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Created July 31, 2021 06:27
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Effect of Dropout in regression task
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{
"cells": [
{
"cell_type": "markdown",
"source": [
"# 回帰問題でのDropoutの影響検証\r\n",
"## 背景・目的\r\n",
"回帰問題をNNで解くときにDropoutとBatchNormを使わない方が良いという話を聞いた。 \r\n",
"https://twitter.com/Tsultra_K/status/1421057421527506944 \r\n",
"https://towardsdatascience.com/pitfalls-with-dropout-and-batchnorm-in-regression-problems-39e02ce08e4d \r\n",
"\r\n",
"回帰問題でDropoutを使うことによる影響を検証し、その対策について検討する。 \r\n",
"(BatchNormの検証はしていない。) \r\n",
"\r\n",
"## まとめ\r\n",
"- Dropoutによる悪影響\r\n",
" - 回帰問題でDropoutを使うと、正解値の絶対値が大きいときに推定値が小さくなる傾向があった。Dropoutの後に非線形層(ReLUなど)があるとその効果は特に顕著であった。\r\n",
"- 対策\r\n",
" - Dropoutの代わりにGaussianDropout, UniformDropoutを使うと悪影響がある程度改善された。\r\n",
" - MontecarloDropoutを使うと悪影響がなくなった。\r\n",
"- 考察\r\n",
" - 対策手法ではDropout適用後の分散の変化が小さくなる(と思う)ので、対策により結果が改善されたと考えられる。\r\n",
"- その他\r\n",
" - 分類問題ではDropoutを使っても悪影響はなかった。\r\n",
"\r\n",
"## Dropoutについて\r\n",
"以下ではh = Dropout(x)とする。\r\n",
"- Dropoutは学習中に一定の確率でxの値を0にする手法。推論時は0にしない。過学習を抑制するために使われる。\r\n",
"- ランダムにxの値が0になるため、Dropoutを通す場合(学習時)と通さない場合(推論時)ではhの統計量が変わる。学習と推論でhの平均値が変わらないような工夫がされているが、分散は変わってしまう。\r\n",
"- hの統計量が変わるため、Dropout以降の層で学習時と推論時で不整合が起きる。これが性能に悪影響を与えることがある。 \r\n",
" (BNとDropoutを同時に使うと性能が落ちることがあるのもこれが原因らしい。)\r\n",
"- Dropoutの亜種には以下のものがある。\r\n",
" - GaussianDropout: h = x + x * ε (εはガウスノイズ)\r\n",
" - UniformDropout: h = x + x * ε (εは一様分布)\r\n",
" - AlphaDropout: xが平均0、標準偏差1であればAlphaDropout(x)も平均0、標準偏差1になるらしい?SELUと一緒に使うといいらしい。ちゃんと理解していない。 \r\n",
" - MontecorloDropout: 学習時と同じようにDropoutを有効にした状態で複数回推論し、その平均値を推定値とする。\r\n",
"\r\n",
"## 検証条件・内容\r\n",
"- 1次元座標上に設置された長方形の面積を1D CNNで推定する回帰タスクを検証対象とした。\r\n",
"- 学習データとテストデータは同じものとした。これにより、学習とテストでデータが同じという理想条件でどのような問題が起きるか確認できる。 \r\n",
" また、このような条件であるため汎化性能については検討できない。\r\n",
"- Dropoutの有無、Dropoutの位置、drop rateの大きさ、Dropout手法を変えて影響を確認した。\r\n",
"\r\n",
"## 検証結果\r\n",
"- Dropoutを使わなければ学習とテストの誤差は一致し、推定値と正解値の誤差はほぼ0になった。(学習データとテストデータが同じである & 過学習する ので当然)\r\n",
"- Dropoutを使った場合、以下の問題が発生した。\r\n",
" - 正解値が大きいときほどテストデータの誤差が大きくなった(推定値<正解値という傾向)。Dropoutの後ろに非線形層(ReLUなど)があるときほどこの効果は顕著であった。学習epochが増えてもある程度誤差がある状態で収束した。 \r\n",
" 学習データではこの問題は発生しなかった。\r\n",
"- 上記の問題への対策とその効果は以下のとおり。\r\n",
" - GaussianDropout: 普通のDropoutよりはマシだが、問題解消せず。\r\n",
" - UniformDropout: 普通のDropout、GaussianDropoutよりはだいぶマシだが、問題解消せず。\r\n",
" - AlphaDropout: 普通のDropoutよりはマシっぽいがよくわからない。問題解消せず。AlphaDropoutだけは推定値>正解値という傾向。(SELUと一緒に使うものらしいが、面倒なのでSELU使っていない)\r\n",
" - MontecarloDropout: 問題解消した。\r\n",
" - 期待値計算(CE使わないAttention like): sum(Attention * softmax(value))で期待値を計算するように回帰した。問題解消せず。シードによって挙動が結構変わるので不安定っぽい。\r\n",
"\r\n",
"## 検証結果(おまけ)\r\n",
"- 分類問題ではDropoutを使っても問題発生しなかった。\r\n",
"\r\n",
"## 考察\r\n",
"- GaussianDropout、UniformDropout、MontecarloDropoutではDropout適用後の分散の変化が小さくなる(と思う)ので、対策により結果が改善されたと考えられる。\r\n",
"\r\n",
"## 参考文献\r\n",
"- Pitfalls with Dropout and BatchNorm in regression problems \r\n",
" https://towardsdatascience.com/pitfalls-with-dropout-and-batchnorm-in-regression-problems-39e02ce08e4d\r\n",
"- 回帰でDropoutやBNを使ってはいけないという話を試してみた \r\n",
" https://github.com/ak110/regression-dropoutbn\r\n",
"- GaussianDropout \r\n",
" http://www.cs.toronto.edu/~rsalakhu/papers/srivastava14a.pdf \r\n",
" https://keras.io/ja/layers/noise/\r\n",
"- UniformDropout \r\n",
" https://arxiv.org/pdf/1801.05134.pdf\r\n",
"- Montecarlo Dropout \r\n",
" https://arxiv.org/pdf/1506.02142.pdf\r\n"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 1,
"source": [
"import random\r\n",
"import os\r\n",
"\r\n",
"import pandas as pd\r\n",
"import numpy as np\r\n",
"import matplotlib.pyplot as plt\r\n",
"from tqdm import tqdm\r\n",
"\r\n",
"import torch\r\n",
"from torch import nn\r\n",
"from torch.nn import functional as F"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 2,
"source": [
"def seed_everything(seed_value):\r\n",
" random.seed(seed_value)\r\n",
" np.random.seed(seed_value)\r\n",
" torch.manual_seed(seed_value)\r\n",
" torch.cuda.manual_seed(seed_value)\r\n",
" os.environ['PYTHONHASHSEED'] = str(seed_value)\r\n",
"\r\n",
"seed = 24\r\n",
"seed_everything(seed)"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"データセット"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 3,
"source": [
"def make_rectangle_area_1d_dataset(n_sample, len_seq):\r\n",
" \"\"\"\r\n",
" 横軸座標(0~1)、縦軸高さ(0~1)の1次元空間に置かれた四角形を表す座標ごとの高さ(x)と四角形の面積(y)\r\n",
" \"\"\"\r\n",
" # 四角形の左右の座標\r\n",
" trgl_points = np.random.randint(0, len_seq, (n_sample, 2))\r\n",
" trgl_points = np.sort(trgl_points, axis=1)\r\n",
" # 四角形の高さ\r\n",
" heights = np.random.rand(n_sample, 1)\r\n",
"\r\n",
" # 座標\r\n",
" idx = np.arange(len_seq)[None, :]\r\n",
"\r\n",
" # 座標ごとの高さ\r\n",
" x = (idx >= trgl_points[:, 0:1]) * (idx <= trgl_points[:, 1:2]) * heights\r\n",
" # 面積\r\n",
" y = (trgl_points[:, 1:2] - trgl_points[:, 0:1] + 1) * heights\r\n",
"\r\n",
" # 座標を0~1にスケーリング\r\n",
" y /= len_seq\r\n",
" return x, y\r\n",
"\r\n",
"def plot_rectangle(x, y, n):\r\n",
" seq = x.shape[1]\r\n",
" idx = np.arange(seq) / (seq - 1)\r\n",
"\r\n",
" for i in range(n):\r\n",
" plt.plot(idx, x[i], label=f'area={y[i,0]:.3f}')\r\n",
" plt.xlabel('Position')\r\n",
" plt.ylabel('Rectangle height')\r\n",
" plt.legend(loc='upper left')\r\n",
" plt.show()"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 4,
"source": [
"len_seq = 32\r\n",
"tr_n = 1000\r\n",
"ts_n = 1000\r\n",
"\r\n",
"tr_x, tr_y = make_rectangle_area_1d_dataset(tr_n, len_seq)\r\n",
"#ts_x, ts_y = make_rectangle_area_1d_dataset(tr_n, len_seq)\r\n",
"ts_x, ts_y = tr_x, tr_y"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"この四角形の面積を推定する"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 5,
"source": [
"plot_rectangle(tr_x, tr_y, 10)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 6,
"source": [
"plot_rectangle(ts_x, ts_y, 10)"
],
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"学習用コード"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 7,
"source": [
"class Dataset(torch.utils.data.Dataset):\r\n",
" def __init__(self, x, y, classification=False):\r\n",
" self.x = x.astype('float32')[:, None, :]\r\n",
"\r\n",
" if y is not None:\r\n",
" if classification:\r\n",
" self.y = np.digitize(y[:,0], bins=[0.1, 0.2, 0.3, 0.4, 0.5, 0.6, 0.7, 0.8, 0.9]).astype('int64')\r\n",
" else:\r\n",
" # regression\r\n",
" self.y = y.astype('float32')\r\n",
" else:\r\n",
" self.y = None\r\n",
"\r\n",
" self.n = self.x.shape[0]\r\n",
"\r\n",
" return\r\n",
"\r\n",
" def __getitem__(self, idx):\r\n",
" x = self.x[idx]\r\n",
" if self.y is not None:\r\n",
" y = self.y[idx]\r\n",
" return x, y\r\n",
" else:\r\n",
" return x\r\n",
"\r\n",
" def __len__(self):\r\n",
" return self.n\r\n",
"\r\n",
"\r\n",
"def get_dataloader(dataset, batch_size, shuffle=True, drop_last=True, num_workers=0):\r\n",
" return torch.utils.data.DataLoader(dataset, batch_size=batch_size, shuffle=shuffle, drop_last=drop_last, num_workers=num_workers)\r\n",
"\r\n",
"\r\n",
"class Trainer:\r\n",
" def __init__(self):\r\n",
" return\r\n",
"\r\n",
" def run(self, model, tr_loader, vl_loader, epochs, dev, classification=False, montecalro_dropout=False):\r\n",
" self.dev = dev\r\n",
" self.montecalro_dropout = montecalro_dropout\r\n",
" self.n_montecarlo = 5\r\n",
"\r\n",
" if classification:\r\n",
" self.criterion = nn.CrossEntropyLoss()\r\n",
" else:\r\n",
" self.criterion = nn.MSELoss()\r\n",
" optimizer = torch.optim.Adam(model.parameters(), lr=0.001)\r\n",
"\r\n",
" rslt = []\r\n",
" for ep in tqdm(range(epochs)):\r\n",
" #print('\\nepoch ', ep)\r\n",
"\r\n",
" tr_loss, tr_y_true, tr_y_pred = self.run_epoch(model, optimizer, tr_loader, train=True)\r\n",
" vl_loss, vl_y_true, vl_y_pred = self.run_epoch(model, None, vl_loader, train=False)\r\n",
" #print(f'loss tr: {tr_loss}, ts: {vl_loss}')\r\n",
"\r\n",
" rslt.append([ep, tr_loss, vl_loss])\r\n",
"\r\n",
" rslt = pd.DataFrame(rslt, columns=['epoch', 'tr_loss', 'ts_loss'])\r\n",
" return rslt, tr_y_true, tr_y_pred, vl_y_true, vl_y_pred\r\n",
"\r\n",
" def run_epoch(self, model, optimizer, loader, train=True):\r\n",
" if train:\r\n",
" model.train()\r\n",
" optimizer.zero_grad()\r\n",
" else:\r\n",
" if self.montecalro_dropout:\r\n",
" model.train()\r\n",
" else:\r\n",
" model.eval()\r\n",
"\r\n",
" total_loss = 0\r\n",
" y_true = []\r\n",
" y_pred = []\r\n",
" for batch_idx, data in enumerate(loader):\r\n",
" x = data[0].to(self.dev)\r\n",
" y = data[1].to(self.dev)\r\n",
"\r\n",
" with torch.set_grad_enabled(train):\r\n",
" if train or (not self.montecalro_dropout):\r\n",
" output = model(x)\r\n",
" else:\r\n",
" output = []\r\n",
" for im in range(self.n_montecarlo):\r\n",
" output.append(model(x).unsqueeze(-1))\r\n",
" output = torch.mean(torch.cat(output, dim=-1), dim=-1)\r\n",
"\r\n",
" loss = self.criterion(output, y)\r\n",
"\r\n",
" if train:\r\n",
" loss.backward()\r\n",
" optimizer.step()\r\n",
" optimizer.zero_grad()\r\n",
"\r\n",
" total_loss += loss.item()\r\n",
"\r\n",
" with torch.no_grad():\r\n",
" y_true.append(y.cpu().numpy())\r\n",
" y_pred.append(output.cpu().numpy())\r\n",
"\r\n",
" # loss\r\n",
" total_loss = total_loss / (batch_idx + 1)\r\n",
" # pred\r\n",
" y_true = np.concatenate(y_true)\r\n",
" y_pred = np.concatenate(y_pred)\r\n",
"\r\n",
" return total_loss, y_true, y_pred\r\n",
"\r\n",
"\r\n",
"def train(model, epochs, batch_size, dev, y_scale=1, montecalro_dropout=False):\r\n",
" model.to(dev)\r\n",
"\r\n",
" tr_dl = get_dataloader(Dataset(tr_x, tr_y * y_scale, model.classification), batch_size, True, True, 0)\r\n",
" ts_dl = get_dataloader(Dataset(ts_x, ts_y * y_scale, model.classification), batch_size, False, False, 0)\r\n",
"\r\n",
" trainer = Trainer()\r\n",
" result, tr_y_true, tr_y_pred, ts_y_true, ts_y_pred = trainer.run(model, tr_dl, ts_dl, epochs, dev, model.classification, montecalro_dropout)\r\n",
" return result, tr_y_true, tr_y_pred, ts_y_true, ts_y_pred"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 8,
"source": [
"dev = 'cuda'\r\n",
"epochs = 300\r\n",
"batch_size = 128"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"モデル \r\n",
"- 1D CNN (conv, relu, maxpooling, global average pooling, linear, dropoutで構成)"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 9,
"source": [
"def get_act(act):\r\n",
" if act == 'relu':\r\n",
" return nn.ReLU()\r\n",
" elif act == 'selu':\r\n",
" return nn.SELU()\r\n",
" else:\r\n",
" return None\r\n",
"\r\n",
"\r\n",
"def get_dropout(drp, drop_rate):\r\n",
" if drp == 'dropout':\r\n",
" return nn.Dropout(drop_rate)\r\n",
" elif drp == 'gaussian':\r\n",
" return GaussianDropout(drop_rate)\r\n",
" elif drp == 'uniform':\r\n",
" return UniformDropout(drop_rate)\r\n",
" elif drp == 'alpha':\r\n",
" return nn.AlphaDropout(drop_rate)\r\n",
" else:\r\n",
" return None\r\n",
"\r\n",
"\r\n",
"class GaussianDropout(nn.Module):\r\n",
" \"\"\"\r\n",
" http://www.cs.toronto.edu/~rsalakhu/papers/srivastava14a.pdf\r\n",
" https://keras.io/ja/layers/noise/\r\n",
" \"\"\"\r\n",
" def __init__(self, p):\r\n",
" super(GaussianDropout, self).__init__()\r\n",
" self.sigma = np.sqrt(p / (1 - p))\r\n",
"\r\n",
" def forward(self, x):\r\n",
" if self.training:\r\n",
" noise = torch.randn(x.size()).to(x.device) * self.sigma\r\n",
" return x * (1 + noise)\r\n",
" else:\r\n",
" return x\r\n",
"\r\n",
"\r\n",
"class UniformDropout(nn.Module):\r\n",
" \"\"\"\r\n",
" https://arxiv.org/pdf/1801.05134.pdf\r\n",
" \"\"\"\r\n",
" def __init__(self, p):\r\n",
" super(UniformDropout, self).__init__()\r\n",
" self.beta = p\r\n",
"\r\n",
" def forward(self, x):\r\n",
" if self.training:\r\n",
" noise = torch.rand(*x.size()).to(x.device) * self.beta * 2 - self.beta\r\n",
" return x * (1 + noise)\r\n",
" else:\r\n",
" return x\r\n",
" \r\n",
"\r\n",
"class CNN(nn.Module):\r\n",
" def __init__(self, conv_act='relu', conv_dropout=0.0, head_dropout=0.0, drp='dropout', multi_in_head=False, head_act='relu', expected_value_head=False, classification=False):\r\n",
" super(CNN, self).__init__()\r\n",
" self.expected_value_head = expected_value_head\r\n",
" self.classification = classification\r\n",
"\r\n",
" self.conv1 = nn.Sequential(\r\n",
" nn.Conv1d(1, 8, 3, padding=1), \r\n",
" get_act(conv_act), \r\n",
" get_dropout(drp, conv_dropout),\r\n",
" nn.MaxPool1d(2, 2), \r\n",
" )\r\n",
" self.conv2 = nn.Sequential(\r\n",
" nn.Conv1d(8, 16, 3, padding=1), \r\n",
" get_act(conv_act), \r\n",
" get_dropout(drp, conv_dropout),\r\n",
" nn.MaxPool1d(2, 2), \r\n",
" )\r\n",
" self.conv3 = nn.Sequential(\r\n",
" nn.Conv1d(16, 32, 3, padding=1), \r\n",
" get_act(conv_act), \r\n",
" get_dropout(drp, conv_dropout),\r\n",
" nn.MaxPool1d(2, 2), \r\n",
" )\r\n",
"\r\n",
" self.pooling = nn.AdaptiveAvgPool1d(1)\r\n",
"\r\n",
" if self.expected_value_head:\r\n",
" self.n = 5\r\n",
" elif self.classification:\r\n",
" self.n = 10\r\n",
" else:\r\n",
" self.n = 1\r\n",
"\r\n",
" if multi_in_head:\r\n",
" self.head = nn.Sequential(\r\n",
" get_dropout(drp, head_dropout),\r\n",
" nn.Linear(32, 32),\r\n",
" get_act(head_act),\r\n",
" nn.Linear(32, self.n)\r\n",
" )\r\n",
" else:\r\n",
" self.head = nn.Sequential(\r\n",
" get_dropout(drp, head_dropout),\r\n",
" nn.Linear(32, self.n)\r\n",
" )\r\n",
"\r\n",
" # 期待値計算用。予測対象の想定される最小値-α、最大値+α\r\n",
" self.min_v = -0.2\r\n",
" self.max_v = 1.2\r\n",
"\r\n",
" def forward(self, x):\r\n",
" h = self.conv1(x)\r\n",
" h = self.conv2(h)\r\n",
" h = self.conv3(h)\r\n",
"\r\n",
" h = self.pooling(h).squeeze(2)\r\n",
" h = self.head(h)\r\n",
"\r\n",
" if self.expected_value_head:\r\n",
" h = self.expected_value(h)\r\n",
"\r\n",
" return h\r\n",
"\r\n",
" def expected_value(self, x):\r\n",
" \"\"\"\r\n",
" Args:\r\n",
" x: (batch, n)\r\n",
" \"\"\"\r\n",
" # 各要素の値\r\n",
" v = torch.linspace(0, 1, steps=x.size()[1]).to(x.device).unsqueeze(0) # 0 ~ 1, (1, n)\r\n",
" v = v * (self.max_v - self.min_v) + self.min_v # min_v ~ max_v, (1, n)\r\n",
"\r\n",
" h = F.softmax(x, dim=1) # 各要素の確率\r\n",
" h = torch.sum(v * h, dim=1, keepdim=True) # 期待値\r\n",
" return h"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"結果可視化用"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 10,
"source": [
"def plot_result(result, tr_y_true, tr_y_pred, ts_y_true, ts_y_pred, filename):\r\n",
" fig, axs = plt.subplots(1, 2, figsize=(8, 4))\r\n",
"\r\n",
" ax = axs[0]\r\n",
" result.plot(x='epoch', logy=True, ax=ax)\r\n",
"\r\n",
" if len(tr_y_true.shape) > 1:\r\n",
" # regression\r\n",
" ax = axs[1]\r\n",
" ax.plot(tr_y_true[:,0], tr_y_true[:,0], label='Ground truth', c='black')\r\n",
" ax.scatter(tr_y_true[:,0], tr_y_pred[:,0], label='Train', alpha=0.5)\r\n",
" ax.scatter(ts_y_true[:,0], ts_y_pred[:,0], label='Test', alpha=0.5)\r\n",
" ax.set_xlabel('Target')\r\n",
" ax.set_ylabel('Predicted')\r\n",
" ax.legend(loc='upper left')\r\n",
" else:\r\n",
" # classification\r\n",
" tr_max = np.max(tr_y_pred, axis=1)\r\n",
" ts_max = np.max(ts_y_pred, axis=1)\r\n",
"\r\n",
" _min = min([np.min(tr_max), np.min(ts_max)])\r\n",
" _max = min([np.max(tr_max), np.max(ts_max)])\r\n",
" bins = np.linspace(-_min, _max, 50)\r\n",
"\r\n",
" ax = axs[1]\r\n",
" ax.hist(tr_max, bins, alpha=0.5, label='Train') \r\n",
" ax.hist(ts_max, bins, alpha=0.5, label='Test') \r\n",
" ax.set_xlabel('Max logit')\r\n",
" ax.set_ylabel('Freq.')\r\n",
" ax.legend(loc='upper left')\r\n",
"\r\n",
" fig.savefig(filename + '.png')\r\n",
" plt.show()\r\n"
],
"outputs": [],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"dropoutなしのベース条件\r\n",
"- 学習もテストも問題なし"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 11,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.0, multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'base')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:23<00:00, 12.62it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり\r\n",
"- 学習もテストも問題なし"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 12,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.3, multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'headdo')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:22<00:00, 13.26it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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3M27cuDrHWK3WkJzs1KlTWb9+fYfbFe109fvcFFu3bg29lytXrmTWrFmtP8mACe120PXpkQ47Yoxa0ZnOrxy2onMIn4f997//nWHDhtWZY90SW7du5aWXXuLbb79FSsnMmTM5++yzycnJYdCgQXz88ceAFp2Vlpby/vvvs2fPHoQQaiZ2GF0tkhE+lW3//v08/vjjbNq0iYSEBH784x83OsoyvEitJ46w7A10lxhKOIcOHQqNWH3uuee49NJLu+zaLdHLHbaVIHrMAVV0FvW0EAl3BY3NsW6JDRs28MMf/jDkAC6//HLWr1/P/PnzWbp0KXfeeSeXXHIJZ511Fn6/H4vFws0338zFF1/MJZdc0tlPqdfQXSIZoFUF22w24uPjyc/P57PPPmP+/Pmdft2+SHe+zwDFxcWMGDECgN/97nf89Kc/7ZLrRkqPXMOOGCFwG2zEBCoIBnve1DFFdNHYHOuWaGoaXkZGBlu3buXUU0/lrrvu4k9/+hMGg4FNmzbxox/9iJUrVyqnEEZ3iGTUkJmZybhx45gwYQK33HILZ5xxRqdfs6/Sne+z0+kMtfVde+21dceZFmTBFw/Ayl9ovwuyOt2exuiR4zVraGwkX33KHpzIhoqBnP37j7BZWuiNU/QqesKov5KSEjIzMzly5EhojrXBYOCxxx7j8OHDPPbYY40eN2zYMLZs2UJubi433HAD33zzTSgl/tprr5GamkpSUhIWi4WVK1fy8ssv8/rrr+N0Ounfvz+lpaWMGjWK0tLSBufuq+M1u3uUYl+gJ/zPdcf77Pf7Q73V06dPZ9OmTbUPFmTB10+CJUHrpXaXaxXfHVBE1hi9brxma/Cb7MRTRbnbrxy2osNJTk7mjDPOYMKECVRVVREbG1tnjnVLZGZmcsMNNzBjxgxAKzqbMmUKn332GXfccQc6nQ6j0cizzz5LRUUFl156KW63Gykljz76aGc/vUYRQswHHgf0wD+klMvrPW4HXgeGoH2GPCyl7PSG5K4SyVB0L219n9vq6KWUIWdts9nqOmvQ1MksCbU91TW/26la1hZ6pMOOdPgHgCEumYTSw2QfL++ydQ5F36K187ABDh8+HLr9m9/8ht/85jd1Hp83bx7z5s1rcFyDD4suRgihB54G5gJ5wGYhxAdSyvA+pluB3VLKBUKIFGCvEOKfUko151bRLbRnNrbVWus3Gm0l7iTVsrbQI9ewIx3+AWBLSCFRVLE192QXWKZQRD0zgANSypxqB/wmUL9MVgI2oYkpxwGlgCqJVnQbbZ2NPWnSJDweD6ClxRvVB7cP1tLg4XSAallb6JEOuzXoYxJJ0lWxZnehKjxTdDkzZ85k8uTJdX527ergfvGuJQ0IDx3yqreF8xQwFjgO7AJ+JaVsMLpICLFYCLFFCLGlqKios+xVKDhW5sJmqZswbqkd7IorrmDnzp2AVnAWPjazDp2kWtYWemRKvFVYE4mVVRw8Uc4rGw+z6Izh3W2RogORUjY/Faeb+fbbb7v0el1QJNrYi13/ovOA7cB5wEhgtRBivZSyThgipVwBrACt6KwTbFX0ELq7ILC17WB33HEH7733HqAVloanxRtQo1qW/aGWBrcPhsyfdPn6NURBhI01EYDLMszc9+FuVmXld7NBio7CYrFQUlLSFU6qVyClpKSkBIvF0vLObScPCM/1paNF0uEsAv4tNQ4Ah4BTOtMoRc+lJ8iJtqYd7MknnwwpCB4+fJikpKSWLzBgApx7F1z2jPa7G5w1REOEnZYJCB6Kf5vNSdfy7tY85k8Y2N1WKTqA9PR08vLyUOnUWiwWC+np6Z15ic3AaCHEcOAYcDVwbb19coHzgfVCiFRgDJDTmUZ1Bh0xXhPgxRdf5KKLLop8MESU0RPkRCOdjf3ee+/xy1/+EoDvvvuOoUOHdol9HUXvd9iDZ8CZS9BveIRLRlzMe0cbLKUpeilGo5Hhw9USR1cipfQLIW4DPkNr63pRSvm9EOJn1Y8/B/wZeFkIsQsthX6nlLLXjSaLZLxmJLz44otkZmb2WYfdE+REoeV2sPXr13PFFVcAsHr16oiUCnsavd9hg7a+sGkFV1a9ybMV11HgcDPA3qlpQ4UiapFSfgJ8Um/bc2G3jwMXdLVdFGTVXUccu6DTUpOvvPIKTz/9NF6vl9NPP52nnnqKYDDIokWL2L59O1JKFi9eTGpqKtu3b2fhwoVYrdZWRebRQlvlRLty3Ts7O5vZs2cD8NprrzFnzpxOuU5n0yPXsCMer1lDTBLM/CkjCldxhm4XO/PU0ASFIqqoUZtylWk9sa4y7X4nSERmZWXx/vvv8/XXX4dmXb/55pts3bqV4uJidu3aRVZWFtdddx0LFy5k8uTJvPXWW2zfvr3POWvQ1o+PlFTx5d4TfP59AV/uPcGRkqpm5US7ct37+PHjoclqy5cv58c//nGHX6Or6JEOuzV92CFm30EwPo2bDKvYdaz7Bp4rFIpOIFxtSui035YEbXsHs2bNGjZv3sy0adOYPHkyX331FQcPHmTUqFHs3buXX/3qV3z22We06vMpytFVd3LI6oYCXQudHW3tm24tDoeDtDStK/HnP/85d955Z4eev6uJjpQ4gNGK7pRLOH3TS/wz9wRaHYxCoYgKulBtSkrJjTfeyJ///OcGj+3cuZNPP/2UJ554gvfee48VK1Z0+PV7G6uyChmcFMOEtNovMA6Xr9mis65Y9/Z6vSQkaDKi8+bN45lnnumwc3cXPTLCbjOjzseCF8+Rb3G4fN1tjUKh6Ci6UG1qzpw5vP322xQXa3V0JSUl5ObmUlRUhJSSK6+8kvvuu49t27YBmv50RUVFh9vRW2iLaElagpUKd11xvEjXvR9dvY+l7+zg0dX7mkyhB4NBzGYzAMOHD2fVqlWRPJUeT/RE2ABpUwE4JZjDp7vyuXrGkG42SKFQdAhjF2hr1lB3YlLmTzr8Uqeeeir33nsvc+bMIRgMYjQaee6559Dr9dx0000hMZ+//e1vACxatIibb75ZFZ21ouhs/oRUVqw7BGjOvcLtx+HysXB60y2LrdELD1cty8lpf8dhdwvD1NDrx2vWRz4yntWVw3l32B9ZcV2PnTaoUHQofWG8ZldWifdV2jJeM9yRhjvf+o60vtPLSI1lX2FVxE7w0dX7GnwxqLm/ZG5GaNvgwYPJy8sDtEi7vUqJkT6/jiKqx2vWRwyaTGbOdpYcKMYXCGLUR1fWX6HoswyYoBx0DyQS0ZLGouM12UWtcnqRrHvPmTMn5Ky9Xm+HyBr3BGGYGqLOYTNoMv32fITOW8H+wkrGDYrvbosUCoUiqmlJtKQjnF5LqffFixezdu1aAMrLy0MzrttLTxGGgWh02AOnADBed5jvjzuUw1YoejA9fbhLX6Izl0db6/QaWzNubt37/vvv53//938ByN/xBbYtT3XY0klbhWE6g+jLFw/S5OamGHLJUv3YCkWPRQ136Tl09mCZ1lSFNyWqArB49nDsViP5Djd2q5HFs4ez6fOV3H333QDsWf8BAw680aECO60ZLNLZRF+EHdsPrElMDJ7g7VJnd1ujUCiaQA136Vl05mCZ+tFxbkkVewsrSU+08ujqfXUKzppLny+Zm1Enhf75559zww03APDf//6XMZ6vagV2oPZ39odtjrIjHSzSFUSfwwboN5phJ45T6lS92ApFT0UNd+k7hDu93fkOjpa4yEiNY2i/2AbtWZGmz7dt28a8efMAeP/99zn99NNh5etaZF15Aor3au1/FhuYE9ptf3c46Pr0yJR4q7XE69NvNGn+o5ys8nasYQqFQqFoE2MH2lkyN4NxA+2cNjKZ4SlxjcqStpQ+z853cPera5k6VdPduOevD3PZZZdpO9oHQ0kO5G0CnxvMNnCVgyO3U3Tnu5oe6bDbpCUeTvIo4gMn8VSpISAKhULRk2hJGa25NePsfAePf7SN+6/Xpm1d8IMfcbotl5P/ugW+eABSxkJRNkjAYAa/B5Da9k7Qne9qeqTDbjfx2jpMnLcIjz/QzcYoFAqFooaWIuia9Hn94rKxA+18sOUwzy8+D4CZZ87m0QuMJFDFHqdNKzDb9ylYEzU1PE8FGC0weCYkDe8U3fmuJjrXsOMHAjBAlFLm9JEar2/hAIVCoVB0BZHIkja2ZhwIBFj2A60L6JShqfzfgioCriPoTAMwlO4DZxX4qsDvhsQRkD4d4vprB7vKOkV3vquJTodtq3bYnKSk0ktqfOe0KigUCoWiLi3pbrel6lpKicGguasYk561t43A5jqKREdCZQ5lIoFyjws9ArPwYqgqhsPrYegZYLB0mu58VxPVDjtVlFKqCs8UCoWiS8jOd/DwZ/sorvTg8QfYX1hB1jEHS+dlNHDaram6jo2NDd0+8IdTCASC+HRWzL4yIEiiPIlfF0dAQoW0YjbYiDGb4dhWOOVizVlHgaxtdDpsUwwBs50B/pMUlru72xqFQqGIWsIj6r355ZQ6vfSLMxNvMeLxBzlUXMXrG49w/+UTWzy+sYh8ypQpuFxaQZr/3kSEPx+v34xHZ0ZHgCB6THjxAXoRpMKQjM/lIWb8RVB+DM69qytehi4hOh02IGwD6O8sY3836L0qFApFX6D+UI+12YX4/EG8/iASMBt0xJr0fHe08RbdxoaCPLhqL4PsFjwByZqnlrFj+3YAnA9NRl91BGQAi3BjMRjwBnToCSIRgKDC2B8h9JRLA/07aV56dxK1DlsXm0J/fQlfOZTDVigUis6gviqZlBJvIID0agpl/oDkRIWHxNjGZ4TXP97rD5Bb4qS0ykv5ulfYsW4VAAW/H4TVVwwirIDY58Kvt2AMOCk3DcBvsKIjAH4vPtvoqFm3DidqHTaxyfTTH+F4mUqJKxQKRWdQX5XMoBdICW5fgEAwiF6nDXaJMTXuauoff6CoCp0Ovlv1Jkc//gcAu3+VgsUSA4FyEAJk9bCYoA+DNQGnR8eBuGkkBEsx+iqoMMYyYOhYmH5lVKxbhxO9DjsmmQRZwXGVElcoFIpOof4kK7NeTzDoQ+hACEFQgpAQZ2q8tbb+8bayPSRse501H/8HgBW3ziYx4RgEvWA0QcAPBgPIIAgTpsTBVNhP4b9Jv66zBl4C/HNXIcfW72h0Xby3EtUOOy5YTmG5GgCiUCgU4bRU6BUp9XuqfcEgFpMeq0kHCEwGHWa9DtnECNXw46dUfMWAvX/n2rdzAPj0xzHM7bcdFxb0QQkiBqRXc9YGK6RNh7h+JJ/+C5YMyKjz3Oqvi4drlfdmotph6wiiczvw+oOYDNEp6qZQKBStoSMdWv2e6lizAatRT0KMCbNBh8cfxO0LYLfWupr6XxbmjE2h5OB27Fue4rKXNGf98mUWLhhpQABW3PjRg9CBTg86E6SeCoOnNTrrurlpX8ph91RikgFIEhWUVnkZYFfiKQqFQtHRDi28p/rR1fs4XFxJQbmHcrePeIuRYckxDOsXBzT+ZWFNdhGLXGuZ9Fg2APefZ+a6SSZNDxzQCTAQwBeUGMcugNNvb3ZtOtJpX72RKHbYSQAkUkFxpUc5bIVCoaBzHZqW4nYydmB8HdnR+RNSgbpfFpIr93N66Rf4Sw4z6c73AFg81chdZ5k1Z12dRa+5KT2VLTpraLguDnW1ynsz0Zsnro6wE0UlJUrtTKFQKICWh2+0h+YGd0DtpK7kyv1MO/46OvdJZlc767kj9Dx/SbUNYUvesvqnQsREVPXd3LSv3k70RtgW7Q8knipKKj3dbIxCoVD0DCIZvtEempMdrYl+Ty/9Apc+jtN+rrVuDbXr+PwnsY0eI4Aggiz9eM6O8Pqt1SrvLUSxw04AIF44KalUEbZCoVBA6x1aTZHY7nwHDpefeIuB8YPsdSrLI606r/myYKk6Ruav3gxtz1mSAFICjY9DzqcfO4bfHJHDrnmO0eCg69OlDlsIcRlwMdAfeFpK+XmnXcwcD0CizqlS4gqFQhFGpA6tpkgsGAySW+JECEG500eMUc+KdU4Wzx4OEHHVec2XhXMnfBza5nlgBDp3CaEqMwSy+rYE8hnA/rhpzD3v/I546r2aiNewhRAvCiFOCCGy6m2fL4TYK4Q4IIRY1tw5pJQrpZS3ADcAC9tkcaToDWCKI0iR00gAACAASURBVNngpsLt69RLKRQKRTRSUyRWUO7BYtRjtxoxG3UUVHiwW42syiqsU0imEyJ0e1VWYaPn/OV1V1BYWgGA56FTMXnKqHXWmrsGHR5dHMdMozmafjFTBsVEZcTcWloTYb8MPAW8WrNBCKEHngbmAnnAZiHEB4AeeKDe8TdKKU9U3767+rjOxWInKehqUGChUCgUipapqSgvd/uwmTV3YTboqHT761SWR1R1XpDFT2+5kTVrNgPg+PNITJW5aM5aDwQIVu/qQ4/TmEDciBnMshnBOqLznmQvIuIIW0q5Diitt3kGcEBKmSOl9AJvApdKKXdJKS+p93NCaPwN+FRKua2x6wghFgshtgghthQVFbX1eWlYEkjQOSlXEbZCETGRZM2EEOcIIbYLIb4XQnzV1TYquoaaivKaUZkAHn+QuOpitbQEa2RV5wVZPLD0RlZ8pDnr40sTifeXADpNCEWvx2eIw4uZAAb8+hhyYjPZVeCm7GSRJpCiaHdbVxpwNOx+XvW2prgdmANcIYT4WWM7SClXSCmnSSmnpaSktM86ix27cKoIW6GIkLCs2YXAOOAaIcS4evskAM8AP5BSjgeu7HJDFa0mO9/Bo6v3sfSdHTy6eh/Z+Y2PvAynpkVqQLwZty/AiXI3eSddHD/p4puDJWSkxkbURvXq4/fxu39qzjr7V/0YmFATkQcg6AMpcQszBbGnUGlMoTR2JFZDkKDZzgcxP4q6IR5tpb1FZ40JxMpGtmkPSPkE8EQ7rxk5Fjs2eYJyl4qwFYoICWXNAIQQbwKXArvD9rkW+LeUMhcgbKlL0UNpqxxpTZHYaxuPUOnxU1zpxaQXDIg3M6p/HGuyi1icEteg6nz6sARWZRXywobD6LI+5KHl7wKw4SYbpyT4ICAhlACXIIOYfRXEiVJ8xli+GL6UkrjRBKUk36EmLtbQXoedB4RPCE8HjrfznB2HxU6srFIRtkIROY1lzWbW2ycDMAohvgRswONSylfr7YMQYjGwGGDIkCGdYqwiMtoqR5qd7+D1jUfYcKAEf0AyJNFCjFlLj8eaDZgMelZlFbJkbkadFq+aLwfxR77k3j/dA8C7V8VwRroApBZVh9CB0CEAc6CCL4b+gpK40UD0KJR1FO1NiW8GRgshhgshTMDVwAftNUoIsUAIscLhaDll0yxmG1bpVFXiCkXkRJI1MwBT0Vo05wH3CCEyGhzUkctbinZRozAWTktypDWON+t4OQlWA95AkFKnn0BQYjboOFBU1eg5ar4cBByF3HvHrwH4+0V2LhtroqHLEdqMa50ZX+JoDlnHs812dtQplHUUEUfYQog3gHOAfkKIPOBeKeULQojbgM/QyvxelFJ+316jpJQfAh9OmzbtlnadyBSDKeimyhvAHwhi0EevEqtC0UFEkjXLA4qllFVAlRBiHTAJ2Nc1JipaS1v0tWscrzcQxGY2EGPS4/EFOen0kpZgpdLtb/QcgfxdnFPwDufe+RYAS86K5+czY3FJHXHCCcFg2N4CEkfA8LOI0ZsYELBgtxgbTa1H01zrttKaKvFrpJQDpZRGKWW6lPKF6u2fSCkzpJQjpZT3d56pbcAYgyHoQUeQSo9KiysUERBJ1uz/gLOEEAYhRAxayjy7i+1UtIK26GvXROU1FeJJsSaCUuL0BvD4Ahj1ouE5CrK49NijIWd95XgDD58HxqALodeBNRlMcWCwaNXh/cZQNOxCth2vYvPeQ6zyz2D+hFQevnIS8yeksia7CIfLV2fdPZJiuWilR0qTCiEWAAtGjRrVvhMZYwCw4qHc5SchxtR+4xSKKEZK6W8sa1bT1SGlfE5KmS2EWAXsRKsc+oeUMqvpsyq6m+bkSJuSFa2Jykf1j2XrkTLMBh394kw4XH5OuvycOSqZn8waqkW8BVmQ/SGBb18k43cHAMgcqOONK7TPYB0BrIEqkEbNWZvtIKAkJZOcg/txWgeSO/QHHNIP47vqYrhonmvdVnqkw+7IlDhADB6cPhVhKxSRIKX8BPik3rbn6t1/CHioK+1StI/G5Eibqx6v0f22W41MGWJn9/EK3H7J+WP71zpq0Jz1x3cgC7Iw3J0HgNUAWxZrM7CDaKlcIQNgNAN6MFpg9m95NX8cDmttqr7GupovENE617qt9EiH3WEYtekvVuHB6W1cVF6hUCj6Ks1FsUvmZoRF5X7OGdO/8TXkVXdD3mZs95eENlX9zhaqXtQDoAODCYafDfbBmhDKgAkcy97RpFOO5rnWbSW6HXZYhO1SDluhUCjq0FIU2+KQkIIsyN3A1OdPUlXdjOO/x4YQ9ZsNJKScApc9U2drc065s8eA9kZ6pMPuuDVsLcKOwa0ibIVC0SeIdNQltK16PERBFvzrGq5+28G2fK3y2/k7G3pdY52BAs5Y0mBrc065qXV3gEdX74vo+UUbPbLPSUr5oZRysd3ezjehOsLWUuJqDVuhUEQ3NWvSkVZWN1Y9vvu4g7XZhZz90Bdc9fxGPt55rOGBWSvh1R9y17/38db32mdr8R1xWI2NOWvAngYTLmuwucYp261G8h1u7FZjHfW1sQPtLJmbwcNXTmLJXK3VvzXPL9rokRF2h2FUKXFF30MI8ZvmHpdSPtJVtii6ltZWVtePYp1uH0dKnSTGmOgfZ6Lc5WP5p3sBuHhi9ZiIgixY9yBPfXWc5f/1ApDzqziSYnRI6ivv6MEUC6PmNmlzJLO5a7IGq3cXYtQLxg+KRyeMfa5yPLodtqm66AxVdKboU9iqf48BplPbR70AWNctFim6hLZUVoc7zKue30hijCnM4WtJ2Fc25nLxxDRysr7B+PldbNi0h9s/cQKwdXEswxJqk7V1nLYpVhvcMf2mNj+n8Er2oAyC1LEtt4zMIQmk2Cx9qnI8uh12TYQtPLh8ymEr+gZSyvsAhBCfA5lSyorq+38E3ulG0xSdjFkvWLevCG8gSLzFyKj+sRj1+ogrqwvL3fSPq6tXYTPrKSx3c3TDvzCvf5i9B3O59q2TAHz64ximDNTX2V8CPox4jTa8Iy8i6eyft2vaVnjWwG414fYFMBsEB4qqSLFZ+lTleI9cw+4wLfHqNexYtYat6JsMAbxh973AsO4xRdHZZOc7OO5wU+n2Y9IJXF4/Gw+WcrTUGbEed2q8hQpP3eCmwhNgmuU4MesfoODYMc5/QWvfeukyCxeMNNQRmg9KOEESVeb+vDryMf7MLWTLwbSHcB30Uf1j8fiDSCmpqF5770t64z3SYXdY0Vl1lbhd78PlDbaws0IRdbwGbBJC/FEIcS/wLdBgqpYiOliVVcjQ5FhmjkjCbDLgD2rp8NR4c8Tru9fPGkKVR6vUDgaDOFw+qjx+brd9RUXxUaY9rU1S/ct5Zn4yyRRy1hLwSR1FMp5iktgbOw1P8ljsViOrsgrb9bzSEqyhiYv94ixMHZqgtY0JGhSpRTvRnRI3mEBnwIaXfKV0puhjSCnvF0J8CpxVvWmRlPK77rRJ0XnUrF/rhJEUm7aO3dp50jWFZa9szKWw3E1qvIXbzxtJ8v+tJf4RLeN5S6aRu84yAyAlOKWJNXIqR+QAkvQuBhg9vOE8lxPZhfiDQXRC167Wq/qtX0a9nhHVM7j7iqOuIbodNoDeTIz0q6IzRV8lBiiXUr4khEgRQgyXUh7qbqMU7aOxXuumeqrNetGqvuWLJ6bVqQj3fvRzzH/IAeD84XqeX2CtkwbfJUdxlEEM1hWTL1NYZ5jPNnca5oCHAfFmECIkd9rS7O3G+seb00Hva0S/wzaYiQkoh63oe1SnwaehVYu/BBiB14EzutMuRftoSv97ztgU1mQXAbUiJEdLnQSlxGjQY9TDl3tP8P53x+oO7qiheoDHyfwc9rjs7A2mc27Z+wz7rdZYkB4vWH2dtswo0NLgAaHnYOwk1idch9MbIK/MhbcqQKwJvIEgnoAkc4gdk0HfbOtVdr6Dhz/bR3GlB48/wP7CCrKOOVg6LyPktPuig65Pj1zD7rCiMwCDGavOz/7CCv5veyMCAApF9PJD4AdAFYCU8ji1LV+KXkp41bROiNDtfYVVdURIvP6AVt1d6mLrkVI2HtCKxRKtBr4/Xl5XcKQgC75+kpKSQr4tsRBTcZgrCh8LOWuA3CUN/3RcWPku9iw8/iCxZgNpdguBoMQfBKtJH3Hr1esbj3CouAqAeIuWIThUXMXrG4901MsWFfTICLvDpnUB6E3EIzlc5ORXb24n3mLk3FP6t99IhaLn45VSSiGEBBBCxHa3QYr2E95rXVTh5kBRFRUuHwjISNXe4jKnl7yTLio9PgbGW8gtdeIJSOIsRmJMeio9gVBB2NiBdsj+ECwJ7MsPkO47zIjKLYx75Hjomv4/1HXWEpAI3rFchTntVDy5ZQDoddoXCJvZyMwRSaG19KZar2rS4B/tyses1xFr1iOEwGLUI6Xku6N9Q8EsUnpkhN2hGCykxtTe/WhnfvfZolB0LW8LIZ4HEoQQtwBrgH90s02KdlJTNV1U4WZbbhkeXwCjXhAMSJZ/updDRZWUu7RJHC5vEIfLT0CCSS846fTi8QeJsxjqRr2Oo2CJR1YUMrp8I5e+UsARh7ZS7b7bhk6IOhXhEvjeOIWNA67FZNAzebCWri5z+Zk2NJEhyTGYDPqQ3GljrVfhMqpGnY6AlBwvc4dacLW0u0RRS4+MsDsUg4kkc+2b7nB5m9lZoYgepJQPCyHmAuVo69h/kFKu7mazFO2kpmo6p6gSs17TFPMGJEaDjlidoKDCQ6UngPaQ5EipE4MOjHqBLyDx+IOMHxRfN+rVmyH7I6aX7ef2j8pZk6PV/JQts2GqvkbNurVEcJARxF36AEuTM1iVVUilp+74zY93HqtTaX79rCEN1qDDU/updgvHylwYBJRUetDZBJWeADNHJHXNi9pL6AMO24JNH+Cj28/kLx/vpszp626LFIouQQjxNynlncDqRrYpeik1VdP/7+2dBGUQu9XEhLR4tuWWYTPrqXT7EQKOlbkx6QUWg8Cg01Hm8mG3CCYPtlPp9rOvsIyEGAO3PvINt1V8yUh5mL9vcPH8Vu0zMu83cdjMIiQ1KgG/MFGhT+Sb8X/mugmnhewJJzvfwZrsIsYNjGfm8CQq3H7WZBcxIiWuzr7hqf1J6Xaq3D5cvgBV3gApwJDkGH4ya2gXvKK9h+hPievNEPAyIc1OcqyZk04VYSv6DI1NXLiwy61QdCg1674SidmgZ1T/WPrFWYi3GKnwBIizGKgOrgkEIdZsJD0phoF2C4MSYyiu9LLvRCUD4k1YT+7lZ45HGCEP868dHn631gPA97+IZZBNFxZVQ2HMKWxLvpTNCRcy/bQzm7SvqaK4+gIq4YIoKTYLp4/qxwC7lbSEGM4Z05/fzh+jKsPrEf0O22AGvyYcYI8xcrCoigVPbuhmoxSKzkMI8XMhxC7gFCHEzrCfQ8Cu7rZP0XbC130npWuR8saDpZyocDEg3kyVx88Am5lAUJJSrQluMeqwGPWcldGPUwbGM36QndNGJJPsPMgVnvcZIgr54qCXRSu19ex1i2IYm1KrD64DAhg5bkgjXlSRcc41zTrScCnRGhqrEq8/2tNk0ARR/n7VRJbMzVDOuhF6ZEpcCLEAWDBq1Kj2n8xgBr8WVSdUCwrsOuZgZ14Zn39fyM1nDSchxtTcGRSK3sa/gE+BB4BlYdsrpJSl3WOSoiOoOwjDyMwRgu+Pl7PjaDlzx6UybpCNtXuKOe5wYTbomDk8kdGp8QA4XD7624yhVPSoqvXYpIP9BZVc+Lo2eevdK62cOVhzCzWVPzphxNh/PFNPmQ5jF7Q4yKMpAZf6VeJKEKX19EiH3dFtXQS0NE9CTO0f0A+e+i8AyXEmfnLaUP744ffMHz+Q/12fw9+vmkS/OHO7L61QdAdSSgfgEEI8DpSGTeuyCSFmSim/7V4LFW2l/vjMFJuF2Rlm8h3uUDHauIHxjOgXw+ZDJ9lTUIk9xojZYMDh8jF9WAIbc0pw5HzH5e4v8ZXlM+b5SgCemG/h8rHGOtfzYMH6o+dhwmUR21hfSrTCrWmTL5ye3qia2ZK5GR3wyvQN+kBK3BJKiQcamf/x/fFy9hVW8vo3ufz4hW/5al8RGw+W1NnnwIlKVu8u5I1NuV1hsULRUTwLVIbdr6repuilhK/71lATvb628QjfH3Pw0c7jrMk+gURi0Al2HC3HbjWGlNDmyY38wf03rM58xjxeDsDSWSZum1GdaaweZu0khl2mya1y1lAbOdcIuNQM6ABC6fxwhbaQeIuiRXpkhN2hGEyhlHhQ1u3pS0+08u7WPN7dmldnu8NVt5J8ziNfhW5fMnEgNkvdb6EKRQ9FSFn7Ry+lDAohov9/PoqZPyGVhz/bx3fVEp5mg55+cWamZw7irc25uH1BrQ1LQKnTR4LFwJDkGJbMzeDV9z/mmhNvM/Hk53i9TuwPac76irEGHpxbHbWLaslRdDiIoyBmNNBQ5zsjNZZ9hVVN6pOHS4nWHLt6dyFGvWD8oHh0whhKmTcnWdoWmtIkjwai/583LMJedMYw/AHJDWcM48CJCio9Aa5/cVODQ06U10638dcLy8ucPox6HZsOlTI7I6VzbVco2keOEOKX1EbVvwByutEeRTvJKarkYFEFDpcfvRAkxhoJShNfHyjB5w/i8Qfw+MGgE5gMOio8AcrdfijIYuLex0n3HEAEqrD/tQKAyQN0vH1VrbJUAIFE4CIWaYqjbOiFDbTLDxVV8u9teWQOSWBIcmwoUm5suEf4sUEZBKljW25ZA8nSjnKyTemsR8tkr+hPietNENAi7BiTgV/NGY3damTq0CTOzkhhy91zQrseuP9C+tvMHCiqJBjUApP1+4vrnK7M6ePWf27juhc3kXfS2XXPQ6FoPT8DTgeOAXnATGBxt1qkaDPZ+Q6e/M9BLEYDo/vHkZZoRa/TYTMb2JhTgssXIBiU6AQEpKTC7cfjC2C3Gij/vzs5xb2VhGAxlj9rztqsh20/jWtwHYkejymBz5OvZ/ppZzZo0yqo8BBrNlBQ7mm2bQvqF8mZQAjMBh0HijTd8JppYh2VKo+0pay30gcibDP4PU0+HF5cZtDrMOgEn+wqYMSuT8hIjSPvpAuLUYfbp0XaJ51e1u7RhrgXONykJ8Y0el6ForuRUp4Aru5uOxQdw6qsQnyBIMmxppDeNkBBuZvSKm+oX9obkCAlQQnOYAB7zidY+RpBkKTlFaHzOX9nI6SKUn1sFXFkJZzLwaFXM+u0Mxk70M4LGw7XKXSrdPuxmfWUu2uXDpsa7hFeJDeqfyxbj5Rh0gsqqtu5HC4fVqMu5FiBdqXK6xflNWdbb6QPOGwLyAAE/KBv/OmOHxSP26dJ8RVW1Dr3fYWVJMQY+ej2M3F5A8x9dF1oogzAiQoPb23OZVhyLGMHxYemzDTH0VIn6YlWhBDtfGIKReMIIX4rpXxQCPEkNBRjllL+shvMUrST3fkOnF4/pVVeDDrt8yMoZbXcqB+TXk8gKJFBiV/CGHGE+brN/IS16GSQ0/5RSUW1bpTvbludz6CgBK8wsl43jWfEYqZIO9OrH6vfphVnMVAeQdtW/WP7xVmYOjSBrGPlICR2q5GF09N5YcNhkuNa7tuOhEhbynor0e+w9dWVjwFPkw77w9vOpOZv96UbpnPLq1vw+LWIekyqjfTEGIqqHfmuY7Vpmj0FFTyxdn/o/uHlFzdryrbck1z+zNc8+KOJXDV9cFufkULREtnVv7d0qxWKDiM738HREhcCqPL48QckQoDVqMMXBJNeT0KMsbqFys8YcYSlhrdJEeXYqeDH7znZclz7TKu8y4ZeV+uspQQpBQUkcjTYD58/wMacUgrKPSydl9GgTWuAzUx+mYsxqXEEq1PvTbVtZaTG1pnRbdRr4ijha8od6WSbaymLBnrkGnbHzsOuTo80kxbX6UTo2+bsjBSy7pvHX394KkBoFGfNH9OOo2Wh48KdNYCUzU+WOVqqrXl/ta+oFU9AoWgd1ToGSClfaeynu+1TtJ5VWYUMiDdR5vThD2ozrAISKr1BpAxi1OuocPsZpzvKk8bHWGm8h/N033GqOMgf1jp583utFezE0jhijGHOGggCXqEnVwxmvf40qnwBbBYDxZWeUFo6vE1reEocyy4cw7B+cS22ba3JLmLO2JQGLV7hqe76imdNTfeKhKZayqKh4Ax6aITdocIphuoIuxmHXR+jXse1M4cwIS2eCYO0N9pk0L7b7D9R2eRxJ50+svPL2X28nFtmj2hoik47R/jaj0LR0QghPqSRVHgNUsofdKE5ig7gWJmLokovep3QIuKwx/wBcHoDnCc38jv96wzQlVAjLPrsFi/LN2h58IO3x9EvpjZGC615CxMHgmk8Jq+i0Dwcrz+IPxikwOFm5fZjAI0KnNTPJz66el+ja9H7CquaFUfpaMWz8JayaKNHOuwOJRRhu5vfrxEmpic0+VhNIdqVU9N5p7qPO7fUyf/8QxORunrGYHYdczB9WBJGvfZPUlHtqCs92rfdj3Ye56n/HOCTX56FTqfWtBUdxsPVvy8HBgCvV9+/BjjcHQYp2kdagpXPsvLx+AMNvokFgeGBQ9xufJ8UcTLkrFfu8XHrJ9rn3uZbYhmeVO2sZe1xfgxs5lQekVexRw4hISgRwPGTbvQ6QarNHHFrVHsKvqLZyXYk0e+wQ2vY7Z/S9dbi08gprsJi1DFzeDI6Icg65gg57CMltQVpcx75isJyD48unMQF4wbg9QdDkXVltVLRb97egdcfpLjKQ3+bpeEFFYo2IKX8CkAI8Wcp5eywhz4UQqzrJrMUzRC+9mvSCwTgCchQT3JGaixuf5Dq2tgGXKDbTAxuTGjr1F8f9XP525qj/PTaGKYOrB3mIatjgwB6ioJ2nmAh+2Q6UoLHH0Qg8Qc1KedR/eMiqtrOzneQW+pke24ZSXEmRqXEkmKzNLsWHc0CJ51F9DtsQ3XbVitS4k0xc0QyM0ck19k2wG7hu3vmcv4jX/H8V7WaFIXl2vUOnqji8i+/Zm9hBbedqw0z2X+ikiuf+zrU633spEs5bEVnkCKEGCGlzAEQQgwHlNpPDyNc7MOgg29zSpHAzBGJoejWatQxyG7hSGnj0Wq6KCZJ5wAJe4sDnPmSVi/z0qUW5o2u/ZgPIAiiJ5dUjuhHUGBJ54hvBDLgJcakxx8M4gtI0hPMzByRTEr155LNYmB3voNHV+9r4GA/3nmMJ9cepMrrx+n14w8EKHf6yEiNQ6/XNVrwFe0CJ51Fjyw661AiKDprL4mxJh780UR255c3eCynuJK9hVrv486wCvPNh0/ir3bYeSe1f8KWitZay/9tP8awZR/j9GoRvdPrx+Vt/Ct6MCjZmVfW6GOKXssS4EshxJdCiC+BL4Bft3SQEGK+EGKvEOKAEGJZM/tNF0IEhBBXdJzJfY9wsY+cYidxFgM2i4GcImdo+3dHy5g1MhlTI0tnY8QRMkQusdJDfmWQsc9omb4/n2vm+sm1kwg1yVEDOYmzKew3C4PJxAbjLFLjzSTEmrlsSjqLzhjOKQNs1HcNuSVVHC1xNRA3+XjnMZ78z0EQMNBuoV+cmQpPgEqPj4IKT5MOONoFTjqL6HfY4W1dnciccalcP2tog+2f7CoI3V7XRHX4/R9nM/aeVQy/6xM+2HG8gRxqW3n2y4MA5FSrCk2+bzUXP7m+0X0/+76AHzz13zppfUXvRkq5ChgN/Kr6Z4yU8rPmjhFC6IGngQuBccA1QohxTez3N6DZ8ylaJnx+dKXbj9mgw2zQhZbQbBYDAoHLGyDeokcH6Kv99hhxhMX6TzDhp9IrSXtEK4q9aYqR38+uFYUKAmXGQfgMNlzCgs6ayJGMm8iYOAuDXkeqzRJynhPS4pFog5Fqqrb3FlaSkRrXwMG+sjEXXyBIvMWAEIKEGBPpiVYGJVgZkhTTZLQc6cxsRV36QEq87UVnreWui8YydmA8z3x5kNxSJyP6xZJTXEW8xaDp+TZBQZh2+S/f+I78C09heL9Yyt1+fjglDYDXvznCWaP7MSKlVkrwaKmTNdmF3HD6MIQQbMs9icPpI95qYOrQJBKr53wXONwY9Tq8gWDIeddnT4GWBSiu9DI0Obbdr4Wi+xFCxAC/AYZKKW8RQowWQoyRUn7UzGEzgANhafQ3gUuB3fX2ux14D0L6Goo2Et6HHGcx4KleqNYLwcacEkorvYBkbfYJvIEgOqE5YAH8WL+a8bpDpMvj2KpVzM4dpud/F9RdN5boiImNQ+oTeLX/nditRq1P2eXjpNPHGaOSKK50c+BEFeVuTX2swu0j3+EmLcFKeqKVof3qfi7YLAZyS6rQCcH+qkpiTHoSY0zEmPSUVvmYNbLpPupoFzjpLPqAw65p62p/0VlLWIx6rp4xhFS7hZ+9tpXfXJDBI5/v49qZQ3jtmyMcKYlMe/z9746FHOgd7+4gc0giW4+c5PpZQ7nv0trh8be98R07jpYxZ2wqg5NiuPyZr2sfO3cUG3O0MaG5pc46XwrC2VNQjsWg53B1ZF3lafqLhaLX8RKwFZhVfT8PeAdozmGnAUfD7tdokIcQQqQBPwTOoxmHLYRYTLV2+ZAhQ1ppet+hRuyjtNJDldtHbqkTKSHeasAflNqasNtPlTcQUhKdr/uGnxs/ZByHEEJiqNYHT7MJ1l5f17HW5Ot85QUcTJnDnLEpdSZtnTUqmUqPn72FlZgNmjZ5uVtTTrvpzGGMHWjn0dX7GjjYI8VV+AKSeKsety+Axxck3+HGZtZjMRqa7aOOdoGTziL6Hba+puis8yPsGs4d05+9f7kQgEsmDgJgTXYhR0qcjEiJrRPlmg26kKrak9dMYXd+eSiVDZoK0dYjJ4G6KmsAxdXqa/tPVDA4qa6m+VNfHAjdzi11hnSHLca6qyDzH9NS5JPStdRVZzhsrz9ISZWHgfauJbzvFAAAIABJREFU+fZ83YubkFLy2k0zW945uhkppVwohLgGQErpEi1r4jb2eP3iiseAO6WUgeZOJ6VcAawAmDZtWscWaEQRYwfamTM2hSf/cxBfIMiQpBjyTroorvTg9AY0dbOw2pMLdN9wp+FN+gut31r3p1p98KNLbLXvlqjptRZ40RHUW/g68TL2ZxfVWVvOznew5K0dQN3Po4zUuFBleGMOdl9hJaemxVNQ7iHFpgm3VHr8VHjgjvljmi0e6+je675C9DvsmirxDmjrag81vdizR6fUcdhLLxjDsH6xnH9Kf3Q6QaxZH5qFWJ/d+eVsOVzKxoMl3H7+aGJMmhP+/PtCzsno3+S1awaYALh9QXyBIB5/kPfC5oDXaKSXVHX86/Tz17eyds8JDv71ojqSiJ1FU7UCfRCvEMJK9Ue4EGIk0FIxRx4QrpubDhyvt8804M1qZ90PuEgI4ZdSruwQq/sg+wqrOG1EMnarkeJKNznFVfgCUOaq+wV6kf5DlunfwKiNvGbkE7XO2v8HW+2OobnW4MFCsa4/jqSpeJLHYnf56rRojR1oJz3RSrnLR6UnQJzFwPhB8STHmUNryo052MHJVk4ZEE9alYcDJ6rQ6QTpiVbsMUYunpjW4nNWvdetp+847E6sEo+EGi3yszNSePnrwwBMTLczdVgimUMSQ/udMiC+yXO4fUGueG4jAFdMS6fMpRWlvLn5KF5/04VqheXuOo6ywu1n+afZvL2l1mHXrLHfvTKLu1dm8fjVkzllQDxDkmKwmvQNzlkffyDIjjxtOMFZo+t2DtVMNyup9NA/3lLnmKzj5UwenMCcR77i9JHJ/Cks5d8VeP1BMu7+lAcuP5VrZkRd2vZeYBUwWAjxT+AM4IYWjtkMjK5uATuGNu3r2vAdpJTDa24LIV4GPlLOun2Ei458m1OK2xdskNZYpP+Qu6qdNcCF/6ziUJm2l/v3NnSNZDsqgnF8Z8okMc5K1gCtmL+x4q7xg+wNUt4Ol6/OmnJ9B1uTJu8XZ+H/t3feYVIVWR9+q9PkGRjCMOScJQkCopgFV8WEOYdlzWENaw7rquvqruuaUVzTip85IigYQAEJCggMOachDJNDp/r+qHu7b6eZBib0zNT7PPP07Xur763b092/OqdOndM6PTnwGus5NLVLQkaJ13cu8frg1hN7keK0c0S3bABOPSyXz288KkSsQS2NyEpxcsaQ9lRnjF71xiL2lFQxbkAOx/Ruw8e/qRSCl0WJVF+TX8LKHcW4DCu/uMLDIsPNHotb3lvCuH/P5uR//xgYbHh8fv709qKAi97KKc/O4ZyX5nLplAUhy9OsPwy7S0L/Bze8+ytnvvAzv2zYx7rdpbw1bzNFFdHTtpa7vdUOSkANTH7bEtm3FTuKAkvbwlltxAo8/926qMfrmqJyD2vzS2Ier+meY2G4vlehsp1dAUwFhkspf6judVJKL3AjKvo7D3hfSrlCCHGtEOLag+qMpkY6tEihxBg0by9URT7Cv/632j/CYey8floFM9YrN/n+v2TgcoS2VqUyk8m3taIqsxvLu1zOvvReQPTgroPJ512bOcA18ZGQgi2l/EJKOSkrqxbcJfW0rKsmxg/MJe/R8aQlOVj60Mn8+4IhUdsJIVhw3wk8c96QCGvbzGcOkGes+Z54eCdevuTwwP6ebSML0ld5/bh9fs45XAV05BdXsmlvGTef0IvnLxpabb+3FlRw1RsLWZNfwrrdpcxYkc85L6ngtpd+WM+ctXvoevdXITnWN+0rZ7cR5LbKsjZ9d4nat7u4kkEPz2DGCrXm8vzJ8wNtBj/yDQD/nrmGs178mUqPDyklgx/5hklvRxafklLi9flZtauYk5+ZzVmWwDuPz8+WfeWc+p+fmPjSPJZvjxwALjXWnndsGd/8en5xJV//vpPJs9fT9e6vYq5rN/H51Q/ZJ79ti7rO/sapv3LSM7MjYgeKKjy88uN6hj36LdN+3xlX36xIdbFPpZT7pJRfSSm/lFLujfO106SUvaWUPaSUjxn7XpZSvhyl7RVSyg8PuIOaEHrnpDF/wz6+XLaDKo8/RK37is085/g3GbgRwJM/V/HyIjWw3XZbOlnJkWJdhZNdIofnM+/gg4xL2GDvWq2oHkzRjKZeaCMRaQYu8fpb1hUvNbmMkhzKBf3fK0ewYGMBN039DYB+uZks3VrIFUd2DbjVB3fKIsVl5/aTevPPb9dwWIfoX5a+7TI4a2gHpi7YEhDI/rkZjArL3AYwvEtLFm3eT0aygwtGdOLVORs5+ZnZ/Ou8wYE2l7++IKLq2D/OGcRdHy3j2Zlr+HTJDtpkJIX0x8z+Nmft3mqXua3bXcK/Z6pKaJNnb2Bs7zZ4fJIfVu/hpqm/ce7hHVm2rZApP23kyB6t+SqGoBVXeALFC1buLOa0535i3j3Hk53mCrzPvxregl82FvCntxfxyqXDY/YLlCehwDLPv7e0KiLgz8qN7/7K18vVWvxWaUn0aZdBWpKD3cWVvDF3E0uM6m+z1+zhlMNyA697btZaXvtJBflEG4TFyXwhxAgp5cKDPYGm7snbWcTMvD30bpvO+r2lCKEqcfURm7nE9i0n2xeRLYoRwDvL3NwzS32Pll+XRvsMG2bouFnMwydtFIos3k06H0fuQGxVPtxeH3k7yymu9JKV4ggkKLGK68HMKet56PolIS3sWsVuiGM9LOuqbXIykzl9cHsO76Lc5tcaFcCGdg4WJTFTmt50Qi+WPzKO7q2j/7jnZiVHJCoY3b01LVJd/O+akdw5rk9g/4D2mYFHM8od1HIzk2glQicMaU/vnHQ+XaJilPaUVPHdqt1kGted9vtOLn99AYstbuvHzhrIfy4cynnDg8s5vlmpfky6tU7jxR/W8cXSYMzTF0t3cNnrC3j6mzXsL/fEFGtQVur3q3eH3vMT33HNm4u47p1fKXd7mbEimNhmxop8vlmxi4171ZKXqQu2IKVke2EFj321ErfXHyLWQMjzfaVVPDtzLb9vC1rypliDWm8/8vFZjHtmNnd+uIy35m0OWNZz1+8LtNuyr5z95cGpgV4HL9jHoUR7vRBimRDidyHEsoM9maZuMLN+pSc78PmhdborkBBluG0NGaICGzBzg5fLPlWGx4+Xp9K/jSU/OOBFUOhPY6Yczp3Oe3H3OZ2urdPplJ2KADKSnfTPzaRvu8xAprK8nbUw7aipN5q+hS2EWtrVwC7xQ2HqH0fh9ftJdTn47vZj6NoqjR5t0iPcqOlJjkB+8nDOH9E5ENQyomtLHjvrMLJS1WBmTM/WjOnZmqdmrAaUUIIaDAzu1II3rhzBFf9dyJy1e0l12SmP4gaecetYkp127j6lL49+mceksd0Z3LEF93y8jJHdW/HR4m3MWas8sk570IV3RNdseuVkMGFwe84c0oGLXvuFWXm7sdsED08YwOWvL+CHMNGNl0Wb9oeIp8mctXvp2DKFXzYWUOb2kZ7kCFRQm/T2Yjq0SKF7mzTmrN1Ll+xUHv86j+XbixkaFm8AsK+sirs+XMppg9rzxtxNfLdqN2vyS3jh4mER/4vCciXu2wsrAoF8ZpMtBeW8/tNGOmencs1bQdf/ZzeMoeaVWDE55WBfqKk/thdW4LCppZ+llT48Pj8X2BZiw0snsYckPPy+y8fJ76g8Dh+cm8LRXYI/3VLCL+IwHm/1BNv2V5DitJGV6uLw9GAe8Fl5BRzRLTui9GV1BT00iUfTF2xQbvEGDjo7FFwOGy7DGWJmOhsYw/UdXqbzvOEdeXjCAFJd6l+9+m/jAy73WJgikttCfeGP7dOWa4/pwe6SSk7om8MN7/4KqHXjj365kpzMZPq0U0tKju+bw/F9g/Njn914FADrdpfynREt7vEFhSzXEvxiupYXb95Pi1QnvXPUva7fUxbIGheNPx3TnYwkB09/s4Y/Ht2N4/q25aJXf+Guj2Ibk7uLq1iXr+bdu7RKZcWO4Fz79sKKwKDiIqNcKsCCjQVAcMoAVIa49xdtC4m4N5fI3ffp7yHXXLo1OHhYF1ZXfc7aPRFei77tMhjcKXaJ11gIIZKBa4GewO/AFCOYTFNP1FR9yyqSLrtg9uo9FFd4cdgEfglHiJX0s20lRVSxtdDP0MnqM/XvcUmc0y84pSZRiVE+FSezo7ASKSX7yjy4fZL5G/bRs20aTrsdidSpQJsAzUSwXY1asA+UB0/rT7/cTHIyk+jQMiVEoGsSa1BLxtbuLuH6Y3oG9t19St/Adu+csaQnO8jNSiE7zRXX2uqHTu+P2+vnty37Q5JApCcFP4K5WckMaJ9J3s5irjiyKzkZybgcNtxeP63SXVxzdHce+2plyOsBOrZMpdywkL1+SZv0pJDjKU47FZa6hK3SXOwrc/PYtDxapjoDa+RvPK4nfdplcPsHS9lkZKUb0D4zIOZm3MDI7tkBwZ5ncWWDiv7/dmU+JZUefloXGuNluu/DU9XaRHCQZNKjTRo3HNeTg+RNwAPMIZgT/JaDPZnmwIin+pY1OEsApW4fQoDb56e32MwA2ybSRBX7KyTd/qMGd7ePdnHzyKSI61XioKfYwrdylCrdK1Qxn9W7ilm9q4TeOekM7dSCkkqvTgXayGkmgt24LewD5aqjutXcKAqf3jCGKo+PzGQnT5w9KGa7XjnBBA1jeraO69xdWqXxzjUjOfvFn/l1SyEju2XzkiW6HcBht/HVzUeH7OvUMoX1e8polZbERSM7c8GITrwxdxOpLjt3f6ws2HaZyTgMi7hPTgbdWqfRoUVKwHqYOmkUHy3exs0n9CLJaeP7Vbu55b0lAOwv9/DwhK7c8t4Srjm6Gy1SXSzZqgLaThuUy6Sx3Znw/M8hfRrZrRUvfK+y0f1sEeX+uZmM6NqSr37fyfC/zQTgyB6tQuanAaZcMYLX5mygoMzNwk37OaxjC5ZuDa2UNuv2Y+N6X2PQX0p5GIAQYgqw4FBOpjkwrJWoVu4sJt2wbDfsKQ8EeVpd0VU+SVqSnY7udZxoW8j54jsyRSVVXkmbp9SSv3P6OXjqpNASvFKAVwrKbWnkspcytxLrrGQHDrsNn5RIqVZlXH5kF2bmKQ+OTgXaeGkegm13Neo57PpiyEG4Xw8UsyBJj7bpgWjt6ujWOl0Jdrpqa7OJwIDkoc9XUOX107ddBp2yU/n8xjEc1iELIQT/uXAI57ykkswM6dQi5N7aW6yKG47rwRlDOnDGkGBmprOGdmDKTxvplJ0aWFp38wm9+M+stUaf0vj94ZM56V+zAznaTz0slzvH9QlUWDLTO/Zqmx4h2N1bp/HKpcPx+SXfrtxFVoqLC18NLm2Ld4lZNQQi1qSU3kOYA9ccBNYkKKWVXtKTlFfLWn1re2FFwG2+YkcRrcvXcpX9a7Iooq0oxO+XpD6uxHpQjo0PzrWsRBAE0o+WixSqSGKrvzUCQapL0DE7LZCKWEpJQZmHNfllOhVoE6B5CHYzs7ATGXOOvWur2EuhrIzp2YqZefkUlkcmVPn0hjE47SIw9z2oY1CU26QnR7QPHlNuxRP75XDnuL4Rxwd2yOKT64+kX24mLoeNtY+dgsMmAoKdneYiLclBz7bp7Cqu5LRBuTx/0bDA61c9Op6+D0wH1MDE5NkLhjB1wZbAoMVuE4wfmBsSnPbFjUfRIvWQM0UNFkKYk/ICSDGeC9QS7djp9DSHTKzqW5nJ6v9aUunFZRcBt3l2ioNx/m843Lac9qIApMTxNyXWThss+ZPxGbKMu6QAvxQUiiz8tiRWpo8lucSO2+dT5XkNwa7y+slOc7K9sEIvwWoCNBPBbl5z2IlMsZHJrHN2fCU8T+yXwyNfrAwsbbPSLze27rTJiJzrM+naOo2XLh7G2N5tYraxRoSbc9xHdMtmwcaCQA730T1a8dO6vfRoE7rsyrRuQEXanz64Pacelsv4ge1CLHkTm03w9tVHUOH2cVjHQ/9BlVLWHKigqTOshTK6t05l4cb9SKB/+4xA4pJUp42sFCe7iyuo3LGcCba5ZAqV4azlP4KZ7yrvywixqNXyLQd+wC9suHHxtn0iu9N6cWRbJ3PXF7CruIoeSQ6qvKpmQJfsVD1X3URoHoJtT0qoxCnNGTPYql1WbAvYSqfsVH574KQDzk9cU/5za5KSeHnzyiPYW1oVWGZ1+ZFdKShzc+WYrhFtXUb98VbpLp67sPpsckBE/nVN48WsvvXmvC3kF1eSkeSgc8sUPD5om+Hk/BEd+ec3ayiu8LBsWxH38zUZNiXWo14rpciwLdz3Z0Qs6fMiKCGNZKqYL4byWcZFrLF1ZVibNNpkJCOlZO76AgrKPGSnOemSnYrdbtPpQpsIzUOwXamw/jt4YSTc8EvN7TV1xsOn9+exaXn0bZdRc2ODlnHMdUfj7lP6VmuFHygpLntIVrP0JAcPnNY/atu0JDvucn/A/a1pPpiZy/rnZjKyW3YgwMusLZ23s4h1+SUUVnio9Po5wfUrNgGXfFzOgh0q9qH0ngwc5uoLywoCO5Ltjk4syz2PL7xHUOnxkQSs21NGm4xkcrJSOW1QEq0zkgNz1eHLyMw+Wuezo7XRJB7NQ7CTDHHYs0q5xh2x3aWaumVk91Z8bqzNrmuuPaZHvVwnGpeO7sp/Zq2t1jWvaZpYo8QhmKTknXmbaZ2RzGdLtpFdtpZrfDM42rmUHAq5/7tK3l2uvE+770gn1RkZKCgBN0l8e8Tr2ISgZ2klizcX4rILSgxXe1GFp8Z83tZlZ7lZyVGXmmkSk+Yl2ABVpVqwNXXOrSf04pqjuwUCjTTNB2uUuEmV18sPq/fSNiOJjKLVPCxepq99Ew7glUVuHv9JZcFbd1M6rVPDMkYb2u0Him1ZgfXUrdOTObxLC5ZvLwYhyUpxxhX5HWtAobOeJT7NRLAtblF3CaRFFrzQaGoTm01osW6mmFHiHp+PdbvLKK70kF9USbnbR1GFmyf5mH62TdiBz1d7uH6aiq9ZeE0a3VsaYm0a2BZ3uB8n32WcyeZ9ZRSUuXF7/bgcNrLTXNw1vk/cYhttQKGznjUOmolgh1nYGo1GU4uYc8Irdxaxs7CSHUXl+P2CNukuUl12iio8+CQk2QXH23/FDszf6uWs/1Mi+dWFKRze3giUDIsKB3BjY4rjIpa3Ph+bkdpXGkdtB7jO3rrszERnPWscNEPBLondTqPRaA4Qc07Y71f114UQ+PwqacmOogqcdhs+CVfav+Bm+6ek4GXtPh9j/qvS306ZkMwpvcK8MQL8figWKWyxdWNKxvUs93UibX8Fh3fNDqklUFThierOjhVYZl12prOeNS7qTbCFEP1Q+YxbA7OklC/V17VDBNutLWyNRlN7mHPCP63dw/bCCtxePz6pkp44bYIKv4+/2N/iGvs32IWf/FI/fV9QxTweOTaJK4dEriSQwBJbf361DWAmIyG1JyPbpDJ3fUFcRTxqCizTWc8aJ3EJthDideA0YLeUcqBl/3jgWcAOvCal/Husc0gp84BrhRA24NVD6vWBoi1sjUZTR2wvrKCs0s3GfWVICWbImMcPHr+kn9jMVc5vcAg/JVWS9v9SRsNVQ508MDYyAFYC+0nn7swnaJnqoqTKy8ndW1FU4SEnMzmuIh41BZbprGeNE1vNTQB4Axhv3SGEsAMvEKwGdKEQor8Q4jAhxJdhf22N10wAfgJm1dodxIM16Mwq2MU7YduiyPYajUYTJx1apLB4iyreYhMq4NBS8p2/OP6HS/jx+CRZT6rfn2O72Hnt9FCRNUtl+oBNogsFZR6KK71kJDkCS7YuH905sO2XMrAdnhhle2GFLqfZBInLwpZSzhZCdA3bfQSwTkq5AUAI8R5whpTyCZQ1Hu08nwOfCyG+At6N1kYIMQmYBNC5c+d4ulczdsv8kOkS9/vhpdFQsR8eLor+Oo1Go4lCeL3ronIPPr95VAWD9RGbudg+k6PECqSUJD2mxDo3XfDd5aGpeaXx50NQ6M9gruyLx+6nyuMjKzslZMlW9zbpNbqzdWBZ0+RQ5rA7AFstz7cBI2M1FkIcC5wNJAHTYrWTUk4GJgMMHz5cxmp3QEjLacwo8ae6K7EGJd62eJ0NGo2mOWOdH3baYeGmAqp8wd+YPmIzN9g/4RjbMlKpwiYk9r8GPXvb/xyZ5c+DjUqZxB6ycEsX07zDqfT7KCh3U1IRWvgmHne2DixrmhyKYEdbSxBTYKWUPwA/HML1Dp52hwW3f3gcNv8cFGtQVneyLmCk0Whqxpwf9vh8/LaliOIKLw4BXqnE+g77+4ywrSJZeHAg6fVcUKy9D0SKtQ/wSgf7ScMtnTzrO5M82QV8Em+ll+U7immbkczk2eVxZyPTgWVNk0MR7G1AJ8vzjsCOQ+uOQghxOnB6z549a+N0kNZaub3/3hkqi2Djj6HHK4u0YGs0mrjYXliB0w4/rtlLhdtHpdcfsFQusc9kgG0j6aICG3Dqu+Ws36+OVtybEbJm2mcsuK6QSRTKND7xj2W6fwSrZRcAHDblHCyt8rFyZzFH9WpzQNnIdGBZ0+NQ/MALgV5CiG5CCBdwAfB5bXRKSvmFlHJSVlYtf9hOeCj6/ko9h63RaOKjvMrD17/ns7ekCo/Pj/RLfBKutn/BRPts2ooi7MBNX1fw9TqVH3z/XRkkOUKdkj4ExTKNmf5hfOg/lmd9EwNibRfKhWkTant7UaUOGtPEJ9hCiKnAPKCPEGKbEOJqKaUXuBGYAeQB70spV9RdV2uBEVfDnRsi91cVB7cX/Re+vK3++qTRaBKevJ1FPPPtGv741kJ+XrcPt9eHwy6oqFIW9jjbfG6xf4wDLzYk//i5ihcXqrnnrbemk5UcKtYSsEs/v/l7IHEwxzGKtumugEhLGQxEc9gFfr9fB41p4o4SvzDG/mlUE0CWkETLI77kf1CyCwaeDV/eqvad9kz99kuj0SQUZiT4ih1FbNtfQbvMJFbnl1Ba6UUK8Fsidu62/490UYUA3v3dw92zVFHr369No0NmpF3kAySC32VPZsgRbKATvVsnU+72Uu7x4weEBLtNICWkGelNddBY8yYhQ6OFEKcLISYXFdWRq/qkR0Of//YOfHhl6D6ft26urdFoEh4zEryowkNxhYcqr49ftxRSVO5R66UtYj3ONp/OYh8CmLXByyWfKLf1D5enMqCtPeLcEiglhXyy+bdvIqv8XXDaBLuLq9R5JbjsgvRkB3abQAgY3aOVLn+pScxc4lLKL4Avhg8f/sc6ucCYm6Hb0TD52ND9v74V3F46FYZdWieX12g0iY01U1hplY8qjw+n3UZppRc/wTXWo8UKuojd2AQs3eXjpHdUfvD3J6Ywtkv0n1cJOKWft3zjSHfZqPT68fhVMY9kpx0EOO12Upw2+rTL5PLRnTl1UIf6u3lNwpKQgl0vtB8Kd29RkeMmn99k2b4Ruh8DLWopeYumfijdA7+8DMfdp9fWaw4aswTl3tJKiirc7C2twm6zBcT6YcebDLBtJJUq7MCWIj9DJ6v84M+MS2Ji/+ilVaWEYlJ43ncmb/pPI91lI8UQaL+EZKedFqlOxvZuS1aKk9tO6l1/N61JeJqvYAMkG+6l1n1g7+rI42V7tGA3Nr68FVZ9CV2Pgh7HNXRvNI2UDi1S2LS3lKVbC6lw+/D5wW2kMrvYPpN+ts0qKQqwv0LS9VmVkOm2US5uGRk9P7iUMNk3nqd8l+GwC+x2QU5mMh6fn1SXnf3lHsrdPhBQ5fWyvVBPy2lCSUgTpM7nsK3ctRGumxv92J41dX99Te3iMZa9+H0N2w9No2b8wByWbi2koNyDwy4QKMv6FvuHnG37iUwqsANVXkmrp1RilDP7OPjnyckR55JAqXQxzX8ET/svw+Ww0S83k4nDOtC/fRZOu41t+yuo9PixCUG6y8EvG/aTZD+wOteapk9CCnadrcOORmo22GM4Gj69FlZ8Uvd90NQBtZPVVtP8yNtZxNvzNrO9sJIyt5c9JW56sJlJ9mkMEutIQUWD+/yS1MeVWA9sa+Pj81MjziWBQpnCL3IAz/vOQqBKbrZOT+KS0V2YNLYbDrsNn19it0G7zCRSXHYjpYpGE0pCCnaDk2VJ4LZlfuixTT/D4jfrtz+a+DEzSUn9c6c5cPJ2FvGP6av5ZUMBNptaWiWB8baFFJHKANsmhAApJc6/KbG2C1h2bXrU81VJJ9P8R/JP73msl11Idto5undr7hjX21LmMpNTB+XStXU6EkGS086Ibi1x+/RnWBNK857DjsXIP8E396vt5Bahx974g3o8/PL67ZMmTrQb8VCpqc69EOJi4C/G01LgOinl0vrtZd0wfXk+BWVutZwKgdcY+HUQe9lJK1pRjACynwrmB3ffH5kfHNSY8WnfRN5mAr3bpXND/3aMH5gTs7LW6O7BHBHhlbY0GkhQC7te57BNTv1ncNtmGcdUFNRfHzS1iLZODoZYde7Dmm0EjpFSDgIexaiu1xTYXlhBcaWHHYXlVHpVkFkfsZneYgvX2T7BDoyeUkZhpWrvvj8DISIHiRJYKTvwWco5dG+TTmqyiviOto56/MCcuGpcazQJKdj1OodtMuIaGHmd2vb74Iqv1HbZXijYGK2T9de3g8VT2Tj6WZtol/ihEqhzL6V0A+8BZ1gbSCnnSinNcnfzUYV/mgQdWqRQUOqm1B0U6zsc79NTbMEh4NJPyvlluwpoLLk7A4ctilhLWOvP5V5uJslhIyPJTn5xZbXXTXXaWLCxgJl5+bi9Pp0kRRMV7RK3YjOyEvk9allQp5Gw4mP1d9088JQH23oqwBUZZFJv7F4F7jLoeHj04+4yeLw9HH0HnPBA/fatQdEu8UPkgOrcA1cDX0c7IISYBEwC6Nw5sZdHfrVsO2/O28KGPaUUVarlVH3EZp50vMIA2yYcwNH/LePnrUqs829PJ80VmR/cj2CdzOU2301sd3WjS5qLkiofOZmR0ePmdZ/7bj0RGFYPAAAgAElEQVQen59WaS5ys5Kp8Pjr8lY1jZiEtLAbjFRjDslpCHFq6+Cxom3w2gnB5+6y2OepLK771KYvjoTXjg8+37VcXdekyphj++3tyNd6KsDnqdv+NTSyEf7orZsFb04Af4P2Pe4690KI41CC/Zdox6WUk6WUw6WUw9u0aVOLXaxdvlq2nb9+sZI1u4opqlDfi3G2+bzpfIJBQon1pC8rAmK94Jo02qRF/nRKCQv9vbnFexNrZRdapzvx+CRlVV4uHx05YMnbWcRzs9YD0CrNRZXXz+r8Uvx+P9OX59fdDWsaLVqwrYy+AU76Kwy/Sj23WtAFYVW+3KXRzyEl/L0TfHZD3fQx1jVfHgP/Ozd0H0Rfj/xYOyUMTRHTJe5vhAOS9y9Ttdpjfbbqh7jq3AshBgGvAWdIKffVU9/qhBd/2ECFx0+l14fHJ+kjNvMPx4u0FcUIAf+cV8Vrv6rP06fnpzC8ffT84Ftka56QV7FOdsHltLG7xE1mipO7T+kTNbXo9OX5eP2SzGQHQgiSnXaSHDZ2FlXqMpqaqGjBtuJIgjG3gN2IzhxxDRwxSW1v/im07Tf3g7sciraH7veqKj0se+/Ar5+/Evatj35s5WfwcBZU7I885nOrx62WJWimYMWyNLfESBbT2PB54fXxsHG2scMQ7MboQRDG17FhvQM11rkXQnQGPgYulVI22uxCeTuLuPfjZeTtKKa40kulRw1yn7Y/T4bwIoCP8jzc+a36Tj8zLokJfaJHbvskXO+7nTUose7ZJp3stCQemdA/Zh7w7YUVZKc5qfIG/99JDhv7yty6jKYmKgk5hy2EOB04vWfPng3bkc6j1N/vH6r111ZWfQnP9FcCmtoKBl8Io64Dh+WLVl4A+9ZBpyPiu95Lo9Xjw1Gi439+Vj3uXQeutNBjniijcVOwZBPP+FWyE7bMg0+ugz9byrE3RsE2Bxv+hktJKaX0CiHMOvd24HUp5QohxLXG8ZeBB4FWwItGhLRXSjm8ofp8oJiJUWat2k2VV5WyBDVnfbf9HQbYtiOA+du8nPuB+m7dMMIZNeUogB9YJ9uzli7YIWAxt0x1Mn15fszgsQ4tUnB7fKzZrTwqSQ4bxZVenHabjhDXRCUhLewGiRKvjozc6Mu7TGu3fB/Me165ma3uzDdOhSkn1RyxvOM3mPdC/P0xhd3EtOqtmFZ3w86H1j0Bq9QYmDRml7g5e9zAgw0p5TQpZW8pZQ8p5WPGvpcNsUZKeY2UsqWUcojx16jEevLsjazYUYzH66e8Sr3XfcRm/uN4lmNsKxAC1hf4OfJ1FWR6fFc7z50S3eItl04W+Hsx3T8Kr18lVElx2qny+umXm1Gta3v8wBzsdhu926aT5LBRUOYBCTcd30NHiGuikpAWdsKR1RF2r6i5XcH60GC03SvVo88DDlfs1835J+R9UcPJq4l+9kZZMmIKdrh7taktdzKFOTBX34hd4jTiwUYjwSybWVKp6lx7ja/D07bn6CV2IQQUVEh6Pa8G3tkpgpmXpUU91z6Zxuf+o8iinOn+EaS5bNhtNkqrfAxon0my01Ft8pN+uVlMGtuN6cvzcTntjO6REjWxikZjogU7HoZcCGtnKHe3t4ZgkOLtkfu8FdUL9gEVqogiuFEF23Crhgt2A7pb6wRTmM37Eg3vVj5oRGMebDQOzLKZxZVKrPuIzdxjf4cBth0IoYp5tLZkMdt7Z2QWMwl4pGC17EyRTOMD/7FssnejW3YaSQ4bUkq2F1aS5HRw/ojql6ib6Uk1mnjQgh0P/c6AU56C/mfAzqXw7rmx2+7fFLkvmsvaimkNx0O0+WqrYH94NUycYrGwwwYDNfWlsRHrPhul6GnBrmvMNKBen2ScbT6PON5Q0eAY7uzHg2LtfzAz6jnc0saTvvP5r+90QP3XOqa7GNa5Bev2lFFS4QEhdfITTa2TkHPYCYfNBiMnQUYOdDmy+rbT7ojcF01krcQS0c1z4aNrQt3YVSWhbfx+ldHMZPmH6jGWS7ymwcHedTD3+erbJBLme+dvCnPYjbjvjYC8nUWszS/mk1+3kVO5nr87JgfEGsD+aM1iXSEd3OK9MSDWAMlOQWaqizYZyYzu3oqR3Vtxcv92Wqw1tU5CCnaD5BKPF+dBZDeL5rK2EktE182E3z9Q8+Lmj3mEYHtiuMRjLOuqycJ+41T45j6oKlXLyH55xXItP0y/V4m6ydaFsG1x9eesS3zhc9jmfi+s+gry44g9SBTMADptYdc6eTuLuPODpcxatZvcqvU86/gPWaIyINa9nw8Gi3piFPPwS7jNez3f+EeR4rSR5LCR4rTRNiOZKo9f5wHX1DkJKdgJFyVuxWaLvuzq+Ptjv2bxm9VHa8cS9IrCyOPhgu2tqj5KPMLCtrTduiDydeb5q4ysaV/fBTuXqe2CDTD/Bfi/S4Ltp5wYmnHNpLwA9tTDEl3zfsLnrP0eeO8ieKkGj0hCoV3itUneziKe+XYNd3ywlJve/Y2VO0ro7t/E7Y736Sl2BcT6tHfLWVegvicV92Zgj5If3C9hsm88M/yjALAJQXqSg3ZZyQzp1ILsdBc7iyrJSnFqV7imztBz2AdLcpaR4tMQxlE3wHd/i952/gvQfggMOi/6cW8MC7vSEGyrS70qbLDg80QPhItltVuvNeWkyMGHmU/dHCwAvHI0pLWF89+p/txWXhoDJTuiD25qk/A5bNPSboyip13ih4y5xnrehn3sKanCZbeRmexgy/4KeonNPGF/hV62bdiM4M2bp1cybZ0a7BXclUGSI3oxj8m+8Tzpu0zNdQNev5/s1GRSkxzYbDYemdBfi7SmztGCfbDculz9wK79Btr0q7kQSHk1ZTp9MdzU0Sxsa75wUIIVbmF//zi06nVg1zIxRaOyMHR/2W6Y+x/jSRxLw0oislnWDVbX/zvnBN3KP/2rfq5fq2gL+1DI21nEP6avZsu+corKPVR5fFR5fBRXeujFZh62v8EAsQk76p1+em4Vzy9QA74tt6bTIjlSrL0SfvL150nfZYBKimIX4HTYqfJJjmifySWju2ix1tQLWrAPlmQjKGXgOfG1N4Vk9XSVmeukR9RzrzsyKE1KJZxmYpa3zgimSw13ib8yFo67J3Tfj0/G7kcsa37206pCmTAs7MoolnGxIcLRUmcufQ8GXxD7unWFdbCybib0iOKebyzoOexDYvryfArK3KQnO9hRpL5TZuGrG+wfM9i2AdOAnrrcw10z1Wdn2bVpdMwMnR2Uxt8ifx/+7r8UAIcAYRM4HTZO6NuWS7VQa+oZLdi1yfi/w/S7ox8zLdep56tHU7D/FqWK0b71KvDLFEjr2u7F/w1tW7Y72C4W23+FDsPUdriFbUagf/eoekwz+jM1iviaA4hogv3Jn2DQ+cH7NPH7gm722sZbBQtfC93XmMVOu8QPiV827iNvZxFev5pztnKyfTFJQn1uv9vo5eKPlaB/f1kqA9uGfj4lKjf4z3IgT/guZrXsggCSnDb+MLCdFmpNg5GQQWeNllHXwc1L4Nw3g8JnEp5hrLpkKdPvhjXToXRXfNeNVhDEyqvHBbfD3eeeitB9opqPhHmdwi3RA8p8blWEw+q2L7cUcvJECa6b92Lsuf+amP00bJoTuu+AktAkKI150NFAfLVsO8u2FkaIdR+xmR+dN+IyMoYvy/dx4tsq5eh756RwTNdIm8Uv4XHfhVzhuZc1sgstU5yMG9CWUw5rz+NnD9JirWkwtGDXNtndYMCZcFhYcpWirbD84+Dz6koo1jTPHE7Znprb/PY/JbLhAWPuMpj3XPB5dYJtndd+YUTk8aJt8Obpau24ydO9VHT5+u/gsRzYtij0NTPugdlP1dz/aESbJ2+MGc5MtEv8oHlz3hacdlvIuPgv9rf4wnkvnW0FCAFbivwMeUWlDv7XyUmcNyAybagEfvH347++00lyCE4ZmMNlR3alXVaqrqClaXC0S7yuyBkQ+jwQsGVQVRJa2cvKxjnR98eibG/NbT67HlJbw2nPhO5f/lGohSsOwX1tBtblLw/dv2+9EmxQ8/cdo9SKMOftq+Pru2H1NLjVWGYWbalcYxZsnUu8RvJ2FjF9eT7bCyvo0CKYezu/uBIhguGQT9qf51z73MBHan+FpOuzapB860gXt46KXnmrUjpYLPqRk+GiXVYKPdpmBNZW15RmVKOpaxJSsBOmvOahMPAcWP21KsMZjWcGwNFRsqIBcUVhWyndHV+7ysJICzvcSi3eFv91w93PpgUe3p+PJwXn0GMNCCoL1Xrvgg0w/MrobX55KfR5eDpSm/PgxM7ngb1rIgdZh8KaGfDlbaqm+shro68i8Hnh+8dgzM2Q0jJhqnUlCuHi3DsnjZl5e8hKcZKblUxRhYenZ6yh0u1l+/5yzLLSV9q/YKJFrCu9klZGfvAz+jj417jkqNeTEnbKVuxufxL9k7Non5XMzqJKOrRI4fwRHbUrXNPgJKRgSym/AL4YPnz4Hxu6LweNMwXOewv+mh27zZyna+da+9bGPjb0UvjtbbWd0jJyDruqGtd8TbxyTOhz08IOF82KAhXBDbFd7sU74a0Jatsq2BX74cmuMD4s8n3Fp7Ds/0L3JWWo+fUDZcZ9sOAVuOxzWPkZ9DwR+v7hwM9jZdqdKlhw1iPKm3LiQ5FtVn2hlp+V74UJz6Et7CBmGUyrOD/33Xp6t00PVMDy+Hws27qfvWXB92ucbT732KcG4/ekJNXID96/jY1Pzo++/FJKKCCVl+0X077ncC7WVbM0CYiew65L6io6+kBo2z+4ndwicn68ZOfBnzv/99DneZ/X/JpYWd2ske5Wy73ECLxb9Hro8Q8uD3390EvVwCDacrSa2PSTenxrAiyaAu9dWH373z+Mo365xUuy5F01LRCOGYRnWtR6DjuAWQYzK8WJTQiyUpx4fH52FQc/P+t2l7G/zBNYgtVHbOZpx/Nq+RWqmIfDyA8ugOXXpce8XjEuHsz6O1f96VZuO6m3FmtNQqIFuz7pf0bdnbvPqdH3p7QMbu9bC3PC5rBXT6u9PsRy/1upKo6+3+qaD4l6N0ylvauDu9xl4Ar78XVEn5OMwOdVRVVCOMApiI+uhhn3Vt/GesrSXWq9fEQbs2CJMbDT5TUDbC+sICM51AHYKs1FgWFNr9lVzJKt++khNvNXxxS+dN7DJ84HSBP+wMxCm6eD3iPvA9Hzg0ugUKbwVp9XuOmiM7VQaxIaLdj1ybDL6u7c57wKo2+M3J8a5pIvOgiXcW1SWQSTjwvNRw6hIm2dA48WROYpDx2IADiiz0tGMPsp+O8psGV+cF/4kjsrS9+DaXfFd26THUsi32d3Kbx7PuyyeCXCa3hrl3iADi1SKKkM/d/7pZ8tBaU8N2stX6/Ip6tvE3c43udE2yJ627aQIrwBsR7zehkFFer/6r4/AxEloFFKKJCpvJh+CzdffLYWa03CowW7rvmTJeK7xwlwzay6uY4rDXqdpLbb9A3dHy91OaAwqSyGHb9C3hfK2g3st7iyyyyCHa2wibssUrDtrviuv2eVeiyyBtdVI9irvoIVH8c+DvBoG/j52eDzycdEb7dmuop0NzFd/zbDktQWdoDxA3MC0dmLNu3l2VlrWbS5CLcPzLUB420LOUysp50owmn5H17+aQXztqn3tuTuDBxRinlICYt83fiTeIgh4+vhc6/R1AIJGXTWpMgdBJ2PhC1z1Q9y+6F1dy2X4fbrNDIoTF3GwLlvqKVii6YocYi19Kllt7rrm4lVmK1FS6zFRqzL1KLNebvLIsucWl3i2T2gIMqcMQSF3SqK0TK3vXYSjHtcJX5xl0U/l7dKvdbnhm8fVO9feOa1cKwDKHMwYsY6mP1o5oL9yo9reeH79RRXRk+C00dsZrxtIVfZviRThK56ePD7St5ept6/Xbenk+aKLtav+MbziusqHjtrIKcO6lD7N6HR1AHawq4PrvgSHjBEyGYHZzVWb3iGNCsdoqxfhqC12fFwFZl+iiWiWggYcFZQdE57Bi77LPT1wgbDr4qcFwY4/Apo1ROGXhJ57GCwzlW7y4PbViH/6OpgQFa0SmTuMvCEiajVwg5f7mW15M2c7NblbdGyo21boES4bI9ywUdrU1kcOtB4/1LY+GNkOyvWAYj5PzGDzcyBVDN2ib/y41r+MWNNtWI9yT6NS21fkREm1pMXu/nbHLVvzY3ptE2L/HmTEj7wHcmiXncwddIoLdaaRoW2sOsDmx2wRIzft0MtgfqHxaIdc4tKbDLqOni0dXD/2DtV5a32QyGrA3zzgLKUL/1EpQHtPR7a9gu2NwPbBk6E3XnB/amt1GNWR+h+LNyXryw6R7Kq8Q3w2zuRfT/1GXV88RvRjx8o+zYEt6050svC1m4XblaWcjSX+MJX1VzwwImw/EO1zzqHHa2imd34qJuCbbWaYwXCtewS9FR4ytWyMStVxfGVGrVSuDm4bWa7My3qxlwatJaYMmcTvhil4/uIzUxx/J32oghEcNk6wJdrPFz7lRoM/XJ1Gj2zI8XaL+F6782sb3UCz43TkeCaxocW7IYiNVtZr4vfUMFix96j1m5bSc+B4+8P3Xfav9QfVF+ZauKU0OfH36dqcnc38oo7owRpme7aXiersqEQFHOrC7rtANi9Iva1Y9G6T2i0d4FFvM055d7j1VzvexfBvnUw8XUiWP6RekxKDyZLcVgs7HAB9lUBRv8D1cgMy1jK2LnYU7KDx9xlkYJdWRisfiZsQZe2dTucom3BgiimYJtWt2lhN2PB3l8R/d77iM38z/Ew2bYqwp3cv2zzMuE95Yn58sIURnSIXE4pJXzlG8H+zqfw3BkDtFhrGiXaJd6QnPovuGc7jHssVKzv2gj374E7ohTYOFhcaTDovOrTf5qu+miCYXWXj7n54Ppw7N2hruv9G9WjIzko2C27qsd969RjeDnR8D7dsQZuXw12yxy21eMAoSVFTXH88Um1NtpdGntOv3g7gYA00yLfuiB4vGg7vH2W2hb2YPCY9MPgi+COdZHn9HuD7n/znJ4KNTAozTfaNF/BjhYgBvCu46GoYr12n4/Rr6uplVdPT+YPvaLnB68C3nSeyyNarDWNGC3YDYnNrqzEcFKzQy3G+sK8ZjQB6zI6uH3YeXD2azDoAOtf5w6GAWcHnxdsUo8ZuUHXsinYJsXVJHaxOdR7ldEuOBDI6gSXfhrarrIwKLRWV/h7F8Nuw+V91J8jz291X+9cqjwCU04K7vvtneAcu80RFGxQA7D0sHiE9HbqsbwAVn4OS6eq595K+OLWYDtfY86HfmgM69Qi5Pk423xWuS6ipXBHiHV+qZ8+L6j/50PHJHH10NDvjJlQpUrCc+Jirjr7NC3WmkZNQrrEm0Qu8caIzbBOogl2SkvlrrY5lJt80LnB+d14yewAJzwArXqoHNqmhW11t4cLdrSKXCZW17fpgu48GtJah7Zb8Kqa9x7/ZKhg78mDKSeq7WgFSfZbBPvDKPnNre+TzRHqBg+f3gAVvFe6S0Wef2zJuuupCF1mFisbXDPg/tP7c+mr89lb7o0o4GGl1C3J/ZeaUrhisJOHjglNnOOTsFdmspH2TGUcnl4TuEsHmGkaOQkp2E0il3hjJBBB7VHR5ntWhx6/KCx3d2ZucLvH8cGKXCbWufBLP1Hz5lkd4Zi7YN7zwTnsPqeoZVgDJ6qAOFd6cH63OgvbGlluiqc90iVK0Vb1uPTd6JHwELmuG1Sq0+qwiqywheZJD192BpDdFTb/pPKdW0XZUxGamrVwiwoYLNqmztN1TPX9aEJs2FPKvKrzAg6TaGLt8Uky/66mSo7qZOf1M0IHRyXSwRTfBCbbzuO4Pm3o0TaDnUXNdxCkaTokpGBrGggzkrxN3/jSqA48Ry1rWvoeHP9AULDPfBk+vVZFtg+/SgVZhQfIpbczAtAEjLpeWd4mKdkWwa7Gwu5mSVASyBoWZZbHLDyyO09F3LfoEuruhuiCXRPWoDlPWFBaNAs707DwdvyqHvuepiq6VRaFDg52/AYvjgo+v+Y7tWSvGXDyh/2x22OHWkgpSXpMiXXbNMHsK0OXSJZLO9tkLj85R3PWoA60yVCFQ3Qta01TQAu2JkirHnDFV9AhTnFIaQlj71B/AFdOV8LTe7xyVw+7PHo0OkBGjhLsLkdCWqvQY9bXWJd+WZnwnCr4YWIKdiBrmD24HjsQfe1W0e0DzlL9s0aHH4xgm8FhpkfAulY7moWdYcxhb1+sHsfeoTwCqyz53B3JkS7x8HXlTRg71cdF2h8NBiHuuj04QJIoN/gu2ZrnfGeR3nUQrdKTdC1rTZNCB51pQul6VHTrMB66jIa+p6pgupF/ii3WEHR1D7ko8tio64PblZbEJDcvgYz2artl19Bf9o4j1GOfU9TjpB+U1W8uY0u2BBu50sAftuwqpmBXox6g1s6f+LDats6pm/WvJzxvuUa2Co4zBbtlVyXs1gpqLbqEnn/opdDpiOr70Ezo+0L0Yh5SQqW08bVvBHeI2xky7jKGdM5mZ1ElWSlOJo3tpoPNNE0CbWFrGoYTHlTVvQZHKWV5+BWQMzAYEGbiTFVu5xIic6S3HwL37w6mKM0dpP4y2sGG71XaVnPO25UeGVgXq9pXZgcoNuaqr5qhorn3WBLSpLQIHQxY+wow7FLoNhZmPqTm9FNbqZKmyVlqkBBetCSnf+ha9aTM6P1qZkyYWs6afWqQVXFvBjYhAlb1174RvOA/m/V04dnzh+jsZZomi7awNQ1D/wlw9uToNcOFgE4j4ISHQvc7kqDPeLUdzSKOJrpmfnRrMFpKy5rdzGZwWlZHaN1bCXfOQDVtYCWlJWR3j3y91UvRsovK5+5KVVY2BOezw5OxeN2hrv5oy/6aMlF+kW6ZXsmXa9UAq+CuDJIcAimhxG/nRu/N3Oy7jZ2u7pzcP0eLtaZJowVbk7gcdVtw+8yXlTV7wkNw/fzoIhmNFp3Vo9WSzeyggs9AWc0XGtHv1gjyrkerx7TWcONC+PNKJZ7mecy2yS3Ucq1wbDGcV2a5U2uqWCvuUjjj+WAcQayo9ibKT0nHhVQ7/ee8Kp5boNbob74lnawkQYW084pvPIM9bzPDP4ou2Skc3jWbm07s1UC91mjqB+0S1yQuQkBSFrhLYIjhOrfZIzOZVUdWR5X2dcDZ8IIxz53ZHi75UM0ld7ZEY183Vy1l63US/PY2rPkaDg9bf21a8WYUe9u+aiBhktZW5UWPVWPbFOqAYHcKPW6uEzdfH26B1wNCiPHAs6gYsNeklH8POy6M438AyoErpJS/1sa1Lyv6I0/aqzjbPpcPlnu481s1v//lpE78MeVuVrtD5/hbpjg4c2hHxg/M0fPUmiaPFmxNYnN7Xuy83PEghEqJaiWro5rb7ntq6P6WXdQfKLf0wInB4DGTkdfC8o9h5CRVA3vENWp/jxNg/Sw45zUVfd57XPT+mBa2mdwl3MI+/IrQ5/Us2EIIO/ACcBKwDVgohPhcSrnS0uwUoJfxNxJ4yXisFf7iu5FbNowl/5N7Aci58AluaHlY1LLl704apYVa02zQgq1JbMKDy2qDzPY1txEiUqxBBbLdv0tFmY+5NSjA572llo2Zz2NhBqiZc9lWwX7YkgjGjICvfwv7CGCdlHKD6oZ4DzgDsAr2GcBbUkoJzBdCtBBC5Eopq8lyEz9S+sl/T4l16wl3kdz5sKjt+uSkabHWNCu0YGuaD2aVsdoQQZstVJzjDQ4zE7uYc9ymgFuTwFip/znsDsBWy/NtRFrP0dp0AEIEWwgxCZgE0Llz5/h74PeR2vdokrsMIq3f2KhNerRJ5d8XDI3/nBpNE0ALtqb5cOU0KNvbsH0w56ZNC1oI+POq6EvDIHbwWt0RbeF5uDM6njZIKScDkwGGDx8eY1I/SgfsTtqc8ZeoxxzA+Ud04pLRXbR1rWl2aMHWNB9SWoQGiDUEpjs+w5KH3ZqT3cS0rKMte6tbtgHWSLiOQHh+2HjaHBRnDM7hs6X5UY8N6ZjJE+cM0kKtabZowdZo6pPhVylXev+zqm931suwcAq0H1Y//QqyEOglhOgGbAcuAMLT0X0O3GjMb48Eimpr/vrZC4cDi/hqWT5eqUz5XjmpPHvBMC3UmmaPFmyNpj6x2VXRlJrIbB9aEKWekFJ6hRA3AjNQy7pel1KuEEJcaxx/GZiGWtK1DrWsK0rt0YPn2QuH82yUBHgaTXNHC7ZGowlBSjkNJcrWfS9btiVwQ333S6Np7uhMZxqNRqPRNALqVbCFEGlCiMVCiNPq87oajUaj0TR24hJsIcTrQojdQojlYfvHCyFWCyHWCSHujvV6C38B3j+Yjmo0Go1G05yJdw77DeB54C1zR6wUhqhAlSfCXn8VMAiVLamaIskajUaj0WiiEZdgSylnCyG6hu2OmsJQSvkEEOHyFkIcB6QB/YEKIcQ0KSOTRB90diSNRqPRaJowhxIlHk8KwwBSyvsAhBBXAHujibXR7qCyI2k0Go1G05Q5FMGOKz1hRAMp3ziEa2o0Go1G0yw5FMGus/SEJosXL94rhNhcQ7PWQAMniG4Q9H03H+K55y41HG9Q4vwuh5Oo/+tE7Rckbt8StV+QeH2L+V0+FMGOJ4XhISGlbFNTGyHEIinl8Nq8bmNA33fzoSncczzf5XAS9b4TtV+QuH1L1H5BYvctnHiXdU0F5gF9hBDbhBBXSym9gJnCMA94X0q5ou66qtFoNBpN8yXeKPGomX2jpTDUaDQajUZT+zSF1KSTG7oDDYS+7+ZDc7xnSNz7TtR+QeL2LVH7BYndtxCEyuOv0Wg0Go0mkWkKFrZGo9FoNE0eLdgajUaj0TQCGrVgH0TxkUZBtGIrQohsIcS3Qoi1xmNLy7F7jPdgtRBiXMP0+tARQnQSQnwvhMgTQqwQQtxi7G+y9y6ESBZCLBBCLDXu+RFjf5O9Z41IO4QAAAeYSURBVCs1fYeF4j/G8WVCiGEJ1LeLjT4tE0LMFUIMToR+WdqNEEL4hBAT66Nf8fZNCHGsEGKJ8Xn/MVH6JoTIEkJ8YfkuXllffYsbKWWj/EMVGVkPdAdcwFKgf0P3q5bubSwwDFhu2fcP4G5j+27gSWO7v3HvSUA34z2xN/Q9HOR95wLDjO0MYI1xf0323lEZA9ONbSfwCzCqKd+z5d5r/A4DfwC+Nt6nUcAvCdS3I4GWxvYp9dG3eH/3jHbfoVbxTEyg96wFqghUZ+N52wTq272W71kboABw1Uf/4v1rzBZ2oPiIlNINvAec0cB9qhWklLNRHxYrZwBvGttvAmda9r8npaySUm4E1qHem0aHlHKnlPJXY7sEtb6/A0343qWi1HjqNP4kTfieLcTzHT4DeMt4n+YDLYQQuYnQNynlXCnlfuPpfFS2xwbvl8FNwEfA7nro04H07SLgYynlFgApZX31L56+SSBDCCGAdNRvsLee+hcXjVmwoxUf6dBAfakPcqSUO0EJG9DW2N8k3wejOtxQlMXZpO9dCGEXQixB/bh+K6Vs8vdsEM+9NNT9Huh1r0Z5AuqaGvslhOgAnAW8XA/9sRLPe9YbaCmE+EEIsVgIcVkC9e15oB8qxfbvwC0yRpGqhuJQUpM2NAdVfKQJ0uTeByFEOso6uFVKWawGvNGbRtnX6O5dSukDhgghWgCfCCEGVtO8SdyzQTz30lD3G/d1jdLBVwNH1WmPjMtF2Rfer38Df5FS+qr57tQF8fTNARwOnACkAPOEEPOllGsSoG/jgCXA8UAP4FshxBwpZXEd9y1uGrOFXefFRxKMfNMVaDyarqQm9T4IIZwosf6flPJjY3ezuHcpZSHwAzCe5nHP8dxLQ91vXNcVQgwCXgPOkFLuS5B+DQfeE0JsAiYCLwohzqTuiff/OV1KWSal3AvMBuojWC+evl2JctdLKeU6YCPQtx76FjeNWbADxUeEEC5U8ZHPG7hPdcnnwOXG9uXAZ5b9FwghkoQqxNILWNAA/TtkjLmjKUCelPJflkNN9t6FEG0MyxohRApwIrCKJnzPFuL5Dn8OXGZEi48CisypgobumxCiM/AxcGk9WIhx90tK2U1K2VVK2RX4ELheSvlpIvQN9Tk+WgjhEEKkAiNRsSqJ0LctKMsfIUQO0AfYUA99i5+Gjno7lD9UBOkaVPTffQ3dn1q8r6nATsCDGhleDbQCZgFrjcdsS/v7jPdgNXBKQ/f/EO77KJSbahnKNbXE+B832XsHBgG/Gfe8HHjQ2N9k7zns/iO+w8C1wLXGtgBeMI7/DgxPoL69Buy3fFYXJUK/wtq+QT1FicfbN+BOVKT4ctS0V0L0DWgPfGN8zpYDl9RX3+L906lJNRqNRqNpBDRml7hGo9FoNM0GLdgajUaj0TQCtGBrNBqNRtMI0IKt0Wg0Gk0jQAu2RqPRaDSNAC3YmlrHqMbzZUP3Q6NpygghWhlVr5YIIXYJIbZbnrvq6JrDhBDj6+LcmpppzKlJNRqNptkiVWa1IQBCiIeBUinl0/G+Xghhlyot7oEwDBgITD/A12lqAW1hN2OEEJcIVYt5iRDiFaMIRakQ4p9CiF+FELOEEG2MtkOEEPON2r+fCKM+sxCipxBiplFD9lchRA/j9OlCiA+FEKuEEP8T9ZzUWKNpzhh1nRcbdZ2vMfY5hBCFQoi/CSEWAEcIISYYNaLnCCGeE0J8arRNF0K8Yfw+/CaEON3IxPcgcLHxm1FvdbY1Ci3YzRQhRD/gfGCMlHII4AMuBtKAX6WUw4AfgYeMl7yFKigwCJUJyNz/P+AFKeVgVH1gM23kUOBWVP3m7sCYOr8pjUZjcrmU8nBgBPBnc4ANZKG+30egakK/CJwMjAXaWV7/ICrn9xGoYhj/RGUh/Csqz/8QKeWH9XMrGhMt2M2XE1BVcxYapR1PQAmrH/g/o807wFFCiCyghZTyR2P/m8BYIUQG0EFK+QmAlLJSSllutFkgpdwmVXm6JUDX+rgpjUYDwG1CiKXAPFShC9Pz5QY+Mbb7A6ullJulSnk51fL6k4H7jN+G74FkoHO99FwTEz2H3XwRwJtSyntCdgrxQFi76nLXVufmrrJs+9CfNY2mXhBCnIiymEdJKSuEED+hBBegQgbzUVf3/RXAmVLK9WHnHlvrHdbEjbawmy+zgIlCiLYAQohsIUQX1GfCnJu6CPhJSlkE7BdCHG3svxT4Uao6sdvM0n1GBanUer0LjUYTThZQYIj1AJRbPBorgD5CiE5GjMn5lmMzgJvNJ0KIocZmCZBRB33WxIEW7GaKlHIlcD/wjRBiGfAtkAuUAQOEEItRc1d/NV5yOfCU0XaIZf+lwM3G/rmEzoNpNJr65ysg1XCJPwj8Eq2RMX11IzATmIOqD11kHH7EOMfvQogVwMPG/u+AwUYgmg46q2d0tS5NCEKIUillekP3Q6PR1D1CiHQpZalhYb8C/C6lfK6h+6WJjrawNRqNpvlynRFYthJIAV5t4P5oqkFb2BqNRqPRNAK0ha3RaDQaTSNAC7ZGo9FoNI0ALdgajUaj0TQCtGBrNBqNRtMI0IKt0Wg0Gk0j4P8Bn7wN+ODovEwAAAAASUVORK5CYII="
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり、期待値計算\r\n",
"- 学習もテストも問題なし"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 13,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.3, multi_in_head=False, head_act='relu', expected_value_head=True)\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'headdo_ev')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:22<00:00, 13.19it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり、head内にReLUあり\r\n",
"- テストでは正解値が大きいときに推定値<正解値"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 14,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.3, multi_in_head=True, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'headdo_mhead')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:23<00:00, 12.91it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり、head内にReLUあり、GaussianDropout\r\n",
"- テストでは正解値が大きいときに推定値<正解値。Dropoutよりはよい。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 15,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.3, drp='gaussian', multi_in_head=True, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'headdo_gaussiano_mhead')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:26<00:00, 11.43it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり、head内にReLUあり、UniformDropout\r\n",
"- 学習もテストも問題なし。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 16,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.3, drp='uniform', multi_in_head=True, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'headdo_uniformo_mhead')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:26<00:00, 11.21it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり、head内にReLUあり、AlphaDropout\r\n",
"- テストでは正解値が大きいときに推定値>正解値。Dropoutよりはよい。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 17,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.3, drp='alpha', multi_in_head=True, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'headdo_alpha_mhead')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:23<00:00, 12.62it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり、head内にReLUあり、期待値計算\r\n",
"- テストでは正解値が大きいときに推定値<正解値"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 18,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.3, multi_in_head=True, head_act='relu', expected_value_head=True)\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'headdo_mhead_ev')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:24<00:00, 12.08it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"conv内にdropoutあり\r\n",
"- テストでは正解値が大きいときに顕著に推定値<正解値"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 19,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.3, head_dropout=0.0, multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'convdo')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:21<00:00, 13.86it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"conv内にdropoutあり、GaussianDropout\r\n",
"- テストでは正解値が大きいときに顕著に推定値<正解値。Dropoutよりはよい。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 20,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.3, head_dropout=0.0, drp='gaussian', multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'convdo_gaussian')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:26<00:00, 11.38it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"conv内にdropoutあり、UniformDropout\r\n",
"- テストでは正解値が大きいときに顕著に推定値<正解値。Dropout, GaussianDropoutよりはよい。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 21,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.3, head_dropout=0.0, drp='uniform', multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'convdo_uniform')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:26<00:00, 11.46it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"conv内にdropoutあり、AlphaDropout\r\n",
"- テストでは正解値が大きいときに推定値>正解値。Dropoutよりはよい?"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 22,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.3, head_dropout=0.0, drp='alpha', multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'convdo_alpha')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:22<00:00, 13.43it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"conv内にdropoutあり、MontecarloDropout\r\n",
"- 学習もテストも問題なし。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 23,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.3, head_dropout=0.0, multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev, montecalro_dropout=True)\r\n",
"plot_result(*rslts, 'convdo_montecalro')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:33<00:00, 8.89it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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SSt5++21eeOEFduzYQZ8+ffjJT36C2+3m2Wefpb6+nsbGRs444wyOOeYYOjKH43AxMtvDnKl5rXabunBi/y4bv77jjjsit4cOHdpq21khBC+88EK7j1u0aFHkdsshjIsuuoiLLrqoS2JTelZCQkLktmEYUL4Gvn7YPOBMNpO1vwbG/7THY+v9CdvqwCFqCYZVwla6XlpaGsceeyz5+fk0NDSQmJjYqo71gYwfP54rrriCSZMmAeaks6OOOoqPPvqIW265BU3TsNlsPP7449TV1XH22Wfj9/uRUvLggw9298vrVUZme7plgpmiNBs5cmRkfkI4HN5TJnPKDa1rW4//aY+PX0M8JGyLAwdBlbCVbnOw9bABtm7dGrl90003cdNNN7X6/rRp05g2bdpej1uyZMlBP5eiKJ13+umns27dOgB8Pl+rbvHuqG19KHr9GDZWp+oSV5QuJISYLoRYL4TYKISY2873PUKI+UKIVUKINUKIK6MRp6J0lWuuuYYFCxYA5tBG84SzWNPrW9hYzTHsatXCVqLg6KOPJhAItDr2wgsvMGbMmChF1DlCCAvwKHAqUAIsFUK8K6VsuVPIL4C1UsqZQogMYL0Q4t9SSrXloNLr3HbbbTz11FMA7NixA48ndodden3CFjYnDhFSXeJxKtY3xPn222979Pn2Neu8C00CNkopNwMIIV4BzgZaJmwJJAnzP8YNVANqmYbS6zz66KPcfffdAGzYsIHs7OwoR7R/vb5LXDR1iQdUwo47TqeTqqqqnkhSvYKUkqqqqu7urssBWi4wLWk61tIjwEhgB/A98Csp5V5/gEKIOUKIZUKIZRUVFd0Vr6Icktdff53rr78egKVLlzJs2LAoR3Rgvb6Frdmc2NQYdlzq378/JSUlqDf7PZxOJ/379+/Op2ivO6PtJ6ZpwErgJGAI8IkQ4ispZavFqlLKecA8gIKCgpj71FVVVcXJJ58MwM6dO7FYLGRkZADm5L+WO5ftz9NPP80ZZ5xBVlZWt8WqdK3PP/+cWbNmAfDxxx9TUFAQ5Yg6ptcnbGFzqlniccpms5GXlxftMA43JUDLHSH6Y7akW7oSuFeaXR8bhRBbgCOAXjXFvSPlNTvi6aefZvz48Sph9xLfffdd5IPayy+/zKmnnhrliDqu1ydszebCLnSCITWEpihdYCkwTAiRB5QCFwGXtDlnG3Ay8JUQIhMYAWzu9sh2FrZeCztyZrcttXnuued49NFHCQaDTJkyhUceeQTDMLjyyitZuXIlUkrmzJlDZmYmK1eu5MILL8Tlch1Uy1zpeZs2bWL8+PEAPPTQQ71uc5ten7AtdnM8Tw92TxEARTmcSCnDQojrgY8AC/C0lHKNEOK6pu8/AdwNPCuE+B6zC/23UsruLf69s9DcbcqZAsk5ZvGFrx82N7To4qRdWFjI22+/zddff43VamXOnDm88sorDBkyhMrKSr7/3qwaV1NTQ0pKCg8//DCPPPJIh/aWV3rAPj7Y7dy5M7J74K233sovf/nLKAd68OIgYZub/+shVRNbUbqClPID4IM2x55ocXsHcFqPBlU030zWrhTzfvPXbqiY9Omnn7J06dLIuKbP52PAgAFMmzaN9evX86tf/YozzjiD007r2R+B0gH7+GBXO+ZKsodPBuCyyy7jnnvuiXKgh6b3J2yb2cI2giphK0rc8m4334Bb6qaKSVJKrrrqqshyn5ZWr17Nhx9+yD//+U/efPNN5s2b1+XPr3RCOx/sAqEwnqZk/aMf/YjnnnsuigF2Tq9f1mWxmeNFhmphK0r88gzosYpJp5xyCq+99hqVlWYvf1VVFdu2baOiogIpJRdccAF33nknK1asAFoXiFGizLvd/CDXRNcNnOf8HYC8vDw+//zzaEXWJXp9C1tYzIQd1tUmS4oSt0bO7LGKSWPGjOH222/nlFNOwTAMbDYbTzzxBBaLhauvvjqymc99990HwJVXXsk111yjJp3FAs8AsxvclYKUEuupfwDMimubN3f/vMju1usTNhbzJeihUJQDURSl23RzxaSW5TUBLrnkEi65pO3keHNJUFuzZs2KrOlVuldRmbdVidXp+ZmtK7i1+GBnP+uByGG9dFVPh9otejRhCyHOAc4E+gKPSik/7vRFNRsARli1sBUlrsVIxSSl5xWVeXlhcTGLNlaRmmBjVL8kvL4Q8xZuYc7UvD1Ju+mD3bCCEwk3baYVLlmJyO6de/u31eExbCHE00KIXUKIwjbH91vZpyUp5TtSytnAFcCFhxRxW1pTCzus1mEriqLEm6IyL/MWbmHNjlpSXeb7/XfbvIR0HY/LxoLC8lbnT77gejaWVgHw1/e+Z4OW29Mhd5uDaWE/i7mH8PPNB/ZV2Qdz/eZf2jz+Kinlrqbbf2h6XOdZmlrYagxbUXqdWC/ucjiJ1T37FxSW43HZCOkSt8PCwNAWJgQWkbWhAkfaIL62TwGGA3DeRT/hm0VfAvDRQ78gY9OfKd7SF8eJFzM4/5govoqu0eGELaVcKITIbXO43co+Usq/ADPaXqOpus+9wIdSyhWHGnQrTS1sGVZj2IrSmzQXd0lLS1NJO8p6qLDMISmt8ZHtceJ2Wslq3MjM4NvU42aH0Ychfi9nBN6AnSP4wyOv8Par/wbgi3vOJskRxG/JJsVfi//LhyDd3euHVDo7ht1eZZ+j93P+DcApgEcIMbTlZgzNhBBzgDkAAwcOPHAEzS1slbAVpVdRxV1iSw8Ulum4FruVnV+bwHf68QzNyGNy0XtkGtsZQIgGkUilPxfdkcAvfnk9j71utqxf/fOVJPWxErCay7sMp4eqRqNbNtnpaZ1N2B2p7LPnG1L+E/jn/i540BV+miadSV0lbEXpTVRxF6VdbXYrGx6uwLLtRfr0mcpksZoqmUitdOGxhfEE1vBiYTKPvf4VAHf94jxOlN9QX5POD+RQKT1oQtDX7e6WTXZ6WmcTdkcq+3SvpmVdhkrYiqIovca+lmjtWvo6JRWSyrCfJKfO0L4ehgyE7G1vUa8lk5RgoX+Sm+qGEP8rquP3z5nJ+qkbfsTgwcns8HpIDHkZrnnRrSOpkB4Mv5ddllz6Rvk1d1ZndzqLVPYRQtgxK/u829mghBAzhRDzvF7vgU9uGsMWhpolriiK0hs0z/z2+kJke5yRJVrvry5ly8b11Bou3A4rgZDO8uIaDHsSA6w15I46hn6JgkQRZsXWGi5+sgiA/7tkCGf1q2KIvoVq4cGqgS4Fg4ztDPWEybD5WRCeFOVX3XkHs6zrZWAxMEIIUSKEuFpKGQaaK/sUAa9JKdd0Nigp5Xwp5RyPx3Pgk5u6xDFUC1tRFKU3aJ757XHZ0ISI3H5u8TaE1cHwhqUMrf6SIY0rSZM1bC8rh6RssDqh/yQ2Vuuc87BZy/y+mVmcNzYRnzUFEQ6QSxkBz2Ac7hSyrTVorlRW9f8pq8MxMj7fCQczS/zifRzfq7JPj2qadKZa2IqiKL1D88xvgIo6PxsrGqjzhUioWYfbXY5DryegJWLV/eQFvqPc1g+mXwcbPmRtlcHoWxcC8IupffnRCZNppBot7MePHbvDhQhWU5E8ghJrAd8MnIPXFyInyRbNl9wlev/WpJEucdXCVhRFiVUtx6y3VTcSCuskOqys2FaDw6phswima0so8qdRm9yXnPB27OF6fFoi4cRsyD+HVXVuxp1/KgAzjh3N7BkDKQykU293Mlqsp0+iHam5qd29Cy3gZUPGWXh9Iby+EBdOPIxa2D1JCDETmNlcbHy/LM1d4nq3xqQoiqIcmuYxa4/LRrbHSTCks2JbDQl2C06rOTIb1CWjE2tZW5fEzirJd2IwVk0jxWnhNEcV/o/uYtz02wEYPXYcJ93+Kmz8C1Nrv8duhOnrcYOUEK5FpmXxSd/L+D7cn5wkGxdO7N96z/FeKiYTtpRyPjC/oKBg9gFPVi1sRVGUmNZyzBogL8MNwNebq0h32/G47OTnJFO9LRObUU6DkYgmQDd0EhpL0asrcF39BgCDMtx8fqmGb/Uc3MFKLDKMV3hAaBCsgz6DcZ98G5f18jXX7en19bCbJ50JqcawFUVRYlFpjY8kZ+v24aD0RDKSHBwzOJ1jBqeR7nbyoncsybKRFK0RqyZJooE8fRtptywDwKoJvrlpGCBICexAtzgJGBZCepjSqlp2BOxUWzN6/QYp+xKTLeyD0rQOW1OTzhRFUWJSTooLry8UaWED1PnD5PZJ4JtNVYQNSZ9EGysa+1FnOYNLtU85geU4RIChd2+IPKbmwWOoaDQAO269nF0ik6AOdmcCxWkTCYbCuHaUk1zmjYsu8LbipoWtqRa2oihKTJqenxmZ/GVIidcXoriqgaAuGZHlpk+ijaqGIIYAaUCWqEZD5+R/bopcw3vnABJrfiCHChJkHT7hQuoB7A4XHtGIEIJkzUejK3uvCl7xIiYT9kFtnBJZ1qUmnSmKosSikdke5kzNw+OyUeb143HZ6OdxMqBPArnpbiYPSWfG2H4MSHVxkeVTBlDO1c9vorjGfF9v+F0SDsMHFhu2UD19jSrS+o8k0RImWfgIWNw4wrU4w3Vs63sypTW+KL/i7hGTXeKHMulMk2rSmaIoSqwame1p1U198+ur6OM237/T6n9g7M43uCS8lD5aKVf+p5Gvi82Sydt+m4GwGmjoYEkAIwyJ6SCDeN1DSG3YhN+aRMCaTGHfs9liyY2LNdfticmEfVCEwMCCJlULW1EUpbdoHtcerG9lSvHjpNb/gDVcz+8/9/Hv1Way3npTCulOAx0NiYatzxCQOtgSoG4n6Xln8WzVRTT2OYIkp5U6fzhu1ly3Jya7xA+WoVnRZDhmC7AriqIorTWPax9R8hrpdUUkhKv5v29quf9/AQA2XO9mQJKBlRA2dAI4QA9Av/GQNRbGzKLvzDuZOe2UVl3tc6bmxeWEM4iHFjZgCCs2dMKGxGZpr+KnoiiKEktGZnu4YbSf1M3LQPfz2vcBfvtRPQDL5iQyJM1sT1oAA/A70iCnACx28NfA+J9GrhOvCbqtmGxhH9SkM8yEbUEnrKsWtqIoSq+ws5DBS+8ilTq+3lTLFW/VAfDpZQmMy7ZgINDR8GNnlyUbS/7ZZpEnVwpMuSFu11rvT0y2sA9q0hkghQUbOiHDwIWlm6NTFEVROqXwHfjqfti9hW+3NnDmi2bL+tULXJyUZ6alEAIfCfhc/ehrC+KYeWc0I44JMZmwD5ahWbGqFraiKErs2lkIRfOhbDWULgWHhw2VOsf8qxaAh89w8uNR5uxuCRhYcHiy8Djs4MqIXKZlEZGcFBfT8zNVl3hvIjUrVhEmrBvRDkVRFEVpa2chfHYX/PCJmaz9tZTt2MmIB3cBcNsJdn420Y6OwEAQxopPJOEMeSFYDxPnAHuKiHh9IbI9Try+EPMWbqGorGPDp71dnCRsW1OXuGphK4qixJylT0H1ZvN2OERNY5h+9+0A4Krxdm470YUANDQCIgmBIEnWQqgBCq6G/HOA1kVENCEit+N1Z7O24qJLXIrmLnHVwlYURelpbbupz86uZnDFf8G7HTwDYMtCcCaDEcYfCJB6724Apg+18K+ZTiQSA0EQBzbpo8Len5TkZKx2K+xaY7bQs/IprfGR7XG2eu4kpzVudzZrKyYT9kHVw6apSxydkBrDVhRF6VFta107qoooW/k8Zc4UGkQC6eVbGFtfgVWzogfqcd1ptoZHpmu8f2kiEoE5ag2CMGFhJ8WTTIKmQ/YEcxlX0XzIyt9nEZGcFFc0XnqPi8kucSnlfCnlHI+ngxMJmiedGaqFrSiK0pNadlNnNGxk2ra/MahhNUOrv2RC/Zek1q6n2kgk6C3DevNaAJxWKPyFG4lGEBf1Ioky+mIljF0LkxCshj5DwN3XbJl7twPtFxHx+kJMz8+M5o+gx8Rkwj5YUrOpWeKK0kWEENOFEOuFEBuFEHP3cc6JQoiVQog1QogvezpGJXY017pOq/+Bgh0vkujbSQJ+NBlA8+9G8+/GABx/2B55TPXv0mjART0JNGIjLC0k04iBRrmWTaO9D1Rvgvpd4K81u9Vpv4hIPO9s1lZMdokfNIsVG0FCagxbUTpFCGEBHgVOBUqApUKId6WUa1uck1QtUXUAACAASURBVAI8BkyXUm4TQvSNTrRKLGjupp5S/V/81iQMqaNLCGJHCh2H0cjEB4sj5/tuS0MICGClViaQJH3YNJ0wFnaKbEJhqN/tp3+Kk4SyVZA+LLKrGRxeO5u1FR8JW7OZy7rULHFF6axJwEYp5WYAIcQrwNnA2hbnXAK8JaXcBiCl3NXjUSo9bl/rn6fnZzJv4RacDaX4DQ2n4ccl/OgiiA875z+zgxJvGIDtfx5HjRHAFa7BRQghG/hWHsEwoww0Cxvto9GEIDNYTHVtPSLJgesw3dWsPfGRsC02rBj4VAtbUTorB9je4n4JcHSbc4YDNiHEF0AS8JCU8vm2FxJCzAHmAAwcOLBbglV6RtuJZV5fiL8uWE8/j5OALkmwafiljRzvcoLChiHASYhfvrWLr4vN0sebfjeY2pCFeiMZO05sQmJoGkOopNpIopJ0doaTCOmSEstohrjCbE9IY7JK1hHxkbA1K1bCagxbUTqvveo5bf+wrMAE4GTABSwWQnwjpdzQ6kFSzgPmARQUFKg/zl6kbWu6os4fmVgGEAzrbKtqpLohyNThGRRXNlBZHyBLGtQJN6nSy+8+9fPK92aZzLU3Z5Nua8CrS0IkEcCJXfpYJI4ii0qe1KdzDR+QQD11JNBH8xFubOC/idOZHM0fRIyJi0lnapa4onSZEmBAi/v9gR3tnLNAStkgpawEFgJH9lB8SjdrbzexRRur8IfCkXM2VjTgdlgI6gZV9QE27KrHLkIsYxS7pZt/fBPg4a/NYh5rrk/B7kqijgScWoh+VJPUlJgTZAM7RQabRC5P6WfSYHGTZ68h7PDwhuNciqTqmWkpJlvYB7sOW1iadjpTLWxF6aylwDAhRB5QClyEOWbd0n+AR4QQVsCO2WX+YI9GqXSblsu0ADwuGw6r4L/rKkhzO3A7rVTU+klyWhmsb2XImq84Wt9FOrsIyVSeKHTxzMcVAHx5bV/SU200CGgkASde0CRpRi3r5EA8ooHP7aeR4rBTZxnB/IQxOKwagbCBP6Qz0BWTKSpqYvKncbDVuswxbLWsS1E6S0oZFkJcD3yEWYr4aSnlGiHEdU3ff0JKWSSEWACsxixV/KSUsjB6UStdqe1uYhV1fkK6pCEQJtlpobjST0bjRi62fMJxWiG7SaIeFwPlNso2fs8zbzUA8PHlbqZkBanEhUAQwkYdiTgIIjUo0bNZqE1GpI3ipIxEGgJhdtYGqPWHSHbayE1LIDfdHa0fQ0yKyYR9sITVhlWoLnFF6QpSyg+AD9oce6LN/fuB+3syLqVntN1NbGNFA06bhZQEGyU1foYYW7ha+4Aj2IKNAIPx4pJ+lpTqzHzJTNavz3JxYq4FiUYqdVTgICBcLJQTSBEN1MhEnrLOYsKgVG6eNhyAeQu3MDI7mSSnlTp/+LDaEKWj4mIM29LUwvYF9WiHoiiK0qu13U2suj6ItzFIRV0A3ZCcbl2O3SLJohok2GWAjVU6U54yk/VjZzg5/wgbFikBHQ1JH2rIsPrIsvtJlPV8wiSmDOnDzdOGR9ZVH84bonRUXLSwrTY7VnQaVMJWFEXplObk2TxLHCSV9QGGUsyllk85U36DTYYQwhyCrKjTOeJRM1nffoKD6wrsAE3Vt8yk7RACm82KKzGN8n4X86djjtsrGR/OG6J0VNwkbBthfMHwgU9WlDgnhLhpf9+XUv69p2JReqfm5FlU5uVnL1QxXGzj19pr5Ipy/NhwigAaBj5/kP4P1gMwe7yN209wtLqOxOzG1YSFzMueYdpBrqne12Yth6v46BK3mi3sRtXCVhQwNzNJAgqAn2FuhpIDXAeMimJcSi+zoLAci0XjLPtycsQuEvHhIIQFg0BIJ+Ov5tKtM4Za+b8Ze1fM0iRICUGH56B3K2tvedm8hVsoKvN2yWvrjeKihY1mxSoMlbAVBZBS3gkghPgYGC+lrGu6fwfwehRDU3qDnYVmOUvvdoZs1cj2jWOIvplsUU0YKxYMQgZ4/mIm69EZGvMvSWh1Ccme3XYqSQKRwsFOH2tveVnz8cO1lR0/CRudRtUlrigtDQSCLe4HgdzohKL0CjsL4euHwdBpqCxmQs1WjuVdrASxEcJJiKDUcP+pBoAEG3z3M3ckObfcJs+HgyBWbAKK7EccdMJuu7wMIMlpbRpXPzzFR8K22LBg0BgIRTsSRYklLwBLhBBvYzZ4zgX22vNbUSKK5oOhw661NNb5SNKCGIaBQwQQCCzouO6ujZxeOzcJBOhSYEEiMZN2GIFAEsQGaGwadBHHHmQobZeXAdT5w+Sk7N31friIyTFsIcRMIcQ8r7eDYxWa+bkjGAx0Y1SK0rtIKf8MXAnsBmqAK6WU90Q3KiWmebdDbSlYnVhCDQiLFWlxYQgrEknug3WRU+tvSyUkLABoQsMQAgPQMUtrhoSdXSKdRUxg4jHHHXQobZeXNd8+nNdmx2QL+1B2OgPw+1XCVpQ2EoBaKeUzQogMIUSelHJLtINSYkPbWdiXWjLo27gMEtKwE8IwIMFoQCD50TN1lNaZnd8lf+iPFEEkBgFAomEljEUYNODCQLCdLMptA1iXeQHbC8t5atHWg5rp3XZ5WU6Kiwsn9j9sx68hRhP2QdPMhB0KBQ9woqIcPoQQt2POFB8BPAPYgBfhoHsnlTjUXsnMZ6vHcoOxAOp3oxsSh1GPRHDZm3V8vd2c1FtzaxJWi59akkkgQD2JpGoN+IWbRuHCbdRjJUyJbRj/1k+htDqDsQn1DEpPjMz07uimKGptdmvxkbCbWtiBgGphK0oL5wJHASsApJQ7hBBJ0Q1JiRVtZ2EP1rcywL+IigaDvoFiEgkDkps/DvBaodkYKrvZTaJNoKOTgI8dZOJLGUaNJnH4dtLf0Ui1z85j+nl8n3QiYd3AKWHDrnrcTisZSc7Ic6tEfPDiI2Fr5jhKWLWwFaWloJRSiqYtqYQQidEOSIkdLWdhp9X/QMGOF5F6mEDATyVuMqnm718HeGixH4DNv3KTkahhINCxoAOaw03hoMsZUP4pGVY7zpH5fFozFqsllxNdNj5eu5Nkp5VA2GBjRQMZSc7DfqZ3Z8RJwjY/IVbXNWAYEk0TB3iAohwWXhNC/B+QIoSYDVwFPBnlmJQYUFTmZVt1Iyu31dDHbWeO/gm7ZQKu3WvRDB2HCPH89zpzPzGT9XfXJTIwRUMAFiQ6kgSCeGUCmy25fJd6OXOm5kG2h9WvryI70UwtyU4b/pCOw6pR7zeX3R7uM707IyZniR+0pi5xCzqP/ndjlINRlNggpXwAeAN4E3Mc+zYp5T+jG5USbc1j19nJDiwa1PpCOCoLSa1czkj9B4aIMhb9UMs1b5tbjv73igTG9rVE1lhLwIpBCDuFctBehTpyUlzUNSXnoX0TCYQNav1h3A6LmundSfGRsJuWdeWmOvhiQ0WUg1GU2CCEuE9K+YmU8hYp5c1Syk+EEPdFOy4luprHrt1OKzaLhqd2PTnh7eRQTlhoLC0Nc97L5lrr12YlMHWQtUWy1jDThsRvT8U66mx+ferwVuPRLZdj9Ul0MCLTrGmd3DRerqpwHbr46BJvamFPzk3mH997CesGVkt8fBZRlE44Ffhtm2Ont3NMiUNtl2wNz0xkQ3kDry3bTiis4w8bjLWWcDuPk61VYpM631fCcU+ZLesnZjg57wgrYakhhbkxCggEBgY25qfNZnI766vbLsfKTXdz3YlDVJLuAvGRsJta2MMznPhDITZVNDAiS02GVQ5PQoifAT8HhgghVrf4VhLwdXSiUnpS2yVbWyvreWXpNuwWQVW9Wdf6CK2Ya8UbZLMDISXbaw3GP2ZujHLniQ6uHm+P7AmuY0dzJhIKhwgbgt3uIUw+68p9JmG1HKt7xEnCNlvYOUlWIMT26kaVsJXD2UvAh8BfgLktjtdJKaujE5LSU4rKvNz+7lqq6gOkux0M7ZvIpooG6v1hgmHdTMASTmEpffWd2LQQDb4wg/9hJuvrCmz8fqqDgLRiCAtSs2MIGwmebGzOZEjqR3LaEFAJucfFR8K2mC+jb6K5vKvMq5YMKIcvKaUX8AohHgKqW1TrShJCHC2l/Da6ESrd5f3VpTz82SZKa3y4HRZ2C8Hy4hCluxsJ6TqGBJtFEDYko8RWckQloVCI9PvNZD1zuJXHznSZE8uEZLV2BP1t9ViFDiNOB38t+Gtg5MzovtDDVHwM9Da1sD0Ogc0i2OH1RzkgRYkJjwP1Le43NB1T4lBRmZeHP98Ewqxq5QvpbN/dSOnuRuoDOkiwCEFIl0zTvuEYrQiH9EfKZB6ZqfGfixJAgiHBjwO7plNiz8WZmmnuMe5KgSk3HHRta6VrxEkL20zYmgyT5XGyQy3KVxQAIaVsrnyIlNIQQsTH3/xhrO1ksua9uRcUlhPSDZxWDV8wTK0/jACkBYaLYqaLpfQXlTjwU6D9gCZ1nH8yk3WyA1Zc27pMZqO0kmJ4qbTk8ITrWiyJY5h+RCYjs1RXeLTEZAv7UKt1oYfJ9rhUwlYU02YhxC+FELamf78CNkc7KOXQNU8m8/pCkf2/5y3cQlGZl9IaH06rRqnXT1A3sGkgBOTqxVxr+QCPaGAHaRyjFZEmakn+U2Xkurt/k2Qmd0BHYKDhJEy5kcQ3WZcisvJbPZcSHTGZsKWU86WUczyeDn6Sa07YRohR2cmsLvFS51e1sZXD3nXAFKAUKAGOBuZENSKlU15cXMzminq+3VLFki3VhHQdj8vGgsJyclJchA0JEnQDRllLuNH6Jn+zPsFgyw7shBksSukj6sn7e03kmuE/JpmZvfm+sFAmMvDKJP4iryCQNhJNiMi+4wsKy6Px0hViNGEftKYucfQQM4/MJhA2eH1ZSXRjUpQok1LuklJeJKXsK6XMlFJeIqXcFe24lENTVOblq41VSClJcljxh3SWF9cQCIcprfExPT8TX8igb5KdkZZtXG+8zLGspJ+oJEeWc7b2FdO1pUx9up6yerPz2//7JDQhEIABBLCyw8ighiT+J/Mpcw5pFYPaBzy64mM8y2I3vwYbGD8wleOHpXPvh+uYNXEAbkd8vERF6SghxG+klH8VQjwMkWHJCCnlL6MQltJJCwrLSU0wGydCCJw2c1XM2h11nDiiLyOzPRw/NI3CHbX8VPuUYXI7dk3HJX3YMNCAi99sZHGJWSazdm4SdsuelrWB4Hs5lHXkkqw38Jo4jRGZrZfHqn3Aoys+WtipeZCYAT98hBCCSyYNJKgbbK1siHZkihINRU1flwHL2/mn9EKlNT5GZicRCBv4QzpSSnzBMFurGlmzw8uDn2xgytA0TpXfcrr8L/1EFelydyRZ/7+P/by6xtzje9fNbtz2pmQtwBCgCUk6XiZSRNDi4NJJA0lNdOD1hTCkVPuAx4D4aH5arDDqbPjuRTB0BqWZVQS3VjWQn6NmNCqHFynl/Kavz0U7FqXr5KS48PpCjB+YwsaKBirr/FQ3hMwu8OxkvL4QW758hYuqH8UuQ5HWmAQe+DrAg9+Y5Ye3/NJNesKetpq5m5mGgRVvzlRqDRfDNB/jg/9hwugr+U9ZQmRG+oUT+6sdzKIoPhI2QGY+hP1QW8qgtH4AfLG+gn4pLsYPTI1ycIrSc4QQ82mnK7yZlPKsHgxH6SLT8zOZt3ALhmGAlOxuDIGAoRluNCFIrVvPrKp/kiTrIjO+BfDCqiC/+TQAwKprExmU0qJjVYCOhoakPOEIamUift1gdP9ssPgZXPFfpuf/PLKMrHnCmUra0RE/CTutaXJE9WYSBw8kNcHGG8tLeGN5CUt+fzJuh5UEe/y8XEXZjweavp4HZAEvNt2/GNgajYCUzhuZ7eGUkRn86b217G4ME9QN8i3bGLvxFUZs2kq2UUEKtWjCiFTX+uCHEFf8x9xIauEVCYzJsrS6pgSELQG/rlGUMI4km4XROclkuJ0g7ewu28y8XXv2JG9e2qUqbkVH/GSwPoPNr9WbYfCJ3HrGSF5bup1lxbuZ9OfPcDusFN45LaohKkpPkFJ+CSCEuFtKObXFt+YLIRZGKSylC7y3qoy6gI7bYaV/aBPXy1fJkRUMkuXYRYiW6Xjx9jAzXjZndL91oYvjBrZ+u5eAbnVTO+ICGretwmU0AI49J/hrWefz4Mkwl3MBka8LCstVwo6C+Jh0BpDUDywOM2EDswoG8Pp1kyO/YPWBcDSjU5RoyBBCDG6+I4TIAzKiGI/SSUuLd2MREAjrzJZvMUmsZZgoxdkmWa+t0Dn2mUYA/jXTydkjbEhBpPqWAUjs+LMmsmlbKf/rcx59NB/CV8PyrdVUVZWDv4b/2SaT5Gyd6NXSruiJnxa2poG7LzRURQ4JIeifak7UADNpq2VeymHk18AXQojm3c1ygWujF47SWf6QTjBscLrlW07RlmFFRwCixTnbvQb5j5srZP70IwdXH2WPrLG2W21YHUkEhI2dIpOvKrNY4jgWd/KRBD2DGVb9XzIbStngzWHymTdg+d6O1xeKNHxALe2KpvjKXo5kCNS2OuSy7fncubVSzRpXDh9SygVCiGHAEU2H1kkpAwd6nBBiOvAQYAGelFLeu4/zJgLfABdKKd/oorCV/Rhj2c4M40PO5BusmOupWybrap9k0ENmvZdfTLTxu+PNLm5zAppgl3MwRuoQXrKcQ2OfI/hmcyUOi0ZgWw0MHEDVwDkYUlLm9TM5K5/p0twKFcyWdZ0/jNcX4sKJ/XvyZStN4qdLHMDpAX/rfW41bc+v82a1Lls5jAghEoBbgOullKuAgUKIGQd4jAV4FDgdGAVcLIQYtY/z7gM+6vLAlb0UlXl5/u33udR4l9FiC82LAFq+gTeGZKRM5rlHWHn49D2tYA2wICi1D2VpuSS/9sumrUbtIAQOq8bGCvP9sWULemS2hzlT8/C4bJR5/XhcNjXhLIriq4XtTIbaHa0O5aUlsmRLNQC/fPk7Hvn8B0ZkJfPwxUdFI0JF6UnPYG6UMrnpfgnwOvDefh4zCdgopdwMIIR4BTgbWNvmvBuAN4GJXRnw4a6ozMsLi4v5bnsNAsFRAzwMTHPx8pISLmp4mxRDJ0+U4cZntqyb2iMhXeJuKpM5IVvjzVkJe1271tmPcGJf6uq8pPjM98mhfRNZXlyD3SKoa9oYpW0LemS2RyXoGBFfLex2usRvmzmKv11wJH0Sze1LN5TXM3/VDjUJTTkcDJFS/hUIAUgpfbTuQW1PDrC9xf2SpmMRQogc4Fzgif1dSAgxRwixTAixrKKi4mBjP+wUlXn564L1fLu5GrsmsGrwxYYK3v/kU35c9yLn8zGnat/gpmnCV9Nia2lIHE1lMvu4BEtnu/e6to7GotAISnY34hE+tulpAKS7nUwYlIIQAgSqBR3j4itht9Mlnuiwcv6E/jQ0JegrpuQCsKJ4d09Hpyg9LSiEcNHUfyqEGAIcaAy7vYTedhOWfwC/lVLq+7uQlHKelLJASlmQkaEmpx/IgsJyqhuCuJ1WnHYrLruVQaEtXM779JelJEgfNqmjYb5xi6b/FcvddZFrVN6StNd1pYT1DGCXnoQl4MUeruVL7ZjIlqM2i4XBGW7+PutIfn3qcJWsY1icJexk8Neav6FtpCaYLeyrjs3Dogk+LSpn9vPLVO1sJZ7dDiwABggh/g18BvzmAI8pAQa0uN8f2NHmnALgFSHEVuDHwGNCiHO6JOLDWGmNj2DYIKwblOxuZFNFPccE/4eGzgSxATvBvd6wMx/Yk6xDf2ydrJuXb9WQwGLLJLJFFVW6izcd5+LIGdNqXPqUkRksKCzn5tdX8eAnG1TN6xgVX2PYjmSQOoQawZ7Y6lvPXTWJRRsrGZiWQH6/ZJ5fXAxA3yQHfz53TDSiVZRuI4QQwDrM3c6OwWw5/0pKWXmAhy4FhjWt2S4FLgIuaXmClDKvxfM8C7wnpXyn66I/POWkuFi1fTcV9UEcFgFSMkIWM0DbhYvgXsu3jn6ynopGs3ESaCqTCWaiDmDDi5uAtLCYcTxjv5hASEcIwSlD+xI24NenDgfMrvh5C9VuZr1BfCVsZ7L51V+7V8IekZXEiCzzE+ikvD6sKjE/QVq1Aw3pKUrvI6WUQoh3pJQTgPcP4nFhIcT1mLO/LcDTUso1Qojrmr6/33Fr5dBNz8/kPytLMHRJCGgIhEnWGrATwoWvVev6gtcbWbrDAKBubhI2i2i1KUqFTKKKFHaTwufumQzwJOAP6ThsFpw2a6t11QsKy5tmjKvdzGJdnHWJN/1yPTQWti7a52k/GtE3cvu5xcUUldXu81xF6cW+aVorfVCklB9IKYdLKYdIKf/cdOyJ9pK1lPIKtQa7a4zM9pDlcWG3Cry+ECFdIhH0ZTd2EY60rm/8yM+bReacnIqb3SQ2lckMYKVOOtkuM6knif+J8XyePYdiWx5eX4hAyCArybFXiczSGp/azayX6LEWthBiJPArIB34TEr5eJc/Sc4EsLog7IONn0Luce2edvTgtFb3b3xlJR/9eip1/hB2q4bDamn3cYrSy/wIuK5prLmBpnnFUsqxUY1KaVdRmZcU7wZ+If5HsnUndnyMEZtwEYok6/v+F+Cf35plMrf+yk1aU5lMA1hpDGULOVTjIde2mw9TruCUoZkMLPPi9YVJdlrJy3AzPT+zVcu5uWyn2s0s9nUoYQshngZmALuklPktjndoRyQAKWUR5puHBvyrU1HvS2ou3LQW/poHgfp9nmbRBP+9+UR+8uS3lNb4WF9ex+JNVVz8r28AuGPmKK44Nm+fj1eUXuL0aAegdNzSbxbxE/kfasIBhotN5IqdWJCRZP3syiC3fmZO8v/+ukQGevZ0kO6WbpaL0RhS4pYNbAqmkuSwRMap96e5bCeo3cxiXUe7xJ8Fprc8sK8dkYQQY4QQ77X517fpMWcBizBnq3aPhD6QNhQa9z+3Ji89kbd/PoXcNHODgeZkDXDH/LWEdIN3V+3AH9IxjH2WFlaUmCOEcAohbsTc5Ww6UCqlLG7+F+XwlH3I3PExzpCXH7GUYaIMGzLyBv3+hhBXvWuWyfzqigRG993TCyglrBFDkNIgmUZSRSMLjInUNIY7NNtb7WbWe3SohS2lXCiEyG1zuN0dkaSUf8Fsjbd3nXeBd4UQ7wMvtXeOEGIOMAdg4MCBHQlvb4kZ0HCgybDQN9nJ5CHpbK3attf3XlhczF3vrSUz2UF5bYCPbpwambSmKDHuOczNUr5izwfqX0U1IqVdRWVeFhSWU1rj46fVyzlCL8TeZtn74u1hznrFHE9+9yIXx7YokykBHfheDiVHVFImMnhTP5GtllxOzXR3eOKY2s2sd+jMGHZ7OyIdva+ThRAnYi4xcQAf7Os8KeU8YB5AQUHBoTVtE9Oh8ocOndo/tfU4zatzjuHCed9w13vmTozltWYX1ILCnQzJSOTVZduZVTAAmyW+5uspcWWUlHIMgBDiKWBJlONR2tFyOZV11/cMCG3GLlq/5a3ZpXNcU5nMp85yMmO4ba/rlJLB48wCJKGw+fhJg1IYlJ6oJo7Fmc4k7I7siLTnG1J+AXzRiefruMQMKP66Q6fOmTqYYX3dPPnVFmZPHcykvD5MzE1l6dbWO6FtKK/j5SXb+ON/1hAIGVx1nBrjVmJWqPlG0zKtaMai7EPzcqpdtT6mlL2F3RJs9f3tXoMxT5gFOe45ycGV4+x7XaNRuPgo82d4am3srg/isGp4XDaCBhRXNpCXsfc2pUrv1ZmE3ZEdkaIjMQMaq0EPg2X/L9Fm0ThtdBanjc6KHPvN9CO44InFrc77fN0uPAnmp9saXwhFiWFHCiGa1yoKwNV0v3mWeHL0QlOaldb4yPY4KVyxghna17j2fM6iqtGIlMm8YZKducc59nq8IeE++/XoWacyQKun3h8mzW0nPdFOrS9EWY2PaS2Wbym9X2cS9gF3RDpUQoiZwMyhQ4ce2gVSBgISdm+B9GEH/fAM995/HL6QzkvfmmPd/tB+t1BWlKiSUqp1iTGmeax6bdMSKyEl22t8DDOK+WP4EZK0PRujNAQlGQ+Yyfq8I6w8NN3Z6lohQEqNcpnCq41HMXDLbhqDYdwOC7U+c712RpKTEZluNpQ3cGaPvlKlO3V0WdfLwIlAuhCiBLhdSvlUezsidUVQUsr5wPyCgoLZh3SBnAnm19Llh5awk/ZO2P08TnZ4zVmaX66vYFetn3vOG0OCfc+PcHdDkLlvrebOs/LJ8jj3uoaiKPGt5SSynBRXZIOSeQu3YBgG26oaCYR0dtUGGGEp5nfGQwzVdtA8ahHSJUn3mvuDT+yn8UabMpmGhAAO6nHypRxHWAeHVVDVoCOAdLeD1EQ7xwxOw5BSjWHHmY7OEr94H8c/YD8TyKImfTjY3VCyFI686KAfnujY82O5+rg8jh+WzguLiyMJe315HevL6xjdz8PsqYNpCIRJdFh5ddn/b++8w6Oqtj787plJr6TQAoQaepWqiFgQsIvYsXuRa/fae7/W79q96rWLvRcEBBQQEQTpvYUSCCWV9EzZ3x/7zMyZySQMkDJJ9vs8eeacfdo+k5n5nbX22mvtYubafbRrEc2DZ/SqtdvRaDShT3U5uaPC1Ljy0u15FJTaOVBUQTexg7vE+3S2ZHtyhEspiXhSiXVKtGDxtb7jzy4Je0ii0JLEflccHzvHYLMK8svsRIdbqbC7KK5wYLUq9dfJT5oeTSuXuBuLFToeD+t/gnHPHHIcuybcwmu1CBwuSUyElZ9X7wXgo0U7WLOnkO9X7OG3O0aTbTzNFpd7a22v3VNIalwELeO0xa3RNGWqy8m9ODOX/u0SiMhbz22uGfQJ20IHkU2M8K2+ZS6Tuf8O7xRSiZprvVMms9rWl2xS+ZkhZFraYbMKKh0uWsdHkl1YTnGFg3YtVOYynfyk6RGSgn3UY9gAAyfBpumw/XfocuJhHz6+T2uSY71Rmcd3S+X4bql8sninhlHxxwAAIABJREFUR7B35pWyM09NuTjx+bmefdfvPcidX67EZrXw6V87iY2wsfqRUxFCIKXEHbW7aFsuA9onEhnmHXLMzClh494ixvXxBsGZKa10cKCogvTkmIDbNRpNw+AOIjMTF2mjwu5k2+rF/NP5CeliH1bhqCLWqc95xdr5oK9YF8oo8kU8K+nBmwm3Ex9pY29uKeGVyjCwCkF0uJW4CCtFFZAQrR4aLhzSTs+tbmKEpGAf9Rg2ePOI/3SbcosndYF+5wd9+H8nHROwvV+7mr8AFgEbsotYleXNMFRc4eCYJ2ZzQkYqM9bsZeq1Q2mbGMVFby2iS2oMc24f7dl33IvzqXC4yHzqNAJNx3nl1y38d+5WXrpoAGcPSAv6fjQaTd0SKCf3ztwS2pZv4UHnC3QSexFCIkzpRgGGvl1Mbpm3TKb5e1+JlUiLkzBbFO3aZUA+5JXYSYkNp7DMAkgSosLILakkMtzGneO6c3o//bvQVGm62T+iEtVrfibMfQq+ubZWTuvOdnbv+B48PaEvqx851Wf7w2f2ptLpqnJcXkkl3y7fTZndyc+r97KnQI2Hbz1QwoGiCr5bvpu9heVUOIySeRWOKucAWG08CLz66xaklJRVOnnsx3UcLA881exguZ3SysDn0mg0tce4Pq08rmiXlBSW2Tm4fQW32N82xNqFREXouiX5vC9KWWqUySy+V5XJdOMSYBESKy5aREjWJ5xI++QokmLDaZMYxaiMFE7ISKVn2wTO6NeWFy7sr8W6iROSFnatEZUEZXnedXs5hB3dWHKY1cL2pwNPlFj32Fj2GoFpNfHOgkzeWZDpWf9p1R4e/XEdwzsnedr2Hyzn5dmbmTQ8nY4pXvf3gSKVeW3z/mI27FVFS979I5PocCt3jO1e5Vr9HvmFtMQo/rjnpKDvUaPRHD7unNzuKPFwq+D0yun0IBMhXIZQe3NLXf1DGd9uUA/TOXfGER1msrsFSCxYkBRZ4tlFO7ZZO9Kjtbc4x2Uj0rXLu5nRdC1sgCt+9F3PnFcnl7l4aHuGdkoiOtxGx+QYMlr5Rnf+7/LBNR7/6q9bAFi0zftwsWhbHm8vyGTK1L89bW/O28rGfUWc3EPV8165q8BjPdtdVa16N/5TOw6W26lw6LnkGk1t07NNAreNyeD58/szvGwBY+VCoqjwsaoBTv+klPdXKK/YzltjSYryHf6qwEohcRQSz+qwfuTGdSchKgyLEJ7Athlr9tXfjWlCgpAUbCHEmUKItwoLD11ppkZa94HrF6vqXQCfXACu2heqpyb044vrRgBgsQh+ue0ENj85ng5J0aTEhjOiS3K1x/ZNSyC3pLJK+5rd6t63HlAJFBxOF09N3wBA//aJxEXYWL27ELtTPbHbLFXHu82u8OIKBw7DVX/BG3/yyA/rjuRWDwtd6UzTbNm7hmGZrxFBORbhK9Y3TS9j+hb13fzt8mjaxfv+DEugknCcLskqVzplDlgZN9Jnn7hIm55j3QwJScGWUv4opZyckFAL7p6WPeCmv6HnmWq9MOvozxkEYVYLc+8Yzfy7TiQ2wsaWJ72liYd18rq+zxkYeMxpxa4CQCVSmLpoByuzCjzbzujXhj5pCfyVmUdBqRL70sqqDyJm93yfh2cyZeoyDhRVsPVAMdPXZHsEvK7o8eAM7vlmVZ1eQ6Opb9ZnF/LCrE3c8eVKXpi1yVPCcn12Ifd9s4rxL83np3ceJ96xHysOH7F+fmEFry1RlvXnE6M4oaNv5S2HFOyTiaxzprNCdmNnRE+mxU7kh+xkcoq932c9x7p5EpKCXScMnaxeP7sEpp5XL5e0WIQnE5rNamF091QuH5HO54Y1DnDZ8HReuLA/f913Mp1NY9Ub9nqneXy/Yjc/rNhDuNXCyodOpXNqLOcOSmPz/mI+XaIKpq3KKuSh79dwsNzOpn1FTHj9D1bv9vVQzF6/jyFPzsbulBSU2qsUOKl0uLDXkoi7Xe5fLPU+IK3dU8j8TQdq5fwaTUPgTo5SWGb3SY4ybdVuHvxuDT+v3svewnK62TdgwY6QeEoifbrGzl2zVQzKf06N4PxevpW3imUES2UGV9rv5vqwx3k6/gFekeezxtmOvJJK/srM8wSzFZbZPVnUNM2Hph10ZqZFR/W6b436awDev2qoZ/ndKwdjd0rCbRbOHaiSG9w5tjv//HiZZ5+0xChO6tGSL5buYn12EeP7tvYUIDl3YBqv/LqZXXnKLfb3jnz+3pFPbkklG7IPsvVACct2rqixP7PW7fNx1495YR5Wi+DX20czY00223JKmL56L7ERNj6dPPyw7rWkoqrFf/rLCwCqDdozU253crDc3uQSzrz22xZ6tonjpB76x7YxUl1ylNfnbmN3QZkxNOXC6ZLYhHf61q+ZDi79Rn1Xbx0Wzq3DVfpj94CRUwq+cx7Hx64x7InoTISAvDIH4VZBSmwEVotgX1EF67MP0rttgp5j3UxpPoIdnwYWG7hCY4pToB/scX1a89zEfvy+OYcfVu6hW6tYerSJo8LhosLh4rS+bTz7hlkt3H9aL276dJlnHBtg7e5CduUfemwrOSacmWv38sDpPfnwz+28+8d2TxKYjPunExlm8VwXVGKYr6aMIDlAYZRAmLO9+VPpcBFuq9m5c+0HS1mwJScocW8sHCy389zMjUBwDy2a0KO65CiReeuZwl90Zxtprmw6ke1xX67a5+SUj9R365zuNv4zVh0vARcCp4SZriE85FRTT8MqnZRIJzHhVlomxiCE8tR1SrbRu60KatM0T0LSJV5rQWdmLFZI6uxdd4aGcJsRQnD+4PZcNiKd6HArd47tzuB073j38E6+wWvj+rRm0xPjuWiIt8rp9txSnKZAr8+rsYwvH9GR3QVlLNmexyM/rvOINUCl08XBcodHrEFlYHv4h7X8snYv936z2ieYzOmSnnngOcUVOF2SogrfeeHusXagytS3onI7q0xj9AALtuQAUFbpJKe4ApdLUlTNXPPGwp9bcwGIjWg+z8lNjbTEKIr8Hkaj8jZwJT8yyLWC4a4VdBV7sAn1/dhV6GLAm6qmdc8UC99c6FvMwy4tbJDpvO48FwCbBU/iFCmVP73c7qTC4aJX2zgdaNbMCclfjlrJdBaIhHaQs0ktlxdCxUHI2wpdT6nVyxwtQzomsfbRsZ4v7n2n9WB7bqnHHW5GCMHVIzvx2ZJdJEaHUVCqRO2dKwYTFWblmPQWAa9x6fAOvPrbZn7bGPyY8k+rsvlpVTYAY3u3Iqe4kpTYcL78O4tpq7IZ2CGR5TsLuH1MBkNMgXXfLs/its9XetazCkrpkBzNx4t3MLB9C95fmMkXS7OYd+foKilXF27N4ZoPljKkYwuWbM/n88nDGda5+qj7Q5FfUklMhO2QFn5d4I7895/2F4hvlmUxtFMS7VpEH3JfTf0xrk8rnp+5iT/ySsgrqcQl4QZ+ojPb6cFOhCkiPL9MempaA6y9Xv3fJWoflxTMch3Da85z2UI6ceEWoiJsVDgkqbHhFJTa2Xuwgi6psfRJiyfMaqVlXNXfAE3zISQt7DojOsW7XF4Arw9XAWg1zGFuKMzpCSeP6sK/z+1b7b4ZreJY/cipPHi6t0LYST1acmzXFGxWC9NvOd7Tfv3oLtx3Wg9SYiPIaBXHjDVKgDskRXPFiHTPfrP/NcrnGv6zxq58bwl3fLmSK99bwjRDxJfvVFby+wu3szPXa7GbxRrgkv8tJr+kkvu/XcM5r/1BtmFx3/LZCkorHeSZprld88FSAE+A3No9B6t9HwLxwqxN3Pa5GsuXUjLw8Vnc8MmyQxxVN7jvy+y5MPPl0l30fXgm2YVl/OuLlUz+8O+A+2kaluyCUnbmlVFU7qCs0kGvylV0d/mKdblDkmzKD+56KN6zLIEKbGyWbdlOe/Kiu9AiJpyIcBsCQbsWUQztlERKbAQJUWEM7ZREmNWqA800zUywj73Ju1xeAA7DNVu0x9vudICjon77VQvERYbRJlGNjbWMi/AR/J5t4j3JVvq3T2TyqC4A9G4bz3ZDWF+7ZBDjjTHyzqkxdG0ZZz49ozJS2fzkeD4LIvgst6SSu76ueTrX/37fBij3u9uFv2JXAXM3HmDtnuqHQqpLsyqlZPrqqlPVXpqzmW+X7wagxJj6NmtdwySccHs/SqpJO/vYj+soqnAwc40qLrO/6NBZ8zT1y0d/7mBXfhnCCP8+0fUngyybsJrE2iUl0f8OLNYAEsEBmcAyutOWA9hdglZxEZ5a1v3bJZAaF0lGq1iSYyPILiwnISqMyaM66UCzZk7zEuw2/eDqmWq5JNfbnrvVuzzrIfjgrPrtVy3RLlG5Ty8dll5lm7vGt9kV3L99omc5o3UscZFqn7hI5XaLM421Dk5vQZjVQoqpglkgju+WUuP2u8f1oHV8JK/P9b7newrKOKVnKywC7vpqFd8t31Pt8dl+498Op4sKh5MZa/byz4+XcctnKyg0hHGPabzP6ZLsP3h0AuhyqSk1wbD/YDkfLdrh0+a2sLfnlvKFMR3PjLuO8c+GYLukSnijCR3+3JZLhd2JBcEpLOJu22eE4fuQaHu8erF2Ajkynj/EQByEs8/SkpZxEZTZnSAho6US6cIyO1arhUfP6sXz5/fntjEZWqw1zUywASKND/3upd62PJNg71sNuVvqt0+1RIfkaObfeSI3n1y1LOnDZ/bixhO7MqpbqqftjL5tPcsRNis9WsdzxYh0XrxwAIBHwB8/pw/Xj1bnTI6pGiX+881el/vjZ/epMaFDfJSNC0xBcgC78svokhrjEaivl2WRGue9Tky4lZm3jqJXm3h25Zex0kgq87/52+h6/3S6PzCDddnKVT5tdTb9H/uFZ2Zs4Ninf/WcI6+k0pOH/XCocDgpKrcjpeTStxcz8plfg5qrft3Uv3nwuzU+QUL5psC7u75eRaWfa9xmUV/HvzLzPH2+4t2/DrvPmtohUIKUonIHPSw7uV58yePWd2hJPuaiepbHvEM2jgd9vVQuCbtlCnNcx1AhbSSKEtYlnsDYPq0ZlJ7ECxf1p1NqrLaoNdUSkkFntVIPuzoiDaty9Vfetvzt3uWifSogTUoIUN4y1OmQHDhIKTk2okpxkIToMF66aADxxlxSq0Xw6Nl9PNs7psSwp7CcYZ2SsBiD2ObSgR2To3n1kkH0bBPnc8wn/xjGCc/NDdgPKeHyEeks2HyAZcaYt9Mladciis4pMWzLURG1ozNS+fJvlXRl2UNjiLBZaZMQyZwN+5m/6QBvXXYMT/683nPeV371fcj6r8mCBxW9fqDYK9gOpwshBD+t2kNyTAQjTZ6BskonZ726gPtP78mXS7OYtjqbL6eM4M9tyitz55crqXC4ePCMXrT1ezgpqXDw7oJMT4BZQWml5wHGLNgAv28+wOCOSZ731FypSQj1Xv29I5+ySidR4VY09Yc7QUpCVBg2C8zduJ9vl++mg30bd1veoxN7aEEJmFzhZrEuvz8Oi+n3wwnslwnMk/2JxM5BSzLzIsfRuuMAT9aynm0StEBraiQkBbvOosQBopNV8FneVohtDcLi6x4v2gsuuxrfDmv6qf9qqqn90kUD+XpZFt1aeqOaLaboszcvG+wpN/rsef3IMJbNkd590xJ8Mq5VOFykxEbwzfXHkVdSyUVv/YlAcFb/NMb0as34l+aTX2rnxB4tGd45mV5t44mwKbEa0SWZORv2AypALRjG9W7NjLV7+XjxDjqneO/jm2W7eXbmRnKKK4gMs7DmkbHYrMrCXZVVwOb9xdz+xUpPnveHvl/rOfa7FcplP33NXl64sL8n8Q2obHL/N2uTZz23WB0vpSS/1I7VIjxj9td8sJTYCBtLHziFyDCrz3z6+0/rSXS4jfu+Xc1f2/M4IcPrGdHUPe4EKZUOJyt2FeJ0uSi3O7ja8SX9rVsJF74pR81iXXB3HOHmMplAliuVb13H85JzIgDp8VGM6JJMuE0Fk104pB0azaEIScGuU2zhahz7tyeh43Gw9D1vCc7KEqgwxKW8sFkIdk2kxkUw5YQuVdqvHdmJ5NgIj1gDVdzcv90xmp15pQzp2IKJ//2TScPTeXLaOk7t5Y1yTYoJZ/oto3BJSZjVQgJhfHTNMF6cvYkTu7esYlVee3xnTshIJTOnhMkfVY2g/uDqofRuG89vG/Zz51cq6K1323hmrN3L1EU7PfvFhFs9QXGpcREcKKrgl3X72JlXyoLNOYzKUNZ2bkmlx9Jdn32QQR0SGd29Je8v3E5RuR27U3Lb5ys9gp2ZU1LFslcFWlwM75xMpcNF+6QoT3Y6UEMAPR6cwXFdk8kxeQCOSW9Bj9bxLNqWS3xk8/uaNjTuBCmLMw9SVulgf1EFdruLk8KXEyF84wo6v+wds866LZb4CF/PnAMrpUQxwzUEgJ6tYoiLjsDhUh4rnbVMEyzN85cgpSuc/55aXvsdlBqCXbTXu0/5QYhrXf99awQ8cEavQ+7TKSWGTkZu9J+NaWWXDOtQZT+rRWA12Sp90hJ4+4oh1Z63W6s4uqT6zmOOsFn49Y7RHtfzxGPaeQU7zTfoZ1RGKn3axvP63K0MTm/BW5cPZtDjs7jelBLWnbQFlFi7OSGjJTef3I2bT+7Ggs05THpnMYnRYezKKyUizMJpL/2ugodMuDObdU5V70VKbISPYLv5Y4vy8tx2SgYTBqXRPkkNbbx88cBq3wtN3RFuFczfdIDN+4vpYN/GZMsSRoctJxJfsR43tYTtBepDsuafMbSNq1p5q1hG8pLzHDbKdMIsKrtZQpSN58/vX1+3o2kiNE/BNhOdDLuXgb3MT7BrMcuaplax+E0Kv3Nsd59AN/OUtg5JMXx7/bFktIrjr8w8RnRJ5u8d+bw+dyspsREkxYRz3qB2fL1MjZe7XdaThndgaKdkPlm8gzCrhd8353BsV2/ClpHdUrj1lG68OHszJzz3G/5VRG8fk+FxjcdF2sjKL+P0fm3omhrrma/uz+l923D1yI6eKH1Nw7A+u5At+4th/xrucc7k+LA1lBNOF5Hl4wa/4ecyftmmHtDmXRFNr1Rfj5BLwgESeNhxBTNdajpkTIQVIQSFZTr6X3P4aMGOToLCnfBCbzjtOW97hRbsUOa9q4Zw1XtLAGoMyEqNi6CrMQZ/ojEXfXjnZO4c252JxyhX9rMT+zF5VGeWbM9jbO/WLNyaw2l92xBmtXBW/7YcLLcze90+BvtljUs3AvxcUgn04sw8j3V+08ndmLp4B/sOVnBW/7Y8cU4fhBBszynh3QWZtIgJ96SD7d4qjm9vONZT2a2hEUKMA14CrMDbUsqn/bZfCtxtrBYD/5RS+mbHacRM/XMHkbnruVj+RLplDxLoJrIwf8qe+aOC/y5VU/y+mBjF8em+ZTKdEha4evO0cxIbpZpmGW0DISwg0cMcmiOi+U3r8ifKSKFZmgsF3nHOkLawF70Bu5r3dJ8Tu7f05FCXsur2e8f3IMJmCfjDaLUIbjixK63iIz3r3VvHMWl4OqlxEZw9II0wq/erER8ZxoRB7Xwsd4BuRnKZq4/rxE0nd+Oja1Q1tj6GG949971tYpTn2I4pMax+dCxfTRnhmQffMSU6lMTaCrwGjAd6ARcLIfzHQDKBE6SU/YDHgbfqt5d1y/JdhVxS+TnDxGr6iW10Evt9xPrj1XbunaPiDV4cG8FEvzKZLiCbFHbJVh6xBrDZbESHW8loFUvvtnrMWnP4aMG2e1NosuxD73L54aXArFdm3A3vjGnoXjQ4PYygt3YtqgYHXndCFzY+Mb6KyNYmfdIS+PX2E3jwjJ6AcsUvvOckPv2Hcn8+fGZvQFn0/rSMj+R/lx9DVJjVk3kuRBgKbJFSbpNSVgKfAWebd5BSLpRSuoupLwKaVIhzn4JfOU6uJEaUYRG+T4Nztjm47FsVg3D7iHBuHlY1L0GFDCOXeI6xbPX8wNoE2CyCwektsFotOsWo5ogIjcd6P+p0HrY/EabkBnnbICxaiXgoW9gaQFUc65OWwOCOSYfeuY7o7BcAZ56XfYKRztVsrZtpGRfJ+sfH1Wn/joA0wJyGLQsYVsP+1wDTA20QQkwGJgN06FA14DAUmbZqN+c6fsYpII4KnzHrlXudjJmqHvAn9LDx3JiqtdqdQDleEbdYIExAmM1KZJiVjimxjOvTSkeFa46IkBTsOp2H7c/If0HLXlCaA9NuV2ItrKqSVygSyP/bTLFYRIOKdTBUJ9Y1krtVBUB2PK72O3RoArkkAn7ohBAnogR7ZKDtUsq3MNzlgwcPDrkP7vrsQmas2cfugjLSEqPIaBXDjzNn85zYSrSw+7gfdxa6GPiWSurTt6WFry6omqBIAkVEU4mNOMpZaulF5xaxWCyCjJaxdEqN1bWsNUeFdomHRULvc2DApd62yHg1pu0MwfrLLh1d2uR5ZRC8f1pDXT0LME+qbwdUSe4uhOgHvA2cLaXM9d8e6rgzmRWW2WmTEElhmZ0ff5nN5JI3iPET67wySUejTGaYBVZOCVwetYQwkFBkiWW3pQ1fMJbE6DAyWsZqN7imVghJC7tBCIuCCW9DUmf46ir4+33YsRBuXNLQPfOlEVYS0zQqlgDdhBCdgN3ARcAl5h2EEB2Ab4DLpJSbqp4i9HFnMkuICuNAUTlbDpRwVdEn9GaDj4uh3CFJMZXJrHggvsq5XIBTCtbILthtseyM6EZWq5OxVbajQ1I0aYlR2g2uqRW0YJvpd756dRcIyQmh36K8TFj4Moy+r6F7omnCSCkdQogbgZmoaV3vSinXCiGmGNvfAB4CkoHXjaA+h5RycEP1+UhYu6eQg2V2Mg8UkV/moJvcwUlhfxEuvAVZnK6ay2QCOIBSGcU8Zx/uEreTkRSLEILO0bE8Ok4X79DULlqwAxFp+pLZy5XbvC7YuwZSu4M1iEQZX1+rKox1PaVu+qLRGEgpfwZ+9mt7w7R8LXBtffertlifXUhWfhk5RWUkl27lJssszrH94SPWUkrCnqipprUxZi1j2Ohqx2uuCVjDBAVlDo7vmsykEelarDW1jhbsQJgFNG8btDJNQ539KGydA9fNP7pr5GyBN46DY2+GUx8/9P4uYzw9FMfVNZpGxIw1+2gdH4Hct4bJ1p8ZallLnPAdarKaalo7/cpkgkqM8pfsyV+unsxmKFtkB1pFh/HmZYO0UGvqDC3YgTCLYvZKX8Fe8B9jHwdYj+LtKzLieHZXLWIREGk8/eugs+ZDIy3xGursLijjQFEF4yxLKCSaNiLfZ7u58lbF/XFV5vI7gBmuodzsuJVImyAmIoxEoFebeC3WmjpFR4kHwizYG6cF3qdgx9Fdwy28Ish/gXs6V2Xx0V1X03hwOQ+9j+awCbcKLAfWMcEyl0mWX7CaZq2Zxbrw7jifGuWg5lmXyGgKZCzhVkGYTR3dt22czl6mqXO0hR0It/u5dV/YPBsqiiEi1ncOdO5WiEyEgu2QdszhX8NpCLYlyH+B28Ke/cjhX0sTWsx+FPYsg8u/r3k/Z+XReXE0Htxzrhdvy8GevZb7eJc0kY/VlMmsw4teN/ju22KJM5XJdI9Zl8goFlv6Emdx0TIqgjYJUbRJiMRi0dO2NHVPSP4a1Gums0C4xbHPRJj9MDyVpsaac021jnM3w6LXYNtcuHs7RLVQAWrWMLBUX4zCg9tSDibgDLzWVll+zftpQh/3sMqhcFYCVRN0aA6P9dmFPDtjI3sKyth6oJgbxEL6WLf5iPWYj0rIOqjW110fQxv/MpkSdspUFsi+HNe1LbEtUsiMbO9JuqKnbWnqg5B0iUspf5RSTk5IaKAvwLlvwsBJMGyKt23hy77u8S2z4YAx7WvzLHC54MlW8PU1wV2jwniaP1wLu65wOiDzKAPpNLWLDjCsFV6evZml2/Ow7F/LQ+Jtpli/Iwbvezv5pzLmZKoH4gVXRdMjxa9MJrBJtuMHOZKwsEhycvZT3Gk8t43J4Pnz+3PbmAwt1pp6ISQFu8FJ7Q5nv6amc92V6bstMhEGTIJt87xiu/Q9FTkOsPbb4K7htrCDscYBZB2PZ/7+PHxwpkoWowkNXFqwj5Zpq3Yze/0+jrP/wUdhT3Cp9VcihcsTy/fv3yt4e5l6n7++IIpj2/s+QLuAYhnFElcGbckltWUrlradxPfZoZ0SV9M0CUmXeEgRbfpiZoyDCz+GA+thxVRVRxtg50JYZMzVjg1yHMttYYtgBbuOLewDG9XrwSpZKJX3wOUAW3jd9kHji7OyoXvQqFmfXcgrv26ls9zBM2FvEu83devDlZU88Jtqe2V8JOf28B2ekqjKW2tcHXlK/AOr1cI1XTvjkpLsgrL6ug2NxoO2sIOh84mQ3A0u+VwFAbXqA4lGnduBk9Tr1l/Va0kObPoFHkmAg9nVn9Mt2MH+KAcSbNcRiPjGGVBZWrXdbXIEKi7y3RR4IvXwrzX3GchaevjHNVVK8w5v2EG7xI+I9dmFvDBrEzd8vIzMnBKesL1dRax/2ergyu/LAbjr2HBuGOL7MCqBMmnlT1dPlsiexESoNKYAReUO0hKrlnTVaOoaLdjBcPl3cJNJeISAYdep5VZ9Ia6Nd5t0wm9PqOVtc9VrzhbIMs23XvEJ7F6mlu0BxDMQgYS0OrEvK4AZ90JliW/73tXw6YUw/c6qx3imlwW4zqrP1evhPCC4nDD338EPETQHPjxLDTsEixbsw8Zd1GN7TjEHiiroJrczUGzz2Wd5tpNxH6vv3QW9bDx9StVMhuXSwi+uoRSQwEzXEModTvqmxVNYZqewzK4jwjUNgnaJHynD/glxrZWbfPdSWP0ltOgI+duVYALMe0YFqq3/Ua0/UqiCu777p/c89nIl7AW7YNBl1V8v0JxcZ0XgtKmL34RFr6v+HXeLt93dr5wtAS5Qg4Xt6WuJb/3wmnDXE3eUB7f/ocheqVLGtuhYO+drCPau9l13OWuOYdAu8cMDuF2GAAAdv0lEQVTmlTmbWbwtj4IyO04Jt9s+wmKKBs/Md3HM/9SD7KA2Fj6bWDUKv1TayJRpbJdtmM1QdoV1ZFTXFKIjlZV94ZB2OshM0yBowT5SLBboc55aHveMcnH3vwi+vNKbVCU/U/25Kdpb9Tz2UvjwbLVck2AHCjpzVPODbjGs5Xy/5C7ucwRK1uJuqymTWkXRYQi28XBgr6WxvjdHqddHCoM/5rVh0G0MnPpE7fShtnFWgqUG16q2sA+Laat2M2fDASocyhM01rKIUZa1nupbuaUuuryigj2jbLD0H1XLZNqBhbIv/+e4AEdKT3q1SeAUXcdaEyJol3htEJOsxrd7nwvth1W/367FVUXbLGileTDnMXiybdVjA1lb1VmvJUZ5Yv9qYxVGZHqgdJduwfZ30ZtFo+Iwsqy5LexgXf51wYENsPCVhrv+oTiUBa2jxA+LN+Zuo9LhorvYwSu2F3nd9jIW46NeZpekPu/9/JbcF6DyloR1ro78x3kByZ0GMLJbS13HWhNSaMGubU59AtoPV65yf6bfDQU7fdtyN3uX966C3/9PuZ5zNvtGbAeyVKv7wT+4W71u/x32LPe2VxhpF6Ws6vp2i7j/dfK3e5dfG6LKfFZHaZ430K7Mz8J+PBW+mVz9sc2RQ1nQ2iV+WGTmlnCqZRGvhb3EOOtfHrF2uiQxTx2iTKaEua6BPCivo1OvobRpEUNCVBiTR+kSmZrQQQt2bdN+KFwzE4YY1QfbD4ORt8Hp/4GibPjCcHtHJUHPs3yPdbvGAV4dDO8aou+oDGxNOyqqtoES+raD1PLm2d72ckOwdy5U1/IJIqtGsBe+7Lu+8rPA11z8JjzbCf7Tw7iWW7ANC9tZ6Q1eA2WB5/kGAx0VuVtrjspvaALGIBxCkLVLPGjenLeZ4+x/8KztLTqLvZ6xvkOVyQRVzGOd7Mj/bJfQd9BIXp80WCdE0YQkWrDrik6jYNDlMOEtOOUR6HKS7/Z/rfemGR1+g0rI4o97LDw3UJAYVcXUzcHd0LIXRCRAyX5ve4W3sAGZ82Dbb951t3jY/SLLd/zpncIGvha3m8IsmH6Xd11Kk0u8LHAg2zunwssDA/ffH2cQFcpeGeR9WIDAEe2/PQX/1zO4awaiJNc32v9wKM2r2qYt7Fph2qrdTJ8zhwesU4mjHPOAz6HKZBbKKOa5BnKvawquVr25bER6lX00mlBBC3ZdYYuAs17xRjUn+v0QhEV63dDH3gT37FBj4GYsNiU8B9b7tg+cpPbd/odve+5WlQClaC/Et4XYllBsEuxyv4CtTTO9yw7DsjZb2FIqa72lSeT8+/L9jfBCb9+2RxO97nx7eWDvwIENVduqw3EEgWtmsXM/MMx72lvW9Eh4bxy8fdKh9wuE+WHJTWkuvHe6+r+5XDD9Ht989drCrpH12YXc/80q7vhqNbc4P6CtyPMJzzhUmUwp4XdXX150XcjeiC50bxWnLWpNSBOSUeINXvyjLrBYYMSNahpPn4mq7Zw31JSweGMed78L1bzlgZdBTKoqErHwZVj7jcqI5o7yPvs1+OUB2PCzb83kVwZ5r+cv2JUlsPwj3z5lzlOvuVu9U89KcpQV3aKjEhl7CaRkwKYZaru/29n/nG7cEer20pqD1bb+pu6r6ynV73MkkeZO03BBZYmqtubZdoS1zN1BfE578EVbzH3w58BG2LFAJVOpLIbF/1XDFZ5+asGujvXZhTw/cxP23at43fk2o6zrPGPWcOgymQAVWHky+i4SoyMY2yGBCmcNUxo1mhAgJC3sBi/+UVeMfRLGPAZt+qn1hDToZRq37j4eJs+DM19WpT1BVQvLXgnthvieK7aVEiW31eyODHeT0E6JvtslvuRtXwu7/XAVACelr9Cv/QZe6q9E1m0lp3b3bi/NCa5OszvwzV4GlUXV7/fROTD1PN82ezn8cLPX/X4kkebm8f0yP3e0v9v/cAmmP+t/gn+neYU6kGC7s90d3OMVZ7NI//UmLP/46PraRJmxZh+2/Wu5oeKtKmKd9h/v523Pv3zLZLpxSEGuJYH05FiOSU8kwmbT2cs0IU9ICnazpu0AZY2bc5K3HQQXToUh/1BlPsG7veSAcqe+f5rveeLbqn2KD8CM+2DWQ77b2w1WwlPqJ/Ru9q+DP19Ty0mdve3SpcasoWYL0CPYh7CwA7F3FSz7AN4Za5zjEBa2uR/7N8C749X74sb/Hg+3P/4ESu3qz2//VlazO/4g0ENCZQDBNo/AZi2B768/qq42RdZnF/LDyt3cWfQkQ8QGHzf4SR+UkF2sLOUNN8TQOtavTCZQjo1cSwJ7ko5naKckwqxWnb1M0ygISZe4Bl/BnvS1KkJy+vOm7S3V69J31Y/9gQ3Q6QSvmzu+LcSmQkWhqtvtJrWnGoduM8A4/r3A11/9ldfdndDed9tL/eCWlWCN8LYldfaN+naLur3MW5kMVMR7TUVE9q31pu8sNuasH8qiNVuv855RbmVzStSKour3PxKCsbAjjWhkz5BEgGM8Fvbu2ssI18Rxu8JvKnqezmK/T4DZtT+WMXeH8v4svDqajGTfLHJSQpZMoiQshRJrIhvaX0h2YTlpiVE6e5mmUaAFO1Rp0RGOuQq6nuxbMcyNW9AXve5tm/geLP8Q1n2vos6Tu/keI6wwZYGy7Ny1vH8LkAUsMkG5YwEm/A8S28PtG2H/euXCBpj3HAz9h1q+8GN1TbNgu4O+nBXe6WQAxfuU9V4dP97iK15Oe9VAOP/EL2YBTminXs2R9f4CXXmUFnZQgm38+BfuCtwH8HWJH22fmgmvzNnM/i1LOduywOdj8MT8Ct5drrwU310YxfB2vj9tUkKujOZvS18iEjuS034sl597en12XaM5arRghypWG5z5YvXb49NUFHlkIoy+R4lcTLKa8z3yNrWP/7i3dKrzRrVQFrib9ONghxFxfs0smP2IWm83FPpdoNrjWvuKzvb5sPoLtRzbKnBOczfzn/UuL/iP8gr446hQkfXhMb7tFUW+gl1ZrB4c2g81tZn6FWbkhs7ZHHi7+xxHQzBBcGHGeGiBIdiBXOJmwfa46XXgU3VMW7WbrI1L+cjysM+Y9fsrKnloropZeP20SM7qXrVMZgHR/BhxBt8nXkHn1FgmD+9Ujz3XaGoHLdiNlch4uH2TsuSqi3hOSFMpRwOV5oxr7V1OO8Yr2O2HQqvear11H99jEtOh30VqTHjLLNN12gXOT44AJOw2zV12VzDzp2An/PFi1TnXvz4B677zri//GGbcDTevgCTjR9cswO6xa3d9b/CtPS6dR+8SD+Z4twB7LOxALnFjn8oilVRHUy3b1iyi5Jvn+UTMJUZ4YxZmbnFw9Q/KI3PfyHCmDK5aJrNSWtlEe+Zbj6V323guG5Gu3d+aRokOOmvMxCQfenrS5d9D59FV261hYDV+3FoZ86jdFrm7wId/oQ+rDSa8Cb0Nt3jbQXD9YmNaWoD85DEBamjnbYO0wSqpi5k5j8HyqWqak5ml7/gGjeUYQmyex20W0OJ96tWch9u93X2/Rxt0FoxL3D3vuiSnah89/TKNrbunjNU0XNBM2bZmEaXf3865cpaPWP+9x8n4T9T/4pI+Np44ydfLI1EpRxc5u/NWzD+5+8oJ/HtCPy3WmkaLFuymTqdRcJlhofa/2HdbuDE3OaE93Pg3TPpGrR9zlZpWNviawOfsOgbSR8J5b0PLHr7bTrjHu+yevuZPxji4eoZv295Vh74X8E71Mru8zQJqThTjxl+wi/d5s8y5Kc3znfbmdHjF1p9gXOLucXu3dW8vAZvftCFzMJzZI6DxMG3VbrI+v51elWt83IHb8l0MeVv9X4e2tTB1gm+ZTCnhb1cXzrQ/xZPJT9F30HFaqDWNHi3YzQEh4N4sOOtV33a3ZR3XGlK6eiObE9ur4LQW1aRpjGsFV02D5C6+1wCISfG2mQugnPOGyp8OMOASCPerQ+yf8nTQ5YGv7U7IYq5EZnaJFwcoYVqUDZt+8SY7+eV++O9IX/f7s51UOU43P98Bz3VRc8L9MVvLedt8g+rcuC1s92tlqbrnYVNg1J3GtgAWdiBqqlHehJm2ajczv3yT48QaH/9NUYWkq1EmMz4CFl1btUzmdpnKxY7H2RfVlXYtovWULU2TQI9hNxcC1bGe+B6s/8F3nnVtEpOiqpdJFwy4WM0xL96vxtYDWcJtB6rqYn0mwnG3wrIPVXtSF8gzUna6hT13ixLv729QVcncBDrv3++pPzMHs2DDT8q97xZO8ziye0rb3lUqoM88zc5t0e9fD68Ph5iWcKfJ4i8+4J2H7hbzyhIVUDf+GZU6dv5zvoJdUyCc017zVLgmxvrsQmas2cf8Bb/yrnjLJ8CswiFJeEa9bz1SLKy7vqpYl0n43nU84TYLIzolcfMp3bR1rWkSaMFuzsSmwpBq3N6HTYAx7Db9ffOjt+zpzUseFiCr1NDr4LspSjgjTFWVTnlEid3UCd70rDmbVTCaWaxBiWurPrBvjalffhZqSoY6fv86JdjmoDj3tDGXYX2/M6ZqP92C7Z46VrLfm650yxz4zpTsxG1h20sgzIiA94ylF6nliLjqE9iAyqXeTAR7fXYhb83PJL+kghddT5No8Q4/OF2SqH8rse6UKAKKtUPCH3Igmckn8vXFx2qh1jQptEtcUzu405cmtIdz34SLPqnZcjeP53Y5Ca6aAZ2OV+vWcK97HtQUNPN0r7AYlSJ1wzRvW48zvMvJXbyiGJ3se90+58E/F6rIdre1vnuZd3t149Zm3BHf5rzq7jSuUyd43fJt+itx/+JylavdfQ9u17y9FGyRappdTQRyyzdRZqzZh8vl4oxtj9JeeOMM/Mtkbr25qsfIJWG6ayg/J1/Ny/+6XIu1psmhLWxN7TDkH8qy7XhccPubo9svM2Ulm/gedBiu5mS7ad3Xdxx3yDWqKMquxd62CW+pqmFl+cpiTWiv3OjRSUrc3SS0V4KZmO4dDzdHZhfuVJ6HmsjdAm+f4jtdrjDLmywF4PjbVZR89kqVVAa8ldusEXgsf1tE4NKq1ghvAZMjqVbWSNldUMbV6y+nr2WXT2IUt2UNgctkOiRMdw7h1eT7+OXWE+ujqxpNvaMtbE3tYLEEL9ZuRt8LV033beszwZvUpd9FqhCKLUIlZhl1J7QfBoOvrnqu8BhobUSlh8d5A+ai/LLEuR8EWnSEXYtg9qOw+ktv+lVzyVF/2g1VSWbWfafyfJtd6e+fps7jJibV160P0KqX0YdwSD9WLVsjqlrYl37lW3ClGVnY5627jb74inWP14qpNEZC7A9ULZPpkrDU1Z03mcBLFw9Co2mqaAtb03CMvqfm7RPe9F0/6YGq+5z3jnd6Wp8JsOsv5Yp2pzf1d4m73dHuCPkF/1GvnUerMeU/XoLjbvE9JjpZjTGfeB90HKmKosx+WG1r2ctrof98h/eY9OOgYIfvedwWNkDPs1RymtKcqoIdEacqu7lzqjcjC3uY828fsR43tYRNucqTUXpfHFaLr1hL4ADxPOa8knPGjdFucE2TRlvYmsbJJV/AgElqTLq7MX3smCvhgb0qIr33OTBwErT3S8/qLlgy7Dq44EPoMAJOelD9DbpcCf3nk3yPSTc8BzEpSvBH3grdjTzUKd28qWDd/GuDmoPub2F3ONa7nJqhXh3lVQPKwmPV/Hn3vHhzqdB6QAgxTgixUQixRQhR5alKKF42tq8SQtSJWXvND2X8sk2Z1vl3xRFpqyrWB2U4z1qu4caLz+a6E7oFOItG03TQFramcZIxVv1VR+fR6q80T2VRc483u13iFquqRW6uR+4eg976K8S3U1O/AM55Xe3nrlEOKkBu4zQYcaNK59r3fFj4CmQt9aZ9jWtjXDMSHtjn2z+zte3ySx3rnoLnjqQPJlFLLSGEsAKvAWOALGCJEOIHKaU5Bdt4oJvxNwz4r/Faazz0WznvrVBZzXbfFktCZNVZCGXSymOWG/jHdbdpy1rTLNAWtqZpE50ED+dDCyPvuLWG6VFhkSrorc0AuNyUvzwiDvpO9N13yD9UBTN3EZJWveHcN+Cmpd4kMqkZcN18uGMzVTCXLHVPVTNfD5TQQ32X3hwKbJFSbpNSVgKfAWf77XM28KFULAIShRBtaqsDJZWSJ35X1d423RhLmzjfnymHhFWujlxpeZqTJ/xDi7Wm2aAtbE3zIKkT5Gf6Rp8Hos8E9XcorDbfAirV0aZ/NcebKkq5DMFu2Rv2r21QCxtIA3aZ1rOoaj0H2icN8KlgIoSYDEwG6NChQ1AXl0BUGIztYuWZUyLpmuQVaymhiHCmyePJ6TGJx046WYu1plmhBVvTPEjqrFzd5nzhDc3xdyjR73aqCnib+I5vRrqYVOVyN6eArXsCZMCpUvMzmH2QUr4FvAUwePDgoPKrPuW8mPusnzL9Uu+8eykhX4ZzieNR8mO68ME1w7VQa5ol9SrYQogYYD7wsJTyp/q8tqaZ486wFijvd0Nx8oPe5Uu/qLo9JkVFi9cvWYDJX087YM8R7HNEnHfjMzz+Klxt/YUESigkhnedp/Ke80wyWkbzwcWDtFhrmi1BCbYQ4l3gDGC/lLKPqX0c8BJgBd6WUj59iFPdDQT4ZdJo6phBV6ikKsOmBH/MOf9VGdGaF0uAbkKITsBu4CLgEr99fgBuFEJ8hnKXF0opa6Wgd882CVxw4zM8Nfta/tqRj93pon1KNK+N7szp/dJq4xIaTaMlWAv7feBV4EN3Q3XRpCjxfsrv+KuBfsA6IBKNpr6xhnmrZAXLAH+davpIKR1CiBuBmajv8rtSyrVCiCnG9jeAn4HTgC1AKXBVbfahZ5sEXr9scG2eUqNpEgQl2FLK+UKIjn7NnmhSAONp+2wp5VMoa9wHIcSJQAzQCygTQvwspXQF2O+wA1U0Gk3tIaX8GSXK5rY3TMsSuKG++6XRNHeOZgw7mGhSD1LK+wGEEFcCOYHE2tjvsANVNBqNRqNp6hyNYAcVKVplBynfP4prajQajUbTLDmaxCl1Fimq0Wg0Go3Gl6MRbE80qRAiHBVN+kNtdEoIcaYQ4q3CwhCaM6vRaDQaTQMSlGALIT4F/gS6CyGyhBDXSCkdgDuadD3whZRybW10Skr5o5RyckKCnm+p0Wg0Gg0EHyV+cTXtVaJJNRqNRqPR1D66+IdGo9FoNI0AoaZUhhZCiDOBM4ELgQCljnxIAXLqvFOhh77v5kMw95wupUytj84cCUKIA8COwzwsVP/XodovCN2+hWq/IPT6Vu13OSQF+3AQQiyVUja7tEj6vpsPzfGeIXTvO1T7BaHbt1DtF4R23/zRLnGNRqPRaBoBWrA1Go1Go2kENAXBfquhO9BA6PtuPjTHe4bQve9Q7ReEbt9CtV8Q2n3zodGPYWs0Go1G0xxoCha2RqPRaDRNHi3YGo1Go9E0Ahq1YAshxgkhNgohtggh7mno/tQWQoh3hRD7hRBrTG1JQohZQojNxmsL07Z7jfdgoxBibMP0+ugRQrQXQvwmhFgvhFgrhLjFaG+y9y6EiBRC/CWEWGnc86NGe5O9ZzOH+g4LxcvG9lVCiEEh1LdLjT6tEkIsFEL0D4V+mfYbIoRwCiEm1ke/gu2bEGK0EGKF8XmfFyp9E0IkCCF+NH0Xr6qvvgWNlLJR/gFWYCvQGQgHVgK9GrpftXRvo4BBwBpT27PAPcbyPcAzxnIv494jgE7Ge2Jt6Hs4wvtuAwwyluOATcb9Ndl7R5WpjTWWw4DFwPCmfM+mez/kdxg4DZhuvE/DgcUh1LdjgRbG8vj66Fuwv3vGfr+iUkdPDKH3LBFYB3Qw1luGUN/uM33PUoE8ILw++hfsX2O2sIcCW6SU26SUlcBnwNkN3KdaQUo5H/VhMXM28IGx/AFwjqn9MyllhZQyE9iCem8aHVLKbCnlMmO5CFVUJo0mfO9SUWyshhl/kiZ8zyaC+Q6fDXxovE+LgEQhRJtQ6JuUcqGUMt9YXYQqMdzg/TK4Cfga2F8PfTqcvl0CfCOl3Akgpayv/gXTNwnECSEEEIv6DXbUU/+CojELdhqwy7SeZbQ1VVpJKbNBCRvQ0mhvku+DEKIjMBBlcTbpexdCWIUQK1A/rrOklE3+ng2CuZeGut/Dve41KE9AXXPIfgkh0oBzgTfqoT9mgnnPMoAWQoi5Qoi/hRCXh1DfXgV6AnuA1cAtUkpX/XQvOIKq1hWiiABtzXGOWpN7H4QQsSjr4FYp5UH1wBt41wBtje7epZROYIAQIhH4VgjRp4bdm8Q9GwRzLw11v0FfVwhxIkqwR9Zpj4zLBWjz79eLwN1SSmcN3526IJi+2YBjgJOBKOBPIcQiKeWmEOjbWGAFcBLQBZglhPhdSnmwjvsWNI3Zws4C2pvW26GejJoq+9yuQOPV7UpqUu+DECIMJdYfSym/MZqbxb1LKQuAucA4msc9B3MvDXW/QV1XCNEPeBs4W0qZGyL9Ggx8JoTYDkwEXhdCnEPdE+z/c4aUskRKmQPMB+ojWC+Yvl2FctdLKeUWIBPoUQ99C5rGLNhLgG5CiE5CiHDgIuCHBu5TXfIDcIWxfAXwvan9IiFEhBCiE9AN+KsB+nfUGGNH7wDrpZT/MW1qsvcuhEg1LGuEEFHAKcAGmvA9mwjmO/wDcLkRLT4cKHQPFTR034QQHYBvgMvqwUIMul9Syk5Syo5Syo7AV8D1UsrvQqFvqM/x8UIImxAiGhiGilUJhb7tRFn+CCFaAd2BbfXQt+Bp6Ki3o/lDRZBuQkX/3d/Q/anF+/oUyAbsqCfDa4BkYA6q3OgcIMm0//3Ge7ARGN/Q/T+K+x6JclOtQrmmVhj/4yZ770A/YLlxz2uAh4z2JnvPfvdf5TsMTAGmGMsCeM3YvhoYHEJ9exvIN31Wl4ZCv/z2fZ96ihIPtm/AnahI8TWoYa+Q6BvQFvjF+JytASbVV9+C/dOpSTUajUajaQQ0Zpe4RqPRaDTNBi3YGo1Go9E0ArRgazQajUbTCNCCrdFoNBpNI0ALtkaj0Wg0jQAt2Jpax6jG81ND90OjacoIIZKNqlcrhBB7hRC7TevhdXTNQUKIcXVxbs2hacypSTUajabZIlVmtQEAQohHgGIp5fPBHi+EsEqVFvdwGAT0AWYc5nGaWkBb2M0YIcQkoWoxrxBCvGkUoSgWQvyfEGKZEGKOECLV2HeAEGKRUfv3W2HUZxZCdBVCzDZqyC4TQnQxTh8rhPhKCLFBCPGxqOekxhpNc8ao6/y3Udf5WqPNJoQoEEI8IYT4CxgqhDjLqBH9uxDiFSHEd8a+sUKI943fh+VCiDONTHwPAZcavxn1Vmdbo9CC3UwRQvQELgSOk1IOAJzApUAMsExKOQiYBzxsHPIhqqBAP1QmIHf7x8BrUsr+qPrA7rSRA4FbUfWbOwPH1flNaTQaN1dIKY8BhgD/cj9gAwmo7/dQVE3o14FTgVFAa9PxD6Fyfg9FFcP4P1QWwsdQef4HSCm/qp9b0bjRgt18ORlVNWeJUdrxZJSwuoDPjX2mAiOFEAlAopRyntH+ATBKCBEHpEkpvwWQUpZLKUuNff6SUmZJVZ5uBdCxPm5Ko9EAcJsQYiXwJ6rQhdvzVQl8ayz3AjZKKXdIlfLyU9PxpwL3G78NvwGRQId66bmmWvQYdvNFAB9IKe/1aRTiQb/9aspdW5Obu8K07ER/1jSaekEIcQrKYh4upSwTQixACS5AmfTmo67p+yuAc6SUW/3OParWO6wJGm1hN1/mABOFEC0BhBBJQoh01GfCPTZ1CbBASlkI5AshjjfaLwPmSVUnNstdus+oIBVdr3eh0Wj8SQDyDLHujXKLB2It0F0I0d6IMbnQtG0mcLN7RQgx0FgsAuLqoM+aINCC3UyRUq4DHgB+EUKsAmYBbYASoLcQ4m/U2NVjxiFXAM8Z+w4wtV8G3Gy0L8R3HEyj0dQ/04BowyX+ELA40E7G8NWNwGzgd1R96EJj86PGOVYLIdYCjxjtvwL9jUA0HXRWz+hqXRofhBDFUsrYhu6HRqOpe4QQsVLKYsPCfhNYLaV8paH7pQmMtrA1Go2m+fJPI7BsHRAF/K+B+6OpAW1hazQajUbTCNAWtkaj0Wg0jQAt2BqNRqPRNAK0YGs0Go1G0wjQgq3RaDQaTSNAC7ZGo9FoNI2A/wfzw4ojaT3X+AAAAABJRU5ErkJggg=="
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり(drop rate大)\r\n",
"- テストでは正解値が大きいときに推定値<正解値。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 24,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.6, multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'high-headdo')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:21<00:00, 14.16it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり(drop rate大), GaussianDropout\r\n",
"- テストでは正解値が大きいときに推定値<正解値。Dropoutと大して変わらない。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 25,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.6, drp='gaussian', multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'high-headdo_gaussian')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:24<00:00, 12.49it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"headの直前のdropoutあり(drop rate大), UniformDropout\r\n",
"- テストでは正解値が大きいときに推定値<正解値。Dropout、GaussianDropoutより良い。"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 26,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.6, drp='uniform', multi_in_head=False, head_act='relu')\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'high-headdo_uniform')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:24<00:00, 12.28it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
},
{
"cell_type": "markdown",
"source": [
"分類問題\r\n",
"- 学習もテストも問題なし"
],
"metadata": {}
},
{
"cell_type": "code",
"execution_count": 27,
"source": [
"cnn = CNN(conv_act='relu', conv_dropout=0.0, head_dropout=0.3, multi_in_head=True, head_act='relu', classification=True)\r\n",
"rslts = train(cnn, epochs, batch_size, dev)\r\n",
"plot_result(*rslts, 'classification')"
],
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"100%|██████████| 300/300 [00:21<00:00, 14.02it/s]\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
],
"image/png": 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"
},
"metadata": {
"needs_background": "light"
}
}
],
"metadata": {}
}
],
"metadata": {
"orig_nbformat": 4,
"language_info": {
"name": "python",
"version": "3.7.7",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3.7.7 64-bit ('trade': conda)"
},
"interpreter": {
"hash": "5f07ce16a427d3b960bb39c647a58705bc072032a07efa5cad8e2ff7420b37d7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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