read_csv('drive/My Drive/poker/train.csv')"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"N3CG6TgGPnyJ","colab_type":"text"},"source":["Represent the card number both categorical and numerical.\n","\n","Idea for including the card number in categorical by Fabio Barros"]},{"cell_type":"code","metadata":{"id":"rctrC2HKPnWN","colab_type":"code","colab":{}},"source":["for i in range(1,6):\n","    df['cC'+str(i)]=df['C'+str(i)]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"I9_ft9PgPHK0","colab_type":"code","outputId":"758ca9ad-1ca8-4899-fdef-7dea6780469d","executionInfo":{"status":"ok","timestamp":1581305306882,"user_tz":360,"elapsed":2990,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"colab":{"base_uri":"https://localhost:8080/","height":202}},"source":["df.head()"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>S1</th>\n","      <th>C1</th>\n","      <th>S2</th>\n","      <th>C2</th>\n","      <th>S3</th>\n","      <th>C3</th>\n","      <th>S4</th>\n","      <th>C4</th>\n","      <th>S5</th>\n","      <th>C5</th>\n","      <th>hand</th>\n","      <th>cC1</th>\n","      <th>cC2</th>\n","      <th>cC3</th>\n","      <th>cC4</th>\n","      <th>cC5</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>4</td>\n","      <td>9</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>7</td>\n","      <td>2</td>\n","      <td>8</td>\n","      <td>0</td>\n","      <td>9</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>7</td>\n","      <td>8</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>6</td>\n","      <td>1</td>\n","      <td>12</td>\n","      <td>3</td>\n","      <td>11</td>\n","      <td>2</td>\n","      <td>7</td>\n","      <td>0</td>\n","      <td>4</td>\n","      <td>6</td>\n","      <td>12</td>\n","      <td>11</td>\n","      <td>7</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1</td>\n","      <td>11</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>7</td>\n","      <td>4</td>\n","      <td>11</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>11</td>\n","      <td>1</td>\n","      <td>7</td>\n","      <td>11</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>2</td>\n","      <td>9</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>6</td>\n","      <td>1</td>\n","      <td>9</td>\n","      <td>4</td>\n","      <td>9</td>\n","      <td>3</td>\n","      <td>9</td>\n","      <td>4</td>\n","      <td>6</td>\n","      <td>9</td>\n","      <td>9</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1</td>\n","      <td>8</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>11</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>0</td>\n","      <td>8</td>\n","      <td>4</td>\n","      <td>11</td>\n","      <td>2</td>\n","      <td>1</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   S1  C1  S2  C2  S3  C3  S4  C4  S5  C5  hand  cC1  cC2  cC3  cC4  cC5\n","0   4   9   2   1   2   2   4   7   2   8     0    9    1    2    7    8\n","1   1   4   3   6   1  12   3  11   2   7     0    4    6   12   11    7\n","2   1  11   4   1   3   7   4  11   2   1     2   11    1    7   11    1\n","3   2   9   2   4   3   6   1   9   4   9     3    9    4    6    9    9\n","4   1   8   2   4   2  11   2   2   2   1     0    8    4   11    2    1"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"Kx2vD5GuPVT6","colab_type":"code","colab":{}},"source":["cat_vars = ['S1', 'S2', 'S3', 'S4', 'S5','cC1', 'cC2', 'cC3', 'cC4', 'cC5']\n","cont_vars = ['C1', 'C2', 'C3', 'C4', 'C5']\n","dep_var = ['hand']"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"SFnyazmnPYJg","colab_type":"code","colab":{}},"source":["procs = [Categorify, Normalize]\n","splits = RandomSplitter()(range_of(df))"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"_LbaFK8yPbZI","colab_type":"code","colab":{}},"source":["to = TabularPandas(df, procs, cat_names=cat_vars, cont_names=cont_vars, y_names=dep_var, splits=splits)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"7gYnE7pQPcOF","colab_type":"code","outputId":"8a206762-c995-4e1a-b5e7-ac035047db21","executionInfo":{"status":"ok","timestamp":1581305307083,"user_tz":360,"elapsed":3147,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"colab":{"base_uri":"https://localhost:8080/","height":355}},"source":["to.show()"],"execution_count":8,"outputs":[{"output_type":"display_data","data":{"text/html":["<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>S1</th>\n","      <th>S2</th>\n","      <th>S3</th>\n","      <th>S4</th>\n","      <th>S5</th>\n","      <th>cC1</th>\n","      <th>cC2</th>\n","      <th>cC3</th>\n","      <th>cC4</th>\n","      <th>cC5</th>\n","      <th>C1</th>\n","      <th>C2</th>\n","      <th>C3</th>\n","      <th>C4</th>\n","      <th>C5</th>\n","      <th>hand</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>10586</th>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>12</td>\n","      <td>2</td>\n","      <td>9</td>\n","      <td>6</td>\n","      <td>4.0</td>\n","      <td>12.0</td>\n","      <td>2.0</td>\n","      <td>9.0</td>\n","      <td>6.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>874</th>\n","      <td>3</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>11</td>\n","      <td>7</td>\n","      <td>8</td>\n","      <td>7</td>\n","      <td>10</td>\n","      <td>11.0</td>\n","      <td>7.0</td>\n","      <td>8.0</td>\n","      <td>7.0</td>\n","      <td>10.0</td>\n","      <td>1</td>\n","    </tr>\n","    <tr>\n","      <th>17401</th>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>1</td>\n","      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<td>12.0</td>\n","      <td>8.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>19406</th>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>1</td>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>10</td>\n","      <td>12</td>\n","      <td>5</td>\n","      <td>13</td>\n","      <td>4.0</td>\n","      <td>10.0</td>\n","      <td>12.0</td>\n","      <td>5.0</td>\n","      <td>13.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>1272</th>\n","      <td>1</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>4</td>\n","      <td>8</td>\n","      <td>4</td>\n","      <td>6</td>\n","      <td>3</td>\n","      <td>11</td>\n","      <td>8.0</td>\n","      <td>4.0</td>\n","      <td>6.0</td>\n","      <td>3.0</td>\n","      <td>11.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>18810</th>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>3</td>\n","      <td>1</td>\n","      <td>1</td>\n","      <td>11</td>\n","      <td>9</td>\n","      <td>6</td>\n","      <td>5</td>\n","      <td>2</td>\n","      <td>11.0</td>\n","      <td>9.0</td>\n","      <td>6.0</td>\n","      <td>5.0</td>\n","      <td>2.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>9553</th>\n","      <td>4</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>4</td>\n","      <td>3</td>\n","      <td>2</td>\n","      <td>9</td>\n","      <td>4</td>\n","      <td>6</td>\n","      <td>13</td>\n","      <td>2.0</td>\n","      <td>9.0</td>\n","      <td>4.0</td>\n","      <td>6.0</td>\n","      <td>13.0</td>\n","      <td>0</td>\n","    </tr>\n","    <tr>\n","      <th>22397</th>\n","      <td>2</td>\n","      <td>4</td>\n","      <td>1</td>\n","      <td>4</td>\n","      <td>2</td>\n","      <td>9</td>\n","      <td>5</td>\n","      <td>4</td>\n","      <td>7</td>\n","      <td>11</td>\n","      <td>9.0</td>\n","      <td>5.0</td>\n","      <td>4.0</td>\n","      <td>7.0</td>\n","      <td>11.0</td>\n","      <td>0</td>\n","    </tr>\n","  </tbody>\n","</table>"],"text/plain":["<IPython.core.display.HTML object>"]},"metadata":{"tags":[]}}]},{"cell_type":"code","metadata":{"id":"L-m7gt1WPzms","colab_type":"code","outputId":"2bd31af9-fba4-4dd1-a943-477e1130ad61","executionInfo":{"status":"ok","timestamp":1581305307083,"user_tz":360,"elapsed":3127,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["len(to)"],"execution_count":9,"outputs":[{"output_type":"execute_result","data":{"text/plain":["25010"]},"metadata":{"tags":[]},"execution_count":9}]},{"cell_type":"code","metadata":{"id":"7IWoA3CMPHm7","colab_type":"code","colab":{}},"source":["dls = to.dataloaders(bs=2048)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"v2XR3nTwUsaB","colab_type":"code","colab":{}},"source":["class myLabelSmoothingCrossEntropyFlat(BaseLoss):\n","    \"Same as `nn.CrossEntropyLoss`, but flattens input and target.\"\n","    y_int = True\n","    def __init__(self, *args, axis=-1, **kwargs): super().__init__(LabelSmoothingCrossEntropy, *args, axis=axis, **kwargs)\n","    def decodes(self, x):    return x.argmax(dim=self.axis)\n","    def activation(self, x): return F.softmax(x, dim=self.axis)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"8NTHDhpavsDh","colab_type":"text"},"source":["# Trackers"]},{"cell_type":"code","metadata":{"id":"0Gr34M22bxfO","colab_type":"code","colab":{}},"source":["class TrackHighestEpoch(TrackerCallback):\n","    \"A `TrackerCallback` that terminates training when monitored quantity stops improving.\"\n","    def __init__(self, monitor='accuracy', comp=None, min_delta=0., patience=1):\n","        super().__init__(monitor=monitor, comp=comp, min_delta=min_delta)\n","        self.patience = patience\n","\n","    def begin_fit(self): self.highest_epoch = 0; super().begin_fit()\n","    def after_epoch(self):\n","        \"Compare the value monitored to its best score and maybe stop training.\"\n","        super().after_epoch()\n","        if self.new_best: \n","          self.highest_epoch = self.epoch\n","    def after_fit(self):\n","        \"Print highest value\"\n","        print(f'Highest accuracy of: {self.best} at epoch {self.highest_epoch+1}')\n","        self.learn.best = self.best\n","        self.learn.highest_epoch = self.highest_epoch+1"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"KiTZuvcSP6Vk","colab_type":"text"},"source":["# Tabular Mish"]},{"cell_type":"code","metadata":{"id":"_bbUYL9_iM1S","colab_type":"code","colab":{}},"source":["from fastai2.basics import *\n","from fastai2.tabular.core import *\n","from fastai2.tabular.model import *\n","\n","class MTabularModel(Module):\n","    \"Basic model for tabular data.\"\n","    def __init__(self, emb_szs, n_cont, out_sz, layers, ps=None, embed_p=0.,\n","                 y_range=None, use_bn=True, bn_final=False):\n","        ps = ifnone(ps, [0]*len(layers))\n","        if not is_listy(ps): ps = [ps]*len(layers)\n","        self.embeds = nn.ModuleList([Embedding(ni, nf) for ni,nf in emb_szs])\n","        self.emb_drop = nn.Dropout(embed_p)\n","        self.bn_cont = nn.BatchNorm1d(n_cont)\n","        n_emb = sum(e.embedding_dim for e in self.embeds)\n","        self.n_emb,self.n_cont = n_emb,n_cont\n","        sizes = [n_emb + n_cont] + layers + [out_sz]\n","        actns = [MishCuda() for _ in range(len(sizes)-2)] + [None]\n","        _layers = [LinBnDrop(sizes[i], sizes[i+1], bn=use_bn and (i!=len(actns)-1 or bn_final), p=p, act=a)\n","                       for i,(p,a) in enumerate(zip(ps+[0.],actns))]\n","        if y_range is not None: _layers.append(SigmoidRange(*y_range))\n","        self.layers = nn.Sequential(*_layers)\n","\n","    def forward(self, x_cat, x_cont):\n","        if self.n_emb != 0:\n","            x = [e(x_cat[:,i]) for i,e in enumerate(self.embeds)]\n","            x = torch.cat(x, 1)\n","            x = self.emb_drop(x)\n","        if self.n_cont != 0:\n","            x_cont = self.bn_cont(x_cont)\n","            x = torch.cat([x, x_cont], 1) if self.n_emb != 0 else x_cont\n","        return self.layers(x)\n","\n","@delegates(Learner.__init__)\n","def mtabular_learner(dls, layers=None, emb_szs=None, config=None, n_out=None, y_range=None,\n","                    ps=None, embed_p=0., use_bn=True, bn_final=False, **kwargs):\n","    \"Get a `Learner` using `data`, with `metrics`, including a `TabularModel` created using the remaining params.\"\n","    if config is None: config = tabular_config()\n","    if layers is None: layers = [200,100]\n","    to = dls.train_ds\n","    emb_szs = get_emb_sz(dls.train_ds, {} if emb_szs is None else emb_szs)\n","    if n_out is None: n_out = get_c(dls)\n","    assert n_out, \"`n_out` is not defined, and could not be infered from data, set `dls.c` or pass `n_out`\"\n","    model = MTabularModel(emb_szs, len(dls.cont_names), n_out, layers, y_range=y_range,\n","                         ps=ps, embed_p=embed_p, use_bn=use_bn, bn_final=bn_final, **config)\n","    return TabularLearner(dls, model, **kwargs)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"8BOnU68Zx1Cv"},"source":["# Mish 200 Epochs"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"8Yn8sSQLx1C1","colab":{}},"source":["results = []\n","epochs  = []"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"Yf08gRG6x1C-"},"source":["## Run 1"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"7a4cecb7-17a2-4f29-a226-ccfd8bca5707","executionInfo":{"status":"ok","timestamp":1581305383858,"user_tz":360,"elapsed":79839,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"hhpVg-pKx1DA","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":15,"outputs":[{"output_type":"stream","text":["(#5) [0,2.028096914291382,2.2087178230285645,0.3852458894252777,'00:00']\n","(#5) [1,1.7085814476013184,1.5143237113952637,0.4600159823894501,'00:00']\n","(#5) [2,1.5615298748016357,1.3044391870498657,0.4864054322242737,'00:00']\n","(#5) [3,1.4806673526763916,1.300184965133667,0.5097960829734802,'00:00']\n","(#5) [4,1.4267492294311523,1.286773920059204,0.5205917358398438,'00:00']\n","(#5) [5,1.3890478610992432,1.2723944187164307,0.5317872762680054,'00:00']\n","(#5) [6,1.3599084615707397,1.2706400156021118,0.5433826446533203,'00:00']\n","(#5) [7,1.3353832960128784,1.2590413093566895,0.5513794422149658,'00:00']\n","(#5) [8,1.3143779039382935,1.248453140258789,0.5665733814239502,'00:00']\n","(#5) [9,1.295650839805603,1.25238835811615,0.5641743540763855,'00:00']\n","(#5) [10,1.2782057523727417,1.2342253923416138,0.5783686637878418,'00:00']\n","(#5) [11,1.2604273557662964,1.2274203300476074,0.5967612862586975,'00:00']\n","(#5) [12,1.2408441305160522,1.216589331626892,0.6075569987297058,'00:00']\n","(#5) [13,1.218924880027771,1.206873893737793,0.6153538823127747,'00:00']\n","(#5) [14,1.1949021816253662,1.2167668342590332,0.6263494491577148,'00:00']\n","(#5) [15,1.1703224182128906,1.1926578283309937,0.645541787147522,'00:00']\n","(#5) 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[196,0.52284836769104,0.5373378992080688,0.9880048036575317,'00:00']\n","(#5) [197,0.5227515697479248,0.537387490272522,0.9886045455932617,'00:00']\n","(#5) [198,0.5223595499992371,0.5373048186302185,0.9888044595718384,'00:00']\n","(#5) [199,0.5225521326065063,0.5372684597969055,0.9886045455932617,'00:00']\n","Highest accuracy of: 0.9888044595718384 at epoch 178\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"AbHMjJWnx1DI"},"source":["## Run 2"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"1ceb2969-5936-4af9-d814-93a2c6600935","executionInfo":{"status":"ok","timestamp":1581305457917,"user_tz":360,"elapsed":153879,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"RHEkQ3Gcx1DJ","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":16,"outputs":[{"output_type":"stream","text":["(#5) [0,1.9124728441238403,2.1250579357147217,0.5,'00:00']\n","(#5) [1,1.6399407386779785,1.5324989557266235,0.498600572347641,'00:00']\n","(#5) [2,1.5163170099258423,1.2924513816833496,0.48180729150772095,'00:00']\n","(#5) [3,1.4458694458007812,1.2924494743347168,0.4982007145881653,'00:00']\n","(#5) [4,1.4008914232254028,1.28086519241333,0.5197920799255371,'00:00']\n","(#5) [5,1.3679674863815308,1.2687537670135498,0.5383846163749695,'00:00']\n","(#5) [6,1.3420307636260986,1.2639716863632202,0.5571771264076233,'00:00']\n","(#5) 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[199,0.5295314788818359,0.5613982081413269,0.9796081781387329,'00:00']\n","Highest accuracy of: 0.9798080921173096 at epoch 194\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"j5wiJYlRx1DK"},"source":["## Run 3"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"140af8d0-e494-4f8b-b205-5fc7d158501e","executionInfo":{"status":"ok","timestamp":1581305531698,"user_tz":360,"elapsed":227642,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"oxZ31R7wx1DL","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":17,"outputs":[{"output_type":"stream","text":["(#5) [0,2.0280673503875732,2.271366834640503,0.006397441029548645,'00:00']\n","(#5) [1,1.6976823806762695,1.6389583349227905,0.4244302213191986,'00:00']\n","(#5) [2,1.5563000440597534,1.3287227153778076,0.4348260760307312,'00:00']\n","(#5) [3,1.473467230796814,1.298367977142334,0.4996001720428467,'00:00']\n","(#5) [4,1.4210593700408936,1.2790547609329224,0.5253898501396179,'00:00']\n","(#5) [5,1.3843573331832886,1.2712111473083496,0.5377848744392395,'00:00']\n","(#5) [6,1.3550900220870972,1.2655519247055054,0.5471811294555664,'00:00']\n","(#5) [7,1.3312034606933594,1.2560755014419556,0.5635745525360107,'00:00']\n","(#5) [8,1.3115386962890625,1.2421661615371704,0.5783686637878418,'00:00']\n","(#5) [9,1.2937936782836914,1.237535834312439,0.5839664340019226,'00:00']\n","(#5) 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[190,0.5273021459579468,0.5718095302581787,0.9768092632293701,'00:00']\n","(#5) [191,0.5276974439620972,0.5713045597076416,0.9766093492507935,'00:00']\n","(#5) [192,0.5274533033370972,0.5707034468650818,0.9768092632293701,'00:00']\n","(#5) [193,0.5274595022201538,0.5702335238456726,0.9770091772079468,'00:00']\n","(#5) [194,0.5273102521896362,0.570408284664154,0.9770091772079468,'00:00']\n","(#5) [195,0.5272668600082397,0.5702252984046936,0.9768092632293701,'00:00']\n","(#5) [196,0.5274286866188049,0.570299506187439,0.9764094352722168,'00:00']\n","(#5) [197,0.527218759059906,0.5701007843017578,0.9768092632293701,'00:00']\n","(#5) [198,0.5276027917861938,0.570216178894043,0.9766093492507935,'00:00']\n","(#5) [199,0.5272858738899231,0.5700207948684692,0.9770091772079468,'00:00']\n","Highest accuracy of: 0.9770091772079468 at epoch 194\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"Ie2Um6nCx1DM"},"source":["## Run 4"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"233746ce-b485-41f4-cb14-a4d6d6cade84","executionInfo":{"status":"ok","timestamp":1581305604646,"user_tz":360,"elapsed":300572,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"sx-BxDNzx1DN","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":18,"outputs":[{"output_type":"stream","text":["(#5) [0,1.9493720531463623,2.131483793258667,0.5,'00:00']\n","(#5) 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[193,0.5140182971954346,0.5200187563896179,0.9950019717216492,'00:00']\n","(#5) [194,0.5139657855033875,0.5201403498649597,0.9948020577430725,'00:00']\n","(#5) [195,0.5136451125144958,0.5200973153114319,0.9948020577430725,'00:00']\n","(#5) [196,0.5138025283813477,0.5199806094169617,0.9952019453048706,'00:00']\n","(#5) [197,0.5136563777923584,0.5199741721153259,0.9948020577430725,'00:00']\n","(#5) [198,0.5135117769241333,0.5200217366218567,0.9950019717216492,'00:00']\n","(#5) [199,0.5138048529624939,0.520096480846405,0.9950019717216492,'00:00']\n","Highest accuracy of: 0.9952019453048706 at epoch 168\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"bvroN2XWx1DO"},"source":["## Run 5"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"fca196d8-8df5-4749-f6f4-61cc7941b75b","executionInfo":{"status":"ok","timestamp":1581305678894,"user_tz":360,"elapsed":374804,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"KfVsQIDHx1DP","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":19,"outputs":[{"output_type":"stream","text":["(#5) [0,2.025754690170288,2.2661194801330566,0.09736105799674988,'00:00']\n","(#5) [1,1.7066171169281006,1.5596011877059937,0.4664134383201599,'00:00']\n","(#5) [2,1.5597935914993286,1.2895127534866333,0.4678128659725189,'00:00']\n","(#5) [3,1.4750913381576538,1.3007898330688477,0.5223910212516785,'00:00']\n","(#5) 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[172,0.5244572758674622,0.5243919491767883,0.9926029443740845,'00:00']\n","(#5) [173,0.5239208340644836,0.5244174599647522,0.9928028583526611,'00:00']\n","(#5) [174,0.523723304271698,0.5240692496299744,0.9930027723312378,'00:00']\n","(#5) [175,0.5232714414596558,0.5240132212638855,0.9932027459144592,'00:00']\n","(#5) [176,0.5232115387916565,0.52367103099823,0.9932027459144592,'00:00']\n","(#5) [177,0.5228005647659302,0.5244868993759155,0.9924030303955078,'00:00']\n","(#5) [178,0.5224475264549255,0.5244193077087402,0.9922031164169312,'00:00']\n","(#5) [179,0.5223096013069153,0.5242301225662231,0.9926029443740845,'00:00']\n","(#5) [180,0.5221501588821411,0.5233063101768494,0.9928028583526611,'00:00']\n","(#5) [181,0.5216115713119507,0.522907018661499,0.9934026598930359,'00:00']\n","(#5) [182,0.5218275785446167,0.5230923891067505,0.9928028583526611,'00:00']\n","(#5) [183,0.5216801762580872,0.5232225060462952,0.9934026598930359,'00:00']\n","(#5) [184,0.5213950872421265,0.5230354070663452,0.9934026598930359,'00:00']\n","(#5) [185,0.521066427230835,0.5227700471878052,0.9938024878501892,'00:00']\n","(#5) [186,0.5209587812423706,0.5226407051086426,0.9934026598930359,'00:00']\n","(#5) [187,0.5207033157348633,0.5224288105964661,0.9934026598930359,'00:00']\n","(#5) [188,0.5204679369926453,0.5223622918128967,0.9934026598930359,'00:00']\n","(#5) [189,0.5204488635063171,0.5225231051445007,0.9930027723312378,'00:00']\n","(#5) [190,0.520298421382904,0.5225468277931213,0.9930027723312378,'00:00']\n","(#5) [191,0.5202168822288513,0.5225927829742432,0.9930027723312378,'00:00']\n","(#5) [192,0.5197347402572632,0.5225113034248352,0.9930027723312378,'00:00']\n","(#5) [193,0.5197688937187195,0.5225674510002136,0.9928028583526611,'00:00']\n","(#5) [194,0.519615650177002,0.5225871801376343,0.9928028583526611,'00:00']\n","(#5) [195,0.5198304057121277,0.5225399136543274,0.9930027723312378,'00:00']\n","(#5) [196,0.5195858478546143,0.5225683450698853,0.9930027723312378,'00:00']\n","(#5) [197,0.5194593071937561,0.5225578546524048,0.9930027723312378,'00:00']\n","(#5) [198,0.5197814702987671,0.5224828124046326,0.9932027459144592,'00:00']\n","(#5) [199,0.5199688076972961,0.5224617123603821,0.9934026598930359,'00:00']\n","Highest accuracy of: 0.9944022297859192 at epoch 169\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"muANOJWux1DQ"},"source":["## Results"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"i9GBKmHix1DR","colab":{"base_uri":"https://localhost:8080/","height":52},"outputId":"1bcf8ba6-8638-4f7f-95b6-dd07b86c43e5","executionInfo":{"status":"ok","timestamp":1581305679090,"user_tz":360,"elapsed":374981,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["print(results)\n","print(epochs)"],"execution_count":20,"outputs":[{"output_type":"stream","text":["[0.9888044595718384, 0.9798080921173096, 0.9770091772079468, 0.9952019453048706, 0.9944022297859192]\n","[178, 194, 194, 168, 169]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"4b08e0ac-85de-4c61-bf8c-4865ab8188bb","executionInfo":{"status":"ok","timestamp":1581305679092,"user_tz":360,"elapsed":374964,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"xhKggA0ex1DS","colab":{"base_uri":"https://localhost:8080/","height":87}},"source":["avgs = np.array(results)\n","epchs = np.array(epochs)\n","\n","print(f\"Average Accuracy: {avgs.mean():.5f}\\nAccuracy Std: {avgs.std():.5f}\\n\\\n","Average Total Epochs: {epchs.mean():.2f}\\nEpochs Std: {epchs.std():.2f}\")"],"execution_count":21,"outputs":[{"output_type":"stream","text":["Average Accuracy: 0.98705\n","Accuracy Std: 0.00744\n","Average Total Epochs: 180.60\n","Epochs Std: 11.48\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"kCbdZDTRzPML"},"source":["# Mish 400 Epochs"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"Tv6jb3DEzPMQ","colab":{}},"source":["results = []\n","epochs  = []"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"tIbFCi7ezPMW"},"source":["## Run 1"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"f2dec1c2-da4e-4f01-f41e-493f48ef2ef2","executionInfo":{"status":"ok","timestamp":1581305826789,"user_tz":360,"elapsed":522634,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"m6Mbp5RrzPMY","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(400, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":23,"outputs":[{"output_type":"stream","text":["(#5) [0,1.8694484233856201,2.085019588470459,0.4968012869358063,'00:00']\n","(#5) [1,1.60517156124115,1.4580353498458862,0.49460217356681824,'00:00']\n","(#5) [2,1.494742512702942,1.2972205877304077,0.4962015151977539,'00:00']\n","(#5) [3,1.4302186965942383,1.311321496963501,0.4826069474220276,'00:00']\n","(#5) [4,1.3907829523086548,1.287109613418579,0.5091963410377502,'00:00']\n","(#5) [5,1.3624911308288574,1.2791252136230469,0.529188334941864,'00:00']\n","(#5) [6,1.3409388065338135,1.2760289907455444,0.531387448310852,'00:00']\n","(#5) [7,1.3233451843261719,1.2700700759887695,0.5399839878082275,'00:00']\n","(#5) [8,1.3091506958007812,1.2644166946411133,0.5411835312843323,'00:00']\n","(#5) [9,1.296360969543457,1.2642525434494019,0.5461814999580383,'00:00']\n","(#5) 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[394,0.533963680267334,0.6365721821784973,0.9492202997207642,'00:00']\n","(#5) [395,0.5342051386833191,0.6366280913352966,0.9496201276779175,'00:00']\n","(#5) [396,0.5339544415473938,0.6363425850868225,0.9496201276779175,'00:00']\n","(#5) [397,0.5339847803115845,0.6360686421394348,0.9494202136993408,'00:00']\n","(#5) [398,0.5336266160011292,0.6361706256866455,0.9500200152397156,'00:00']\n","(#5) [399,0.5336081385612488,0.6360982656478882,0.9494202136993408,'00:00']\n","Highest accuracy of: 0.9508196711540222 at epoch 340\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"CU2aVbtozPMd"},"source":["## Run 2"]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"ca9e97e8-6d1c-4805-c573-f58632762646","executionInfo":{"status":"ok","timestamp":1581305974744,"user_tz":360,"elapsed":670570,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"bg1wbUm-zPMf","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(400, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":24,"outputs":[{"output_type":"stream","text":["(#5) [0,1.9834603071212769,2.121384859085083,0.4240303933620453,'00:00']\n","(#5) [1,1.6941522359848022,1.5558876991271973,0.43042781949043274,'00:00']\n","(#5) [2,1.550487995147705,1.303396463394165,0.49840062856674194,'00:00']\n","(#5) [3,1.468103051185608,1.2992973327636719,0.49920031428337097,'00:00']\n","(#5) 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313\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"cFHR6-SbzPMi"},"source":["## Run 3"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"J_mtRdCazPMi","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"fc8b17f8-6d19-4010-b4bc-68a0bdc1ac91","executionInfo":{"status":"ok","timestamp":1581306123948,"user_tz":360,"elapsed":819756,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(400, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":25,"outputs":[{"output_type":"stream","text":["(#5) [0,1.8971836566925049,2.0941321849823,0.4958016872406006,'00:00']\n","(#5) [1,1.6277785301208496,1.5202019214630127,0.48760494589805603,'00:00']\n","(#5) [2,1.510219931602478,1.2899408340454102,0.4980008006095886,'00:00']\n","(#5) [3,1.4396768808364868,1.300950288772583,0.46761295199394226,'00:00']\n","(#5) [4,1.3978009223937988,1.287224531173706,0.5151939392089844,'00:00']\n","(#5) [5,1.367722988128662,1.277376413345337,0.5305877923965454,'00:00']\n","(#5) [6,1.344861388206482,1.2711567878723145,0.5391843318939209,'00:00']\n","(#5) [7,1.3263604640960693,1.268392562866211,0.5433826446533203,'00:00']\n","(#5) [8,1.3110923767089844,1.2642462253570557,0.5463814735412598,'00:00']\n","(#5) [9,1.2972317934036255,1.2573587894439697,0.5481806993484497,'00:00']\n","(#5) 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[394,0.5102786421775818,0.529195249080658,0.9908036589622498,'00:00']\n","(#5) [395,0.510342001914978,0.5294054746627808,0.9908036589622498,'00:00']\n","(#5) [396,0.5103204846382141,0.5293150544166565,0.9908036589622498,'00:00']\n","(#5) [397,0.510269284248352,0.5292532444000244,0.9908036589622498,'00:00']\n","(#5) [398,0.510009765625,0.5293145179748535,0.9908036589622498,'00:00']\n","(#5) [399,0.5102307796478271,0.5292366147041321,0.9908036589622498,'00:00']\n","Highest accuracy of: 0.9922031164169312 at epoch 303\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"7i4GYDU0zPMl"},"source":["## Run 4"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"FRvcuRWTzPMl","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"e9d2b379-38b4-4005-b387-be85cbeede0c","executionInfo":{"status":"ok","timestamp":1581306271523,"user_tz":360,"elapsed":967307,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(400, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":26,"outputs":[{"output_type":"stream","text":["(#5) [0,2.0407474040985107,2.207916498184204,0.4102359116077423,'00:00']\n","(#5) [1,1.7030664682388306,1.6229087114334106,0.5155937671661377,'00:00']\n","(#5) [2,1.5603117942810059,1.35984468460083,0.510995626449585,'00:00']\n","(#5) [3,1.474195957183838,1.3274788856506348,0.5183926224708557,'00:00']\n","(#5) [4,1.4213979244232178,1.276726484298706,0.5315873622894287,'00:00']\n","(#5) 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[389,0.5100790858268738,0.530979573726654,0.9906037449836731,'00:00']\n","(#5) [390,0.5101730227470398,0.530870258808136,0.9906037449836731,'00:00']\n","(#5) [391,0.5101227164268494,0.5308970212936401,0.9906037449836731,'00:00']\n","(#5) [392,0.5102018713951111,0.5308113098144531,0.9910035729408264,'00:00']\n","(#5) [393,0.5100578665733337,0.5308150053024292,0.9908036589622498,'00:00']\n","(#5) [394,0.5100430250167847,0.5307022333145142,0.9908036589622498,'00:00']\n","(#5) [395,0.5100587606430054,0.5308107733726501,0.9908036589622498,'00:00']\n","(#5) [396,0.510177731513977,0.5307545065879822,0.9908036589622498,'00:00']\n","(#5) [397,0.5100067257881165,0.5308323502540588,0.9908036589622498,'00:00']\n","(#5) [398,0.5098135471343994,0.5307250022888184,0.9908036589622498,'00:00']\n","(#5) [399,0.50997394323349,0.5306400060653687,0.9908036589622498,'00:00']\n","Highest accuracy of: 0.9916033744812012 at epoch 290\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"1hNZmTQtzPMo"},"source":["## Run 5"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"toEvUUkSzPMp","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"e0422b74-343b-4cec-ef34-94d917013c9a","executionInfo":{"status":"ok","timestamp":1581306419243,"user_tz":360,"elapsed":1114986,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(400, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":27,"outputs":[{"output_type":"stream","text":["(#5) [0,1.9411870241165161,2.1694836616516113,0.5,'00:00']\n","(#5) [1,1.6522679328918457,1.59586501121521,0.5,'00:00']\n","(#5) [2,1.5278868675231934,1.297410488128662,0.49840062856674194,'00:00']\n","(#5) [3,1.45425546169281,1.2910206317901611,0.5089964270591736,'00:00']\n","(#5) [4,1.408223032951355,1.2828702926635742,0.5239903926849365,'00:00']\n","(#5) [5,1.3755228519439697,1.2787312269210815,0.5247901082038879,'00:00']\n","(#5) [6,1.3506120443344116,1.2737956047058105,0.5325869917869568,'00:00']\n","(#5) [7,1.3301366567611694,1.272534966468811,0.5311875343322754,'00:00']\n","(#5) [8,1.3135677576065063,1.2671135663986206,0.5381847023963928,'00:00']\n","(#5) [9,1.2993123531341553,1.2651019096374512,0.545781672000885,'00:00']\n","(#5) [10,1.286100149154663,1.2580342292785645,0.55677729845047,'00:00']\n","(#5) 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[371,0.512145459651947,0.5262619853019714,0.9926029443740845,'00:00']\n","(#5) [372,0.5122212767601013,0.5263056755065918,0.9922031164169312,'00:00']\n","(#5) [373,0.512050211429596,0.5261762738227844,0.9924030303955078,'00:00']\n","(#5) [374,0.5119811296463013,0.5261560082435608,0.9924030303955078,'00:00']\n","(#5) [375,0.5120284557342529,0.5259535312652588,0.9924030303955078,'00:00']\n","(#5) [376,0.5118604898452759,0.5260319709777832,0.9924030303955078,'00:00']\n","(#5) [377,0.5117467641830444,0.5261479616165161,0.9924030303955078,'00:00']\n","(#5) [378,0.5117670893669128,0.5262511372566223,0.9924030303955078,'00:00']\n","(#5) [379,0.5117990970611572,0.5263838171958923,0.9924030303955078,'00:00']\n","(#5) [380,0.5117797255516052,0.5263010263442993,0.9924030303955078,'00:00']\n","(#5) [381,0.5118710398674011,0.5262014269828796,0.9924030303955078,'00:00']\n","(#5) [382,0.5119017958641052,0.5260577201843262,0.9924030303955078,'00:00']\n","(#5) [383,0.5118836164474487,0.5260695815086365,0.9924030303955078,'00:00']\n","(#5) [384,0.5119093060493469,0.5260758996009827,0.9922031164169312,'00:00']\n","(#5) [385,0.5119361281394958,0.5260051488876343,0.9922031164169312,'00:00']\n","(#5) [386,0.5119411945343018,0.5259150266647339,0.9920032024383545,'00:00']\n","(#5) [387,0.5117528438568115,0.5259814262390137,0.9922031164169312,'00:00']\n","(#5) [388,0.511498212814331,0.5260623097419739,0.9922031164169312,'00:00']\n","(#5) [389,0.5115209817886353,0.5261254906654358,0.9922031164169312,'00:00']\n","(#5) [390,0.5114887952804565,0.5261180400848389,0.9922031164169312,'00:00']\n","(#5) [391,0.511387050151825,0.526136040687561,0.9922031164169312,'00:00']\n","(#5) [392,0.511451005935669,0.5262035131454468,0.9922031164169312,'00:00']\n","(#5) [393,0.5116131901741028,0.5261703133583069,0.9920032024383545,'00:00']\n","(#5) [394,0.511427104473114,0.5261877179145813,0.9922031164169312,'00:00']\n","(#5) [395,0.5114026069641113,0.526206910610199,0.9920032024383545,'00:00']\n","(#5) [396,0.5112674832344055,0.5261914730072021,0.9920032024383545,'00:00']\n","(#5) [397,0.5110664367675781,0.5261447429656982,0.9920032024383545,'00:00']\n","(#5) [398,0.5111941695213318,0.526148796081543,0.9920032024383545,'00:00']\n","(#5) [399,0.5112978219985962,0.5261858105659485,0.9922031164169312,'00:00']\n","Highest accuracy of: 0.9934026598930359 at epoch 297\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"DEl5ef1R13Xo"},"source":["## Results"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"36ZsFIXn13Xq","colab":{"base_uri":"https://localhost:8080/","height":52},"outputId":"39985187-fba5-465a-e259-3fe0c023c51c","executionInfo":{"status":"ok","timestamp":1581306419244,"user_tz":360,"elapsed":1114965,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["print(results)\n","print(epochs)"],"execution_count":28,"outputs":[{"output_type":"stream","text":["[0.9508196711540222, 0.9950019717216492, 0.9922031164169312, 0.9916033744812012, 0.9934026598930359]\n","[340, 313, 303, 290, 297]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"3f9efea6-beca-4669-a38b-114b7da5a930","executionInfo":{"status":"ok","timestamp":1581306419244,"user_tz":360,"elapsed":1114945,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"xv-NAARH13Xt","colab":{"base_uri":"https://localhost:8080/","height":87}},"source":["avgs = np.array(results)\n","epchs = np.array(epochs)\n","\n","print(f\"Average Accuracy: {avgs.mean():.5f}\\nAccuracy Std: {avgs.std():.5f}\\n\\\n","Average Total Epochs: {epchs.mean():.2f}\\nEpochs Std: {epchs.std():.2f}\")"],"execution_count":29,"outputs":[{"output_type":"stream","text":["Average Accuracy: 0.98461\n","Accuracy Std: 0.01693\n","Average Total Epochs: 308.60\n","Epochs Std: 17.42\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"PqE2_7jmzuX7"},"source":["# Mish 600 Epochs"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"m46qC4z8zuX9","colab":{}},"source":["results = []\n","epochs  = []"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"xDts_aQYzuYC"},"source":["## Run 1"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"3e24jwq4zuYD","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"ff2dd8cf-1fba-4c63-fd9f-3aa775d7bad8","executionInfo":{"status":"ok","timestamp":1581306641221,"user_tz":360,"elapsed":1336894,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(600, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":31,"outputs":[{"output_type":"stream","text":["(#5) [0,2.0395381450653076,2.2562882900238037,0.3190723657608032,'00:00']\n","(#5) [1,1.7260942459106445,1.672898769378662,0.425029993057251,'00:00']\n","(#5) [2,1.574575424194336,1.3216170072555542,0.4316273629665375,'00:00']\n","(#5) [3,1.487404465675354,1.3252662420272827,0.50059974193573,'00:00']\n","(#5) [4,1.4329543113708496,1.289367914199829,0.5163934230804443,'00:00']\n","(#5) [5,1.3944936990737915,1.278944492340088,0.5205917358398438,'00:00']\n","(#5) [6,1.3657957315444946,1.275068998336792,0.5367853045463562,'00:00']\n","(#5) [7,1.3428642749786377,1.2696115970611572,0.5449820160865784,'00:00']\n","(#5) [8,1.3244311809539795,1.2647160291671753,0.5475809574127197,'00:00']\n","(#5) [9,1.3080358505249023,1.2605036497116089,0.5553778409957886,'00:00']\n","(#5) [10,1.2938531637191772,1.2549813985824585,0.5601759552955627,'00:00']\n","(#5) [11,1.2805150747299194,1.2457472085952759,0.5639743804931641,'00:00']\n","(#5) [12,1.2674835920333862,1.2409465312957764,0.5659736394882202,'00:00']\n","(#5) [13,1.2538189888000488,1.235490322113037,0.5821671485900879,'00:00']\n","(#5) [14,1.240253210067749,1.2201579809188843,0.5885645747184753,'00:00']\n","(#5) [15,1.225997805595398,1.2088907957077026,0.6137545108795166,'00:00']\n","(#5) [16,1.211197853088379,1.1947492361068726,0.6243502497673035,'00:00']\n","(#5) [17,1.1949527263641357,1.166432499885559,0.6475409865379333,'00:00']\n","(#5) [18,1.1784813404083252,1.14319908618927,0.6613354682922363,'00:00']\n","(#5) [19,1.161703109741211,1.1304140090942383,0.6671331524848938,'00:00']\n","(#5) [20,1.142890453338623,1.1011804342269897,0.6807277202606201,'00:00']\n","(#5) [21,1.1238279342651367,1.0881800651550293,0.6969212293624878,'00:00']\n","(#5) [22,1.105164885520935,1.07600736618042,0.6985206007957458,'00:00']\n","(#5) [23,1.0857317447662354,1.0665756464004517,0.7027189135551453,'00:00']\n","(#5) [24,1.0653705596923828,1.036129117012024,0.7257097363471985,'00:00']\n","(#5) [25,1.0458217859268188,1.0256093740463257,0.749100387096405,'00:00']\n","(#5) [26,1.0267680883407593,1.013702630996704,0.7495002150535583,'00:00']\n","(#5) [27,1.0084165334701538,1.0150551795959473,0.7453019022941589,'00:00']\n","(#5) [28,0.9909608960151672,0.9845707416534424,0.7626948952674866,'00:00']\n","(#5) [29,0.9725773334503174,0.9776510000228882,0.7704917788505554,'00:00']\n","(#5) [30,0.954573392868042,0.9651235342025757,0.7768892645835876,'00:00']\n","(#5) 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[595,0.5064713954925537,0.5229888558387756,0.9922031164169312,'00:00']\n","(#5) [596,0.5064091682434082,0.5229833722114563,0.9922031164169312,'00:00']\n","(#5) [597,0.5063043832778931,0.5229209065437317,0.9922031164169312,'00:00']\n","(#5) [598,0.5061970949172974,0.5228387713432312,0.9922031164169312,'00:00']\n","(#5) [599,0.5062730312347412,0.5229443907737732,0.9922031164169312,'00:00']\n","Highest accuracy of: 0.9932027459144592 at epoch 514\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"KZf8QaQpzuYH"},"source":["## Run 2"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"Fq--Vt3-zuYJ","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"69f40ae2-1ba3-468f-b0f1-e01706988e52","executionInfo":{"status":"ok","timestamp":1581306863393,"user_tz":360,"elapsed":1559048,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(600, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":32,"outputs":[{"output_type":"stream","text":["(#5) [0,1.916198492050171,2.252209424972534,0.1019592136144638,'00:00']\n","(#5) [1,1.6287120580673218,1.6866413354873657,0.42423030734062195,'00:00']\n","(#5) [2,1.5073572397232056,1.3456518650054932,0.45481806993484497,'00:00']\n","(#5) [3,1.4406208992004395,1.2978242635726929,0.48800480365753174,'00:00']\n","(#5) [4,1.3983769416809082,1.2898149490356445,0.5023990273475647,'00:00']\n","(#5) [5,1.3686094284057617,1.2841010093688965,0.515393853187561,'00:00']\n","(#5) 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[594,0.5056594014167786,0.5200703144073486,0.9940024018287659,'00:00']\n","(#5) [595,0.5057578086853027,0.5200901031494141,0.9940024018287659,'00:00']\n","(#5) [596,0.5057324171066284,0.5201271772384644,0.9940024018287659,'00:00']\n","(#5) [597,0.5057422518730164,0.5201131701469421,0.9940024018287659,'00:00']\n","(#5) [598,0.5058214068412781,0.5200939774513245,0.9940024018287659,'00:00']\n","(#5) [599,0.5056953430175781,0.5200560688972473,0.9940024018287659,'00:00']\n","Highest accuracy of: 0.9956017732620239 at epoch 424\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"fk6qgivGzuYN"},"source":["## Run 3"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"ttdP3U2UzuYO","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"69440aaf-9138-431a-c478-873f4c456aba","executionInfo":{"status":"ok","timestamp":1581307086218,"user_tz":360,"elapsed":1781850,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(600, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":33,"outputs":[{"output_type":"stream","text":["(#5) [0,1.9388556480407715,2.1765196323394775,0.4456217586994171,'00:00']\n","(#5) [1,1.6334776878356934,1.6385715007781982,0.4584166407585144,'00:00']\n","(#5) [2,1.511047124862671,1.3302243947982788,0.47660934925079346,'00:00']\n","(#5) [3,1.4416587352752686,1.3006467819213867,0.48700520396232605,'00:00']\n","(#5) [4,1.3993316888809204,1.2840369939804077,0.5045981407165527,'00:00']\n","(#5) 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[593,0.5135157108306885,0.5456762313842773,0.983406662940979,'00:00']\n","(#5) [594,0.5135248303413391,0.5457600355148315,0.9836065769195557,'00:00']\n","(#5) [595,0.5132413506507874,0.5454639196395874,0.9832066893577576,'00:00']\n","(#5) [596,0.5135483145713806,0.5454258918762207,0.9832066893577576,'00:00']\n","(#5) [597,0.5135646462440491,0.5455916523933411,0.9832066893577576,'00:00']\n","(#5) [598,0.5135365724563599,0.5460023283958435,0.9832066893577576,'00:00']\n","(#5) [599,0.5132341980934143,0.5459955930709839,0.9830067753791809,'00:00']\n","Highest accuracy of: 0.984006404876709 at epoch 583\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"eR1dP1D_zuYT"},"source":["## Run 4"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"7LJnhfmFzuYU","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"0c59cc7c-9615-493f-bec4-561b19374b56","executionInfo":{"status":"ok","timestamp":1581307309161,"user_tz":360,"elapsed":2004772,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(600, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":34,"outputs":[{"output_type":"stream","text":["(#5) [0,1.941344976425171,2.170238971710205,0.4666133522987366,'00:00']\n","(#5) 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[590,0.5083270072937012,0.5239903926849365,0.9928028583526611,'00:00']\n","(#5) [591,0.5083776116371155,0.5238866209983826,0.9926029443740845,'00:00']\n","(#5) [592,0.5083695650100708,0.5237612724304199,0.9930027723312378,'00:00']\n","(#5) [593,0.5081978440284729,0.5240333676338196,0.9926029443740845,'00:00']\n","(#5) [594,0.5080861449241638,0.523996889591217,0.9926029443740845,'00:00']\n","(#5) [595,0.5079768896102905,0.5238953232765198,0.9926029443740845,'00:00']\n","(#5) [596,0.5080101490020752,0.5239441990852356,0.9924030303955078,'00:00']\n","(#5) [597,0.5081156492233276,0.5239483118057251,0.9928028583526611,'00:00']\n","(#5) [598,0.508281946182251,0.5238847136497498,0.9928028583526611,'00:00']\n","(#5) [599,0.508333146572113,0.5237090587615967,0.9930027723312378,'00:00']\n","Highest accuracy of: 0.9940024018287659 at epoch 510\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"bBlILWeRzuYb"},"source":["## Run 5"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"Hnd9PgdJzuYc","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"6372067d-ffe5-4dfb-bc18-d63803f051af","executionInfo":{"status":"ok","timestamp":1581307531860,"user_tz":360,"elapsed":2227450,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(600, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":35,"outputs":[{"output_type":"stream","text":["(#5) [0,1.914960265159607,2.157559633255005,0.4240303933620453,'00:00']\n","(#5) 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[553,0.5100849866867065,0.5281283259391785,0.9926029443740845,'00:00']\n","(#5) [554,0.5099505186080933,0.5285826325416565,0.9928028583526611,'00:00']\n","(#5) [555,0.5099139213562012,0.5282119512557983,0.9930027723312378,'00:00']\n","(#5) [556,0.5098087787628174,0.5284985899925232,0.9930027723312378,'00:00']\n","(#5) [557,0.5097342729568481,0.5279355049133301,0.9928028583526611,'00:00']\n","(#5) [558,0.5097067356109619,0.5274930000305176,0.9930027723312378,'00:00']\n","(#5) [559,0.5096473693847656,0.5272762775421143,0.9934026598930359,'00:00']\n","(#5) [560,0.5098801255226135,0.5270050168037415,0.9932027459144592,'00:00']\n","(#5) [561,0.5100210905075073,0.5269959568977356,0.9930027723312378,'00:00']\n","(#5) [562,0.5099737644195557,0.5268933176994324,0.9932027459144592,'00:00']\n","(#5) [563,0.5097851157188416,0.5272263884544373,0.9932027459144592,'00:00']\n","(#5) [564,0.5096030831336975,0.5273792147636414,0.9930027723312378,'00:00']\n","(#5) [565,0.5095177292823792,0.5275519490242004,0.9930027723312378,'00:00']\n","(#5) [566,0.5096519589424133,0.5275063514709473,0.9930027723312378,'00:00']\n","(#5) [567,0.509670078754425,0.5272802710533142,0.9930027723312378,'00:00']\n","(#5) [568,0.5097668766975403,0.5272724628448486,0.9930027723312378,'00:00']\n","(#5) [569,0.509734034538269,0.5272961258888245,0.9930027723312378,'00:00']\n","(#5) [570,0.5098943114280701,0.5273409485816956,0.9932027459144592,'00:00']\n","(#5) [571,0.5098049640655518,0.5275357365608215,0.9928028583526611,'00:00']\n","(#5) [572,0.5095858573913574,0.527596652507782,0.9928028583526611,'00:00']\n","(#5) [573,0.509501039981842,0.5276304483413696,0.9926029443740845,'00:00']\n","(#5) [574,0.509307861328125,0.5276504158973694,0.9932027459144592,'00:00']\n","(#5) [575,0.5092970728874207,0.5273177027702332,0.9932027459144592,'00:00']\n","(#5) [576,0.5093163251876831,0.5271414518356323,0.9936025738716125,'00:00']\n","(#5) [577,0.5092488527297974,0.52704918384552,0.9934026598930359,'00:00']\n","(#5) [578,0.5091517567634583,0.5270648002624512,0.9934026598930359,'00:00']\n","(#5) [579,0.5091022849082947,0.5270094275474548,0.9936025738716125,'00:00']\n","(#5) [580,0.5090374946594238,0.5270664095878601,0.9934026598930359,'00:00']\n","(#5) [581,0.5090245008468628,0.5269947648048401,0.9934026598930359,'00:00']\n","(#5) [582,0.509138822555542,0.526969850063324,0.9934026598930359,'00:00']\n","(#5) [583,0.509110689163208,0.5269491076469421,0.9934026598930359,'00:00']\n","(#5) [584,0.50920569896698,0.5268623232841492,0.9934026598930359,'00:00']\n","(#5) [585,0.5091232061386108,0.526777446269989,0.9934026598930359,'00:00']\n","(#5) [586,0.5091648101806641,0.5267707109451294,0.9934026598930359,'00:00']\n","(#5) [587,0.5090211033821106,0.5268467664718628,0.9934026598930359,'00:00']\n","(#5) [588,0.5088205933570862,0.5268504619598389,0.9934026598930359,'00:00']\n","(#5) [589,0.5089111328125,0.5268849730491638,0.9934026598930359,'00:00']\n","(#5) [590,0.5090113878250122,0.526863694190979,0.9934026598930359,'00:00']\n","(#5) [591,0.5092148184776306,0.5269105434417725,0.9934026598930359,'00:00']\n","(#5) [592,0.5092582702636719,0.5268957614898682,0.9934026598930359,'00:00']\n","(#5) [593,0.5091594457626343,0.5269201397895813,0.9932027459144592,'00:00']\n","(#5) [594,0.5093469619750977,0.526881992816925,0.9934026598930359,'00:00']\n","(#5) [595,0.5093426704406738,0.5268733501434326,0.9934026598930359,'00:00']\n","(#5) [596,0.5092307329177856,0.5269829630851746,0.9934026598930359,'00:00']\n","(#5) [597,0.5092099905014038,0.5269327163696289,0.9934026598930359,'00:00']\n","(#5) [598,0.5091134905815125,0.5268272161483765,0.9934026598930359,'00:00']\n","(#5) [599,0.5091580748558044,0.5268533825874329,0.9934026598930359,'00:00']\n","Highest accuracy of: 0.9936025738716125 at epoch 577\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"0RxUewn316mC"},"source":["## Results"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"OjIfbwd916mD","colab":{"base_uri":"https://localhost:8080/","height":52},"outputId":"97479fd8-93de-465c-b26c-0e9385dcec97","executionInfo":{"status":"ok","timestamp":1581307531861,"user_tz":360,"elapsed":2227436,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["print(results)\n","print(epochs)"],"execution_count":36,"outputs":[{"output_type":"stream","text":["[0.9932027459144592, 0.9956017732620239, 0.984006404876709, 0.9940024018287659, 0.9936025738716125]\n","[514, 424, 583, 510, 577]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"0815252a-c3a4-473b-f26d-bc085fbc00b4","executionInfo":{"status":"ok","timestamp":1581307532053,"user_tz":360,"elapsed":2227616,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"srsOvnzR16mF","colab":{"base_uri":"https://localhost:8080/","height":87}},"source":["avgs = np.array(results)\n","epchs = np.array(epochs)\n","\n","print(f\"Average Accuracy: {avgs.mean():.5f}\\nAccuracy Std: {avgs.std():.5f}\\n\\\n","Average Total Epochs: {epchs.mean():.2f}\\nEpochs Std: {epchs.std():.2f}\")"],"execution_count":37,"outputs":[{"output_type":"stream","text":["Average Accuracy: 0.99208\n","Accuracy Std: 0.00412\n","Average Total Epochs: 521.60\n","Epochs Std: 57.55\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"x_uhe4tKz7CB"},"source":["# Mish 800 Epochs"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"pM8C1hFgz7CE","colab":{}},"source":["results = []\n","epochs  = []"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"GG_94fI_z7CM"},"source":["## Run 1"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"h_r3ZMYgz7CO","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"c6ceb0a6-fd5b-436e-98cf-93b173bb648a","executionInfo":{"status":"ok","timestamp":1581307828363,"user_tz":360,"elapsed":2523903,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(800, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":39,"outputs":[{"output_type":"stream","text":["(#5) [0,2.084259510040283,2.2652883529663086,0.2600959539413452,'00:00']\n","(#5) [1,1.7619611024856567,1.713150143623352,0.5,'00:00']\n","(#5) [2,1.5945258140563965,1.3116626739501953,0.502798855304718,'00:00']\n","(#5) [3,1.498681902885437,1.2939374446868896,0.5253898501396179,'00:00']\n","(#5) [4,1.4389746189117432,1.278649926185608,0.5247901082038879,'00:00']\n","(#5) [5,1.3968902826309204,1.2741338014602661,0.5263894200325012,'00:00']\n","(#5) [6,1.3651988506317139,1.266072154045105,0.5415833592414856,'00:00']\n","(#5) [7,1.3404016494750977,1.2601706981658936,0.5465813875198364,'00:00']\n","(#5) [8,1.3193156719207764,1.252856969833374,0.5551779270172119,'00:00']\n","(#5) [9,1.300990343093872,1.2478491067886353,0.5679728388786316,'00:00']\n","(#5) [10,1.2845886945724487,1.2409578561782837,0.5711715221405029,'00:00']\n","(#5) [11,1.2694703340530396,1.228625774383545,0.5853658318519592,'00:00']\n","(#5) [12,1.2550736665725708,1.2198071479797363,0.5917633175849915,'00:00']\n","(#5) [13,1.240798830986023,1.2110815048217773,0.5971611142158508,'00:00']\n","(#5) 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[794,0.508449137210846,0.5232441425323486,0.9938024878501892,'00:00']\n","(#5) [795,0.5084545612335205,0.5232161283493042,0.9934026598930359,'00:00']\n","(#5) [796,0.5086877346038818,0.523317277431488,0.9932027459144592,'00:00']\n","(#5) [797,0.5087041854858398,0.5232441425323486,0.9934026598930359,'00:00']\n","(#5) [798,0.5085638165473938,0.5233728289604187,0.9932027459144592,'00:00']\n","(#5) [799,0.5083156228065491,0.5233530402183533,0.9934026598930359,'00:00']\n","Highest accuracy of: 0.9942023158073425 at epoch 728\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"jIbkZ9Ypz7CV"},"source":["## Run 2"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"A9KhJXPoz7CY","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"bb48d7ac-fd0c-4474-a34d-62036e2ad9bd","executionInfo":{"status":"ok","timestamp":1581308125993,"user_tz":360,"elapsed":2821517,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(800, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":40,"outputs":[{"output_type":"stream","text":["(#5) [0,2.028973340988159,2.1895968914031982,0.4240303933620453,'00:00']\n","(#5) [1,1.7321187257766724,1.7209296226501465,0.43042781949043274,'00:00']\n","(#5) [2,1.576082706451416,1.295809268951416,0.46821272373199463,'00:00']\n","(#5) [3,1.4894145727157593,1.2998136281967163,0.49220311641693115,'00:00']\n","(#5) [4,1.4355080127716064,1.2954398393630981,0.513794481754303,'00:00']\n","(#5) 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[797,0.5066455602645874,0.5207610726356506,0.9936025738716125,'00:00']\n","(#5) [798,0.5065356492996216,0.5205890536308289,0.9936025738716125,'00:00']\n","(#5) [799,0.5067153573036194,0.5205243825912476,0.9936025738716125,'00:00']\n","Highest accuracy of: 0.9954018592834473 at epoch 291\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"-PJ6v8Vgz7Ce"},"source":["## Run 3"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"xZLc7uyAz7Cf","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"bdf13c69-2e6f-4e76-cc5a-008e8ae3c900","executionInfo":{"status":"ok","timestamp":1581308423047,"user_tz":360,"elapsed":3118552,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(800, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":41,"outputs":[{"output_type":"stream","text":["(#5) [0,2.0074961185455322,2.127687454223633,0.5,'00:00']\n","(#5) [1,1.6916841268539429,1.4125480651855469,0.47281086444854736,'00:00']\n","(#5) [2,1.5531049966812134,1.2980124950408936,0.47381046414375305,'00:00']\n","(#5) [3,1.471645712852478,1.2881460189819336,0.502798855304718,'00:00']\n","(#5) [4,1.4199820756912231,1.2887924909591675,0.510995626449585,'00:00']\n","(#5) [5,1.384504795074463,1.2804830074310303,0.5239903926849365,'00:00']\n","(#5) [6,1.3575778007507324,1.275719165802002,0.5281887054443359,'00:00']\n","(#5) [7,1.3354870080947876,1.2663614749908447,0.5431827306747437,'00:00']\n","(#5) [8,1.3166160583496094,1.2577952146530151,0.5509796142578125,'00:00']\n","(#5) 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360\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"rfd05DR0z7Cj"},"source":["## Run 4"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"zqZbIaBdz7Cl","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"2140daeb-86ed-4e01-95c9-ae060f32f6c9","executionInfo":{"status":"ok","timestamp":1581308720911,"user_tz":360,"elapsed":3416392,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(800, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":42,"outputs":[{"output_type":"stream","text":["(#5) [0,1.8772794008255005,2.13582444190979,0.4684126377105713,'00:00']\n","(#5) [1,1.6046099662780762,1.608756184577942,0.43742501735687256,'00:00']\n","(#5) [2,1.4944636821746826,1.3373692035675049,0.42662933468818665,'00:00']\n","(#5) [3,1.430182933807373,1.314152479171753,0.46581366658210754,'00:00']\n","(#5) [4,1.3897669315338135,1.2946040630340576,0.4944022297859192,'00:00']\n","(#5) [5,1.362514615058899,1.2847105264663696,0.5079967975616455,'00:00']\n","(#5) [6,1.3416093587875366,1.2812004089355469,0.5173930525779724,'00:00']\n","(#5) [7,1.3250715732574463,1.2791898250579834,0.5185925364494324,'00:00']\n","(#5) [8,1.3113967180252075,1.2782845497131348,0.5173930525779724,'00:00']\n","(#5) [9,1.298901081085205,1.2729699611663818,0.527588963508606,'00:00']\n","(#5) 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[790,0.5058114528656006,0.520285964012146,0.9938024878501892,'00:00']\n","(#5) [791,0.5058864951133728,0.5203675031661987,0.9938024878501892,'00:00']\n","(#5) [792,0.5059481263160706,0.5204691886901855,0.9938024878501892,'00:00']\n","(#5) [793,0.5058637857437134,0.5204256176948547,0.9938024878501892,'00:00']\n","(#5) [794,0.5058711171150208,0.5202907919883728,0.9936025738716125,'00:00']\n","(#5) [795,0.5060380697250366,0.5203824639320374,0.9940024018287659,'00:00']\n","(#5) [796,0.5060214996337891,0.5202957987785339,0.9938024878501892,'00:00']\n","(#5) [797,0.5060583353042603,0.5203889608383179,0.9940024018287659,'00:00']\n","(#5) [798,0.5061484575271606,0.5202462673187256,0.9938024878501892,'00:00']\n","(#5) [799,0.506232738494873,0.5203663110733032,0.9938024878501892,'00:00']\n","Highest accuracy of: 0.9942023158073425 at epoch 286\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"HaqrE2xXz7Cq"},"source":["## Run 5"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"CJ8nHDcQz7Cs","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"9afc3052-e2d0-404f-de9b-2bc5232694d0","executionInfo":{"status":"ok","timestamp":1581309018220,"user_tz":360,"elapsed":3713676,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = mtabular_learner(dls, layers=[100,50,50],\n","                         ps=[0.01,0.01,0.02], \n","                         metrics=accuracy,\n","                         loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                         n_out=10,\n","                         cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(800, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":43,"outputs":[{"output_type":"stream","text":["(#5) [0,1.9362999200820923,2.107922315597534,0.5037984848022461,'00:00']\n","(#5) 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[782,0.5060197710990906,0.5226947069168091,0.9932027459144592,'00:00']\n","(#5) [783,0.5060049295425415,0.5227063894271851,0.9934026598930359,'00:00']\n","(#5) [784,0.5060062408447266,0.5227215886116028,0.9934026598930359,'00:00']\n","(#5) [785,0.5059975981712341,0.5226578712463379,0.9932027459144592,'00:00']\n","(#5) [786,0.5059347152709961,0.5225653648376465,0.9934026598930359,'00:00']\n","(#5) [787,0.5058988928794861,0.5227415561676025,0.9932027459144592,'00:00']\n","(#5) [788,0.505864679813385,0.5226415991783142,0.9934026598930359,'00:00']\n","(#5) [789,0.505748450756073,0.5225977301597595,0.9934026598930359,'00:00']\n","(#5) [790,0.505786657333374,0.5226570963859558,0.9934026598930359,'00:00']\n","(#5) [791,0.5057860612869263,0.5226083397865295,0.9932027459144592,'00:00']\n","(#5) [792,0.506079375743866,0.522684633731842,0.9934026598930359,'00:00']\n","(#5) [793,0.506048858165741,0.5227298736572266,0.9934026598930359,'00:00']\n","(#5) [794,0.5059961676597595,0.5225360989570618,0.9934026598930359,'00:00']\n","(#5) [795,0.5058401823043823,0.522651195526123,0.9932027459144592,'00:00']\n","(#5) [796,0.5056909918785095,0.5226742029190063,0.9934026598930359,'00:00']\n","(#5) [797,0.5056768655776978,0.5225675106048584,0.9932027459144592,'00:00']\n","(#5) [798,0.5056681632995605,0.5226598978042603,0.9934026598930359,'00:00']\n","(#5) [799,0.5055732727050781,0.5227122902870178,0.9932027459144592,'00:00']\n","Highest accuracy of: 0.9944022297859192 at epoch 398\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"OZl1RBMG19sN"},"source":["## Results"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"PtXUED1X19sS","colab":{"base_uri":"https://localhost:8080/","height":52},"outputId":"0a2041d5-ba2c-44e2-8689-938070fb9c6c","executionInfo":{"status":"ok","timestamp":1581309018408,"user_tz":360,"elapsed":3713824,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["print(results)\n","print(epochs)"],"execution_count":44,"outputs":[{"output_type":"stream","text":["[0.9942023158073425, 0.9954018592834473, 0.9934026598930359, 0.9942023158073425, 0.9944022297859192]\n","[728, 291, 360, 286, 398]\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"colab_type":"code","outputId":"67584bcb-10bf-43a0-caf2-cc47ce605faf","executionInfo":{"status":"ok","timestamp":1581309018409,"user_tz":360,"elapsed":3713810,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}},"id":"wqrWR1EL19sb","colab":{"base_uri":"https://localhost:8080/","height":87}},"source":["avgs = np.array(results)\n","epchs = np.array(epochs)\n","\n","print(f\"Average Accuracy: {avgs.mean():.5f}\\nAccuracy Std: {avgs.std():.5f}\\n\\\n","Average Total Epochs: {epchs.mean():.2f}\\nEpochs Std: {epchs.std():.2f}\")"],"execution_count":45,"outputs":[{"output_type":"stream","text":["Average Accuracy: 0.99432\n","Accuracy Std: 0.00064\n","Average Total Epochs: 412.60\n","Epochs Std: 163.26\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"cmwJPEL_08fr"},"source":["# ReLU 200 Epochs"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"QN2_unZm08fu","colab":{}},"source":["results = []\n","epochs  = []"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"bHYzY0mq08f2"},"source":["## Run 1"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"_e1wuvrl08f5","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"63239e01-672e-4d97-f02c-614da03ba692","executionInfo":{"status":"ok","timestamp":1581309092485,"user_tz":360,"elapsed":3787864,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = tabular_learner(dls, layers=[100,50,50],\n","                        ps=[0.01,0.01,0.02], \n","                        metrics=accuracy,\n","                        loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                        n_out=10,\n","                        cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":47,"outputs":[{"output_type":"stream","text":["(#5) [0,1.8728060722351074,1.9589123725891113,0.4254298210144043,'00:00']\n","(#5) [1,1.598462462425232,1.3181953430175781,0.5045981407165527,'00:00']\n","(#5) [2,1.4950547218322754,1.2943998575210571,0.5035985708236694,'00:00']\n","(#5) [3,1.4305589199066162,1.2985137701034546,0.5063974261283875,'00:00']\n","(#5) [4,1.3889058828353882,1.2892168760299683,0.5145941376686096,'00:00']\n","(#5) [5,1.359742522239685,1.2767528295516968,0.5329868197441101,'00:00']\n","(#5) [6,1.3356903791427612,1.2651301622390747,0.5547780990600586,'00:00']\n","(#5) [7,1.3146096467971802,1.2570607662200928,0.5625749826431274,'00:00']\n","(#5) [8,1.294633388519287,1.2321290969848633,0.5883646607398987,'00:00']\n","(#5) [9,1.27410888671875,1.202290654182434,0.6193522810935974,'00:00']\n","(#5) [10,1.253269910812378,1.188448429107666,0.6281487345695496,'00:00']\n","(#5) [11,1.2323498725891113,1.1794272661209106,0.6357457041740417,'00:00']\n","(#5) [12,1.2105262279510498,1.1825263500213623,0.6417433023452759,'00:00']\n","(#5) [13,1.1871823072433472,1.1849701404571533,0.6507397294044495,'00:00']\n","(#5) [14,1.1635336875915527,1.1631321907043457,0.6555377840995789,'00:00']\n","(#5) [15,1.139788269996643,1.1509363651275635,0.6665334105491638,'00:00']\n","(#5) [16,1.1172451972961426,1.07709538936615,0.7141143679618835,'00:00']\n","(#5) [17,1.0949021577835083,1.1291245222091675,0.6871251463890076,'00:00']\n","(#5) [18,1.074489712715149,1.0594781637191772,0.7279088497161865,'00:00']\n","(#5) [19,1.053835391998291,1.0391392707824707,0.7389044165611267,'00:00']\n","(#5) 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epoch 182\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"8x9nFQHC08gH"},"source":["## Run 2"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"UKU7WXDC08gI","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"abde317b-0b5d-49b9-ed9e-f6f4c662bb1e","executionInfo":{"status":"ok","timestamp":1581309166390,"user_tz":360,"elapsed":3861756,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = tabular_learner(dls, layers=[100,50,50],\n","                        ps=[0.01,0.01,0.02], \n","                        metrics=accuracy,\n","                        loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                        n_out=10,\n","                        cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":48,"outputs":[{"output_type":"stream","text":["(#5) [0,1.8099055290222168,1.945298671722412,0.45921632647514343,'00:00']\n","(#5) [1,1.5581011772155762,1.3389041423797607,0.4886045455932617,'00:00']\n","(#5) [2,1.4662208557128906,1.2852036952972412,0.5083966255187988,'00:00']\n","(#5) [3,1.409085988998413,1.3010603189468384,0.4954018294811249,'00:00']\n","(#5) [4,1.371573567390442,1.2766941785812378,0.5325869917869568,'00:00']\n","(#5) [5,1.3427844047546387,1.2698198556900024,0.5399839878082275,'00:00']\n","(#5) [6,1.3188427686691284,1.2537195682525635,0.5585765838623047,'00:00']\n","(#5) [7,1.2977670431137085,1.2446333169937134,0.5735705494880676,'00:00']\n","(#5) [8,1.2778029441833496,1.2330118417739868,0.5863654613494873,'00:00']\n","(#5) [9,1.258002758026123,1.2219429016113281,0.5957617163658142,'00:00']\n","(#5) 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3"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"yztRW7Xx08gN","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"7a680a0b-83ea-49f8-d8fd-9ccf1ad5f47c","executionInfo":{"status":"ok","timestamp":1581309240451,"user_tz":360,"elapsed":3935801,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = tabular_learner(dls, layers=[100,50,50],\n","                        ps=[0.01,0.01,0.02], \n","                        metrics=accuracy,\n","                        loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                        n_out=10,\n","                        cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":49,"outputs":[{"output_type":"stream","text":["(#5) [0,1.8607302904129028,2.0115811824798584,0.43262696266174316,'00:00']\n","(#5) 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4"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"ydNlyonZ08gR","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"a114b804-4fb5-408e-a5fb-f80e9bf8dddc","executionInfo":{"status":"ok","timestamp":1581309314780,"user_tz":360,"elapsed":4010111,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = tabular_learner(dls, layers=[100,50,50],\n","                        ps=[0.01,0.01,0.02], \n","                        metrics=accuracy,\n","                        loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                        n_out=10,\n","                        cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":50,"outputs":[{"output_type":"stream","text":["(#5) [0,1.9731611013412476,2.0631136894226074,0.4924030303955078,'00:00']\n","(#5) 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[193,0.5122742056846619,0.5250650644302368,0.9926029443740845,'00:00']\n","(#5) [194,0.5122780799865723,0.5249614119529724,0.9926029443740845,'00:00']\n","(#5) [195,0.5124209523200989,0.5249188542366028,0.9926029443740845,'00:00']\n","(#5) [196,0.5123761892318726,0.5249325037002563,0.9926029443740845,'00:00']\n","(#5) [197,0.5123900175094604,0.5249311327934265,0.9926029443740845,'00:00']\n","(#5) [198,0.5124692320823669,0.5249168872833252,0.9926029443740845,'00:00']\n","(#5) [199,0.5123013257980347,0.5249115228652954,0.9926029443740845,'00:00']\n","Highest accuracy of: 0.9938024878501892 at epoch 118\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"colab_type":"text","id":"KwObGsge08gY"},"source":["## Run 5"]},{"cell_type":"code","metadata":{"colab_type":"code","id":"ci8F1Pae08gZ","colab":{"base_uri":"https://localhost:8080/","height":1000},"outputId":"36c798ab-9526-4f50-8214-f4c1859d7368","executionInfo":{"status":"ok","timestamp":1581309389330,"user_tz":360,"elapsed":4084644,"user":{"displayName":"Benjamin W","photoUrl":"","userId":"07897178266640545700"}}},"source":["learn = tabular_learner(dls, layers=[100,50,50],\n","                        ps=[0.01,0.01,0.02], \n","                        metrics=accuracy,\n","                        loss_func=myLabelSmoothingCrossEntropyFlat(), \n","                        n_out=10,\n","                        cbs=TrackHighestEpoch)\n","\n","with learn.no_bar():\n","  learn.fit_one_cycle(200, 1e-1)\n","\n","results.append(learn.best)\n","epochs.append(learn.highest_epoch)"],"execution_count":51,"outputs":[{"output_type":"stream","text":["(#5) [0,1.8620883226394653,2.067805290222168,0.4240303933620453,'00:00']\n","(#5) 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