Deep_Learning/Lab5/4-param.ipynb

355 lines
239 KiB
Plaintext
Raw Permalink Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "markdown",
"id": "28b857f6-9749-4eae-8201-7c9da1f08fc7",
"metadata": {},
"source": [
"<p style=\"text-align: center;\"><img alt=\"school-logo\" src=\"../images/school_logo.png\" style=\"zoom: 50%;\" /></p>\n",
"\n",
"<h1 align=\"center\">本科生《深度学习》课程<br>实验报告</h1>\n",
"<div style=\"text-align: center;\">\n",
" <div><span style=\"display: inline-block; width: 65px; text-align: center;\">课程名称</span><span style=\"display: inline-block; width: 25px;\">:</span><span style=\"display: inline-block; width: 210px; font-weight: bold; text-align: left;\">深度学习</span></div>\n",
" <div><span style=\"display: inline-block; width: 65px; text-align: center;\">实验题目</span><span style=\"display: inline-block; width: 25px;\">:</span><span style=\"display: inline-block; width: 210px; font-weight: bold; text-align: left;\">卷积神经网络实验</span></div>\n",
" <div><span style=\"display: inline-block; width: 65px; text-align: center;\">学号</span><span style=\"display: inline-block; width: 25px;\">:</span><span style=\"display: inline-block; width: 210px; font-weight: bold; text-align: left;\">21281280</span></div>\n",
" <div><span style=\"display: inline-block; width: 65px; text-align: center;\">姓名</span><span style=\"display: inline-block; width: 25px;\">:</span><span style=\"display: inline-block; width: 210px; font-weight: bold; text-align: left;\">柯劲帆</span></div>\n",
" <div><span style=\"display: inline-block; width: 65px; text-align: center;\">班级</span><span style=\"display: inline-block; width: 25px;\">:</span><span style=\"display: inline-block; width: 210px; font-weight: bold; text-align: left;\">物联网2101班</span></div>\n",
" <div><span style=\"display: inline-block; width: 65px; text-align: center;\">指导老师</span><span style=\"display: inline-block; width: 25px;\">:</span><span style=\"display: inline-block; width: 210px; font-weight: bold; text-align: left;\">张淳杰</span></div>\n",
" <div><span style=\"display: inline-block; width: 65px; text-align: center;\">报告日期</span><span style=\"display: inline-block; width: 25px;\">:</span><span style=\"display: inline-block; width: 210px; font-weight: bold; text-align: left;\">2024年1月14日</span></div>\n",
"</div>"
]
},
{
"cell_type": "markdown",
"id": "4ed2d949-464d-41f7-aed3-71e0918d8ca2",
"metadata": {},
"source": [
"实验环境:\n",
"- OSUbuntu 22.04.3 LTS (GNU/Linux 6.5.0-14-generic x86_64)\n",
"- CPU12th Gen Intel(R) Core(TM) i7-12700H\n",
"- GPUNVIDIA GeForce RTX 3070 Ti Laptop\n",
"- cuda: 12.3\n",
"- conda: miniconda 23.11.0\n",
"- python3.10.13\n",
"- torch2.1.1"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "080b3479-4f67-42bf-8c5c-043b97607a6d",
"metadata": {},
"outputs": [],
"source": [
"import torch\n",
"from torch import nn\n",
"import numpy as np\n",
"\n",
"from dataset import *\n",
"from utils import *"
]
},
{
"attachments": {},
"cell_type": "markdown",
"id": "8fce6a84-c917-4f30-ae05-74ff098b188b",
"metadata": {},
"source": [
"# 4-超参数对比\n",
"\n",
"- 不同超参数的对比分析包括hidden_size、batch_size、lr等选其中至少1-2个进行分析。\n",
"\n",
"这里使用LSTM模型进行训练和测试。\n"
]
},
{
"cell_type": "markdown",
"id": "b64d75d9-82e2-49e2-a11d-714fee7a82d7",
"metadata": {},
"source": [
"### 4.1. 比较hidden_size超参数"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "cdfaf204-9033-4816-9a21-c1c28b8770e7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"hidden size = 32: \n",
"Final result: Get best validation rmse 3.5272 at epoch 79, Total time 2.26s\n",
"Test result: Test RMSE: 11.199715814298292, Test MAE: 7.2207662264506025, Test MAPE: 27.1881602704525\n",
"hidden size = 64: \n",
"Final result: Get best validation rmse 3.4089 at epoch 79, Total time 2.16s\n",
"Test result: Test RMSE: 9.405383118496854, Test MAE: 6.057014107704163, Test MAPE: 23.08445746699969\n",
"hidden size = 128: \n",
"Final result: Get best validation rmse 3.3710 at epoch 77, Total time 3.12s\n",
"Test result: Test RMSE: 8.720216366178343, Test MAE: 5.637649297714233, Test MAPE: 21.778428306182224\n",
"hidden size = 256: \n",
"Final result: Get best validation rmse 3.1181 at epoch 79, Total time 3.96s\n",
"Test result: Test RMSE: 8.07831416273141, Test MAE: 5.118967294692993, Test MAPE: 19.402874012788136\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1050x700 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"class Model(nn.Module):\n",
" def __init__(self, input_size, hidden_size, output_size):\n",
" super(Model, self).__init__()\n",
" self.lstm = nn.LSTM(input_size=input_size, hidden_size=hidden_size, num_layers=1, batch_first=True)\n",
" self.fc = nn.Sequential(\n",
" nn.Linear(hidden_size, output_size), \n",
" nn.LeakyReLU()\n",
" )\n",
" \n",
" def forward(self, x):\n",
" x, _ = self.lstm(x)\n",
" x = x[:, -1, :].squeeze(-1)\n",
" x = self.fc(x).squeeze(-1)\n",
" return x\n",
"\n",
"\n",
"if __name__ == \"__main__\":\n",
" plt.figure(figsize=(10.5, 7))\n",
" hidden_sizes = [\n",
" [32, 'blue'],\n",
" [64, 'orange'],\n",
" [128, 'green'],\n",
" [256, 'purple']\n",
" ]\n",
" for parameters in hidden_sizes:\n",
" device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
" batch_size = 256\n",
" learning_rate = 1e-4\n",
" num_epoch = 80\n",
" \n",
" KrakowData = KrakowDataset()\n",
" train_set, val_set, test_set = KrakowData.construct_set(0.6, 0.2)\n",
" train_loader = data.DataLoader(train_set, batch_size=batch_size, shuffle=True, num_workers=14, drop_last=True)\n",
" val_loader = data.DataLoader(val_set, batch_size=batch_size, shuffle=False, num_workers=14, drop_last=True)\n",
" test_loader = data.DataLoader(test_set, batch_size=batch_size, shuffle=False, num_workers=14, drop_last=True)\n",
" input_size = train_set.seqs.shape[-1]\n",
" seq_len = 12\n",
" hidden_size = parameters[0]\n",
" output_size = 1\n",
" \n",
" criterion = nn.MSELoss()\n",
" model = Model(input_size=input_size, hidden_size=hidden_size, output_size=output_size).to(device)\n",
" optimizer = torch.optim.Adam(params=model.parameters(), lr=learning_rate)\n",
"\n",
" print(f'hidden size = {hidden_size}: ')\n",
" train_loss_lst, val_loss_lst, train_score_lst, val_score_lst, stop_epoch = train(\n",
" net=model, train_iter=train_loader, val_iter=val_loader, test_iter=test_loader, loss_fn=criterion, \n",
" denormalize_fn=KrakowData.denormalize, optimizer=optimizer, num_epoch=num_epoch, early_stop=20, \n",
" device=device, num_print_epoch_round=0\n",
" )\n",
" x = np.arange(0, stop_epoch + 1).astype(dtype=np.int32)\n",
" plt.subplot(2, 3, 1)\n",
" plt.plot(x, train_loss_lst, label=f\"hidden size={hidden_size}\", linewidth=1.5, c=parameters[1])\n",
" plt.subplot(2, 3, 2)\n",
" plt.plot(x, val_loss_lst, label=f\"hidden size={hidden_size}\", linewidth=1.5, c=parameters[1])\n",
" train_score_lst = np.array(train_score_lst)\n",
" plt.subplot(2, 3, 4)\n",
" plt.plot(x, train_score_lst[:, 0], label=f\"hidden size={hidden_size}\", linewidth=1.5, c=parameters[1])\n",
" plt.subplot(2, 3, 5)\n",
" plt.plot(x, train_score_lst[:, 1], label=f\"hidden size={hidden_size}\", linewidth=1.5, c=parameters[1])\n",
" plt.subplot(2, 3, 6)\n",
" plt.plot(x, train_score_lst[:, 2], label=f\"hidden size={hidden_size}\", linewidth=1.5, c=parameters[1])\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('Train Loss')\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('Val Loss')\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('RMSE')\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('MAE')\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('MAPE')\n",
" plt.legend()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "789b5346-f57b-45da-b8ad-a8162d1a03fe",
"metadata": {},
"source": [
"可以看出hidden size越大模型的性能越强收敛速度越快但是训练速度越慢。"
]
},
{
"cell_type": "markdown",
"id": "08b4b201-840f-4907-9d99-ccbf6ae69320",
"metadata": {},
"source": [
"### 4.2. 比较batch_size超参数"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "b5b6a7f2-c7c3-4eb5-b7d4-ceb2af48245b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"batch size = 64: \n",
"The model has not been improved for 20 rounds. Stop early!\n",
"Final result: Get best validation rmse 2.6760 at epoch 51, Total time 8.07s\n",
"Test result: Test RMSE: 7.048437028059537, Test MAE: 4.796792855629554, Test MAPE: 17.947290207330997\n",
"batch size = 128: \n",
"Final result: Get best validation rmse 2.8693 at epoch 79, Total time 5.20s\n",
"Test result: Test RMSE: 7.3397364631615805, Test MAE: 4.728430913044856, Test MAPE: 17.329148948192596\n",
"batch size = 256: \n",
"Final result: Get best validation rmse 3.2049 at epoch 74, Total time 3.93s\n",
"Test result: Test RMSE: 8.74032459218199, Test MAE: 5.831349770228068, Test MAPE: 23.814469824234646\n",
"batch size = 512: \n",
"Final result: Get best validation rmse 3.6801 at epoch 75, Total time 2.81s\n",
"Test result: Test RMSE: 9.97526490022097, Test MAE: 6.630318959554036, Test MAPE: 24.888519446055096\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1050x700 with 5 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"class Model(nn.Module):\n",
" def __init__(self, input_size, hidden_size, output_size):\n",
" super(Model, self).__init__()\n",
" self.lstm = nn.LSTM(input_size=input_size, hidden_size=hidden_size, num_layers=1, batch_first=True)\n",
" self.fc = nn.Sequential(\n",
" nn.Linear(hidden_size, output_size), \n",
" nn.LeakyReLU()\n",
" )\n",
" \n",
" def forward(self, x):\n",
" x, _ = self.lstm(x)\n",
" x = x[:, -1, :].squeeze(-1)\n",
" x = self.fc(x).squeeze(-1)\n",
" return x\n",
"\n",
"\n",
"if __name__ == \"__main__\":\n",
" plt.figure(figsize=(10.5, 7))\n",
" batch_sizes = [\n",
" [64, 'blue'],\n",
" [128, 'orange'],\n",
" [256, 'green'],\n",
" [512, 'purple']\n",
" ]\n",
" for parameters in batch_sizes:\n",
" device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
" batch_size = parameters[0]\n",
" learning_rate = 1e-4\n",
" num_epoch = 80\n",
" \n",
" KrakowData = KrakowDataset()\n",
" train_set, val_set, test_set = KrakowData.construct_set(0.6, 0.2)\n",
" train_loader = data.DataLoader(train_set, batch_size=batch_size, shuffle=True, num_workers=14, drop_last=True)\n",
" val_loader = data.DataLoader(val_set, batch_size=batch_size, shuffle=False, num_workers=14, drop_last=True)\n",
" test_loader = data.DataLoader(test_set, batch_size=batch_size, shuffle=False, num_workers=14, drop_last=True)\n",
" input_size = train_set.seqs.shape[-1]\n",
" seq_len = 12\n",
" hidden_size = 256\n",
" output_size = 1\n",
" \n",
" criterion = nn.MSELoss()\n",
" model = Model(input_size=input_size, hidden_size=hidden_size, output_size=output_size).to(device)\n",
" optimizer = torch.optim.Adam(params=model.parameters(), lr=learning_rate)\n",
"\n",
" print(f'batch size = {batch_size}: ')\n",
" train_loss_lst, val_loss_lst, train_score_lst, val_score_lst, stop_epoch = train(\n",
" net=model, train_iter=train_loader, val_iter=val_loader, test_iter=test_loader, loss_fn=criterion, \n",
" denormalize_fn=KrakowData.denormalize, optimizer=optimizer, num_epoch=num_epoch, early_stop=20, \n",
" device=device, num_print_epoch_round=0\n",
" )\n",
" x = np.arange(0, stop_epoch + 1).astype(dtype=np.int32)\n",
" plt.subplot(2, 3, 1)\n",
" plt.plot(x, train_loss_lst, label=f\"batch size={batch_size}\", linewidth=1.5, c=parameters[1])\n",
" plt.subplot(2, 3, 2)\n",
" plt.plot(x, val_loss_lst, label=f\"batch size={batch_size}\", linewidth=1.5, c=parameters[1])\n",
" train_score_lst = np.array(train_score_lst)\n",
" plt.subplot(2, 3, 4)\n",
" plt.plot(x, train_score_lst[:, 0], label=f\"batch size={batch_size}\", linewidth=1.5, c=parameters[1])\n",
" plt.subplot(2, 3, 5)\n",
" plt.plot(x, train_score_lst[:, 1], label=f\"batch size={batch_size}\", linewidth=1.5, c=parameters[1])\n",
" plt.subplot(2, 3, 6)\n",
" plt.plot(x, train_score_lst[:, 2], label=f\"batch size={batch_size}\", linewidth=1.5, c=parameters[1])\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('Train Loss')\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('Val Loss')\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('RMSE')\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('MAE')\n",
" plt.subplot(2, 3, 1)\n",
" plt.xlabel('Epoch')\n",
" plt.ylabel('MAPE')\n",
" plt.legend()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"id": "e3c08a0c-3ee7-4c32-a13c-6e1bd2b31c22",
"metadata": {},
"source": [
"从曲线可以看出batch size越大收敛越平稳单个epoch训练越快。但是由于learning rate恒定每个batch越大数据分布的方差越大因此loss下降越慢。"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.13"
}
},
"nbformat": 4,
"nbformat_minor": 5
}