2463 lines
135 KiB
Plaintext
2463 lines
135 KiB
Plaintext
{
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"cells": [
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{
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"metadata": {},
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"cell_type": "code",
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"source": [
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"from numpy.conftest import dtype\n",
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"!pip install tensorboard"
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],
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"id": "add52c783768e27a",
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"outputs": [],
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"execution_count": null
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-24T11:55:23.302447Z",
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"start_time": "2025-06-24T11:55:21.276115Z"
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}
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},
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"cell_type": "code",
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"source": [
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"%load_ext tensorboard\n",
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"%tensorboard --logdir runs --host 0.0.0.0 --port 6006"
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],
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"id": "6d148c29e2c0fbbe",
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<IPython.core.display.HTML object>"
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],
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"text/html": [
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"\n",
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" <iframe id=\"tensorboard-frame-e2d2c2813765bfcb\" width=\"100%\" height=\"800\" frameborder=\"0\">\n",
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" </iframe>\n",
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" <script>\n",
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" (function() {\n",
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" const frame = document.getElementById(\"tensorboard-frame-e2d2c2813765bfcb\");\n",
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" const url = new URL(\"/\", window.location);\n",
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" const port = 6006;\n",
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" if (port) {\n",
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" url.port = port;\n",
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" }\n",
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" frame.src = url;\n",
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" })();\n",
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" </script>\n",
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" "
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]
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},
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"metadata": {},
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"output_type": "display_data"
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}
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],
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"execution_count": 1
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},
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{
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"cell_type": "code",
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"id": "initial_id",
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"metadata": {
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"collapsed": true,
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"ExecuteTime": {
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"end_time": "2025-06-24T11:55:30.639537Z",
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"start_time": "2025-06-24T11:55:23.347017Z"
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}
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},
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"source": [
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"from torch.utils.tensorboard import SummaryWriter\n",
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"import numpy as np\n",
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"\n",
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"# 创建一个SummaryWriter对象\n",
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"writer = SummaryWriter()\n",
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"\n",
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"for n_iter in range(100):\n",
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" writer.add_scalar('Loss/train', np.random.random(), n_iter)\n",
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" writer.add_scalar('Loss/test', np.random.random(), n_iter)\n",
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" writer.add_scalar('Accuracy/train', np.random.random(), n_iter)\n",
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" writer.add_scalar('Accuracy/test', np.random.random(), n_iter)\n",
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"\n",
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"img = np.zeros((3, 100, 100))\n",
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"img[0] = np.arange(0, 10000).reshape(100, 100) / 10000\n",
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"img[1] = np.arange(0, 10000).reshape(100, 100) / 10000\n",
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"\n",
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"writer.add_image('my_image', img, 0)\n",
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"writer.close()"
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],
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"outputs": [],
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"execution_count": 2
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-24T12:03:25.235901Z",
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"start_time": "2025-06-24T12:03:25.229585Z"
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}
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},
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"cell_type": "code",
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"source": [
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"import random\n",
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"import numpy as np\n",
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"import torch\n",
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"from torch import nn\n",
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"\n",
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"\n",
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"# 模型定义\n",
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"class LinearModel(nn.Module):\n",
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" def __init__(self):\n",
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" super().__init__()\n",
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" self.weight = nn.Parameter(torch.randn(1))\n",
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" self.bias = nn.Parameter(torch.randn(1))\n",
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"\n",
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" def forward(self, input):\n",
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" return (input * self.weight) + self.bias\n",
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"\n",
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"\n",
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"# 数据\n",
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"w = 2\n",
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"b = 3\n",
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"xlim = [-10, 10]\n",
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"x_train = np.random.randint(xlim[0], xlim[1], size=30)\n",
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"y_train = [w * x + b + random.randint(0, 2) for x in x_train]"
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],
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"id": "d369c1a6c54a96ba",
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"outputs": [],
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"execution_count": 5
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-24T12:04:12.866134Z",
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"start_time": "2025-06-24T12:04:07.348595Z"
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}
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},
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"cell_type": "code",
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"source": [
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"from torch.utils.tensorboard import SummaryWriter\n",
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"\n",
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"# 训练\n",
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"model = LinearModel()\n",
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"optimizer = torch.optim.SGD(model.parameters(), lr=1e-4, weight_decay=1e-4, momentum=0.9)\n",
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"y_train = torch.tensor(y_train, dtype=torch.float32)\n",
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"\n",
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"writer = SummaryWriter()\n",
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"\n",
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"for epoch in range(500):\n",
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" input = torch.from_numpy(x_train)\n",
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" out = model(input)\n",
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" loss = nn.MSELoss()(out, y_train)\n",
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" model.zero_grad()\n",
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" loss.backward()\n",
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" optimizer.step()\n",
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" # 打印损失\n",
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" print(f'Epoch {epoch}, Loss: {loss.item()}')\n",
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"\n",
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" # 记录损失\n",
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" writer.add_scalar('Loss/train', loss, epoch)"
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],
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"id": "ca85e6948a7190a7",
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_15/3398267037.py:6: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
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" y_train = torch.tensor(y_train, dtype=torch.float32)\n"
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]
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},
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Epoch 0, Loss: 47.03325271606445\n",
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"Epoch 1, Loss: 47.01589584350586\n",
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"Epoch 2, Loss: 46.98295593261719\n",
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"Epoch 3, Loss: 46.93598556518555\n",
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"Epoch 4, Loss: 46.87645721435547\n",
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"Epoch 5, Loss: 46.80564880371094\n",
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"Epoch 6, Loss: 46.724754333496094\n",
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"Epoch 7, Loss: 46.63483810424805\n",
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"Epoch 8, Loss: 46.53687286376953\n",
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"Epoch 9, Loss: 46.43171310424805\n",
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"Epoch 10, Loss: 46.32015609741211\n",
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"Epoch 11, Loss: 46.20289993286133\n",
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"Epoch 12, Loss: 46.08058166503906\n",
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"Epoch 13, Loss: 45.95378494262695\n",
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"Epoch 14, Loss: 45.8230094909668\n",
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"Epoch 15, Loss: 45.68872833251953\n",
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"Epoch 16, Loss: 45.55135726928711\n",
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"Epoch 17, Loss: 45.411277770996094\n",
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"Epoch 18, Loss: 45.26881790161133\n",
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"Epoch 19, Loss: 45.12428283691406\n",
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"Epoch 20, Loss: 44.97793960571289\n",
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"Epoch 21, Loss: 44.830039978027344\n",
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"Epoch 22, Loss: 44.68079376220703\n",
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"Epoch 23, Loss: 44.5303955078125\n",
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"Epoch 24, Loss: 44.379024505615234\n",
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"Epoch 25, Loss: 44.22684860229492\n",
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"Epoch 26, Loss: 44.07398986816406\n",
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"Epoch 27, Loss: 43.920589447021484\n",
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"Epoch 28, Loss: 43.76675033569336\n",
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"Epoch 29, Loss: 43.61259078979492\n",
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"Epoch 30, Loss: 43.45817565917969\n",
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"Epoch 31, Loss: 43.30360794067383\n",
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"Epoch 32, Loss: 43.14896774291992\n",
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"Epoch 33, Loss: 42.99429702758789\n",
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"Epoch 34, Loss: 42.83967208862305\n",
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"Epoch 35, Loss: 42.68513488769531\n",
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"Epoch 36, Loss: 42.53075408935547\n",
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"Epoch 37, Loss: 42.37654495239258\n",
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"Epoch 38, Loss: 42.22256851196289\n",
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"Epoch 39, Loss: 42.06884765625\n",
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"Epoch 40, Loss: 41.9154052734375\n",
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"Epoch 41, Loss: 41.76228332519531\n",
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"Epoch 42, Loss: 41.60950469970703\n",
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"Epoch 43, Loss: 41.45708465576172\n",
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"Epoch 44, Loss: 41.305049896240234\n",
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"Epoch 45, Loss: 41.15340805053711\n",
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"Epoch 46, Loss: 41.00218963623047\n",
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"Epoch 47, Loss: 40.85139083862305\n",
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"Epoch 48, Loss: 40.701045989990234\n",
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"Epoch 49, Loss: 40.551143646240234\n",
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"Epoch 50, Loss: 40.401710510253906\n",
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"Epoch 51, Loss: 40.252742767333984\n",
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"Epoch 52, Loss: 40.104248046875\n",
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"Epoch 53, Loss: 39.95624542236328\n",
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"Epoch 54, Loss: 39.80873107910156\n",
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"Epoch 55, Loss: 39.66170883178711\n",
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"Epoch 56, Loss: 39.515193939208984\n",
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"Epoch 57, Loss: 39.36917495727539\n",
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"Epoch 58, Loss: 39.22365951538086\n",
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"Epoch 59, Loss: 39.07866287231445\n",
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"Epoch 60, Loss: 38.93416976928711\n",
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"Epoch 61, Loss: 38.790199279785156\n",
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"Epoch 62, Loss: 38.646732330322266\n",
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"Epoch 63, Loss: 38.503780364990234\n",
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"Epoch 64, Loss: 38.36134719848633\n",
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"Epoch 65, Loss: 38.219425201416016\n",
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"Epoch 66, Loss: 38.07802200317383\n",
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"Epoch 67, Loss: 37.9371337890625\n",
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"Epoch 68, Loss: 37.79676055908203\n",
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"Epoch 69, Loss: 37.65690231323242\n",
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"Epoch 70, Loss: 37.5175666809082\n",
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"Epoch 71, Loss: 37.37874221801758\n",
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"Epoch 72, Loss: 37.24042510986328\n",
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"Epoch 73, Loss: 37.10261917114258\n",
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"Epoch 74, Loss: 36.965328216552734\n",
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"Epoch 75, Loss: 36.828548431396484\n",
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"Epoch 76, Loss: 36.69227600097656\n",
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"Epoch 77, Loss: 36.55651092529297\n",
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"Epoch 78, Loss: 36.4212532043457\n",
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"Epoch 79, Loss: 36.2864990234375\n",
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"Epoch 80, Loss: 36.15225601196289\n",
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"Epoch 81, Loss: 36.01850509643555\n",
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"Epoch 82, Loss: 35.88526153564453\n",
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"Epoch 83, Loss: 35.75251007080078\n",
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"Epoch 84, Loss: 35.620262145996094\n",
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"Epoch 85, Loss: 35.48851013183594\n",
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"Epoch 86, Loss: 35.357242584228516\n",
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"Epoch 87, Loss: 35.226478576660156\n",
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"Epoch 88, Loss: 35.0962028503418\n",
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"Epoch 89, Loss: 34.96641540527344\n",
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"Epoch 90, Loss: 34.83710861206055\n",
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"Epoch 91, Loss: 34.70829391479492\n",
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"Epoch 92, Loss: 34.5799674987793\n",
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"Epoch 93, Loss: 34.45211410522461\n",
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"Epoch 94, Loss: 34.32474899291992\n",
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"Epoch 95, Loss: 34.19786071777344\n",
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"Epoch 96, Loss: 34.071449279785156\n",
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"Epoch 97, Loss: 33.94551086425781\n",
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"Epoch 98, Loss: 33.82004928588867\n",
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"Epoch 99, Loss: 33.69506072998047\n",
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"Epoch 100, Loss: 33.5705451965332\n",
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"Epoch 101, Loss: 33.44648361206055\n",
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"Epoch 102, Loss: 33.32290267944336\n",
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"Epoch 103, Loss: 33.199790954589844\n",
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"Epoch 104, Loss: 33.07713317871094\n",
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"Epoch 105, Loss: 32.95493698120117\n",
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"Epoch 106, Loss: 32.83320236206055\n",
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"Epoch 107, Loss: 32.71192932128906\n",
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"Epoch 108, Loss: 32.59111022949219\n",
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"Epoch 109, Loss: 32.47074890136719\n",
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"Epoch 110, Loss: 32.350833892822266\n",
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"Epoch 111, Loss: 32.23137664794922\n",
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"Epoch 112, Loss: 32.112369537353516\n",
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"Epoch 113, Loss: 31.993806838989258\n",
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"Epoch 114, Loss: 31.875696182250977\n",
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"Epoch 115, Loss: 31.758024215698242\n",
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"Epoch 116, Loss: 31.64080047607422\n",
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"Epoch 117, Loss: 31.524015426635742\n",
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"Epoch 118, Loss: 31.407676696777344\n",
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"Epoch 119, Loss: 31.291770935058594\n",
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"Epoch 120, Loss: 31.17629623413086\n",
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"Epoch 121, Loss: 31.061262130737305\n",
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"Epoch 122, Loss: 30.9466609954834\n",
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"Epoch 123, Loss: 30.832494735717773\n",
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"Epoch 124, Loss: 30.718753814697266\n",
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"Epoch 125, Loss: 30.605443954467773\n",
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"Epoch 126, Loss: 30.4925594329834\n",
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"Epoch 127, Loss: 30.380102157592773\n",
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"Epoch 128, Loss: 30.268068313598633\n",
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"Epoch 129, Loss: 30.156457901000977\n",
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"Epoch 130, Loss: 30.045259475708008\n",
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"Epoch 131, Loss: 29.93448829650879\n",
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"Epoch 132, Loss: 29.82413101196289\n",
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"Epoch 133, Loss: 29.71419334411621\n",
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"Epoch 134, Loss: 29.60466766357422\n",
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"Epoch 135, Loss: 29.495553970336914\n",
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"Epoch 136, Loss: 29.38684844970703\n",
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"Epoch 137, Loss: 29.278554916381836\n",
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"Epoch 138, Loss: 29.17067527770996\n",
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"Epoch 139, Loss: 29.06319808959961\n",
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"Epoch 140, Loss: 28.956119537353516\n",
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"Epoch 141, Loss: 28.849451065063477\n",
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"Epoch 142, Loss: 28.743181228637695\n",
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"Epoch 143, Loss: 28.637317657470703\n",
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"Epoch 144, Loss: 28.53184700012207\n",
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"Epoch 145, Loss: 28.426776885986328\n",
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"Epoch 146, Loss: 28.322099685668945\n",
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"Epoch 147, Loss: 28.217817306518555\n",
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"Epoch 148, Loss: 28.11393165588379\n",
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"Epoch 149, Loss: 28.01043128967285\n",
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"Epoch 150, Loss: 27.907325744628906\n",
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"Epoch 151, Loss: 27.804603576660156\n",
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"Epoch 152, Loss: 27.702274322509766\n",
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"Epoch 153, Loss: 27.60032844543457\n",
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"Epoch 154, Loss: 27.498767852783203\n",
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"Epoch 155, Loss: 27.397586822509766\n",
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"Epoch 156, Loss: 27.296785354614258\n",
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"Epoch 157, Loss: 27.196372985839844\n",
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"Epoch 158, Loss: 27.096330642700195\n",
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"Epoch 159, Loss: 26.996667861938477\n",
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"Epoch 160, Loss: 26.89737892150879\n",
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"Epoch 161, Loss: 26.798465728759766\n",
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"Epoch 162, Loss: 26.699922561645508\n",
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"Epoch 163, Loss: 26.60175323486328\n",
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"Epoch 164, Loss: 26.503950119018555\n",
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"Epoch 165, Loss: 26.406524658203125\n",
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"Epoch 166, Loss: 26.30945587158203\n",
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"Epoch 167, Loss: 26.212759017944336\n",
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"Epoch 168, Loss: 26.116424560546875\n",
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"Epoch 169, Loss: 26.02045249938965\n",
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"Epoch 170, Loss: 25.92484474182129\n",
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"Epoch 171, Loss: 25.8295955657959\n",
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"Epoch 172, Loss: 25.734704971313477\n",
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"Epoch 173, Loss: 25.640172958374023\n",
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"Epoch 174, Loss: 25.545991897583008\n",
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"Epoch 175, Loss: 25.45216941833496\n",
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"Epoch 176, Loss: 25.35870361328125\n",
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"Epoch 177, Loss: 25.265588760375977\n",
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"Epoch 178, Loss: 25.172819137573242\n",
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"Epoch 179, Loss: 25.080406188964844\n",
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"Epoch 180, Loss: 24.98833656311035\n",
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"Epoch 181, Loss: 24.8966121673584\n",
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"Epoch 182, Loss: 24.80524253845215\n",
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"Epoch 183, Loss: 24.71420669555664\n",
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"Epoch 184, Loss: 24.62352180480957\n",
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"Epoch 185, Loss: 24.533170700073242\n",
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"Epoch 186, Loss: 24.44316864013672\n",
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"Epoch 187, Loss: 24.35349464416504\n",
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"Epoch 188, Loss: 24.264169692993164\n",
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"Epoch 189, Loss: 24.17517852783203\n",
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"Epoch 190, Loss: 24.086517333984375\n",
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"Epoch 191, Loss: 23.99819564819336\n",
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"Epoch 192, Loss: 23.910205841064453\n",
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"Epoch 193, Loss: 23.822547912597656\n",
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"Epoch 194, Loss: 23.73521614074707\n",
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"Epoch 195, Loss: 23.648218154907227\n",
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"Epoch 196, Loss: 23.56155014038086\n",
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"Epoch 197, Loss: 23.47519874572754\n",
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"Epoch 198, Loss: 23.389179229736328\n",
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]
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}
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],
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"execution_count": 7
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},
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{
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"metadata": {
|
|
"ExecuteTime": {
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"end_time": "2025-06-24T12:05:30.351053Z",
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"start_time": "2025-06-24T12:05:14.172644Z"
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}
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},
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"cell_type": "code",
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"source": "!pip install visdom",
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"id": "c15dae5a5c994ff1",
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Collecting visdom\r\n",
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" Downloading visdom-0.2.4.tar.gz (1.4 MB)\r\n",
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"\u001B[2K \u001B[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001B[0m \u001B[32m1.4/1.4 MB\u001B[0m \u001B[31m3.8 MB/s\u001B[0m eta \u001B[36m0:00:00\u001B[0ma \u001B[36m0:00:01\u001B[0m\r\n",
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"\u001B[?25h Preparing metadata (setup.py) ... \u001B[?25ldone\r\n",
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"\u001B[?25hRequirement already satisfied: numpy>=1.8 in /opt/conda/lib/python3.10/site-packages (from visdom) (1.26.3)\r\n",
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"Collecting scipy (from visdom)\r\n",
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" Downloading scipy-1.15.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (61 kB)\r\n",
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"Requirement already satisfied: requests in /opt/conda/lib/python3.10/site-packages (from visdom) (2.31.0)\r\n",
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"Requirement already satisfied: tornado in /opt/conda/lib/python3.10/site-packages (from visdom) (6.5.1)\r\n",
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"Requirement already satisfied: six in /opt/conda/lib/python3.10/site-packages (from visdom) (1.16.0)\r\n",
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"Requirement already satisfied: jsonpatch in /opt/conda/lib/python3.10/site-packages (from visdom) (1.32)\r\n",
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"Requirement already satisfied: websocket-client in /opt/conda/lib/python3.10/site-packages (from visdom) (1.8.0)\r\n",
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"Requirement already satisfied: pillow in /opt/conda/lib/python3.10/site-packages (from visdom) (10.2.0)\r\n",
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"Requirement already satisfied: jsonpointer>=1.9 in /opt/conda/lib/python3.10/site-packages (from jsonpatch->visdom) (2.1)\r\n",
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"Requirement already satisfied: idna<4,>=2.5 in /opt/conda/lib/python3.10/site-packages (from requests->visdom) (3.4)\r\n",
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"Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/conda/lib/python3.10/site-packages (from requests->visdom) (2.1.0)\r\n",
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"Requirement already satisfied: certifi>=2017.4.17 in /opt/conda/lib/python3.10/site-packages (from requests->visdom) (2024.2.2)\r\n",
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"Downloading scipy-1.15.3-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (37.7 MB)\r\n",
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"\u001B[?25hBuilding wheels for collected packages: visdom\r\n",
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"\u001B[33m DEPRECATION: Building 'visdom' using the legacy setup.py bdist_wheel mechanism, which will be removed in a future version. pip 25.3 will enforce this behaviour change. A possible replacement is to use the standardized build interface by setting the `--use-pep517` option, (possibly combined with `--no-build-isolation`), or adding a `pyproject.toml` file to the source tree of 'visdom'. Discussion can be found at https://github.com/pypa/pip/issues/6334\u001B[0m\u001B[33m\r\n",
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"\u001B[0m Building wheel for visdom (setup.py) ... \u001B[?25ldone\r\n",
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"\u001B[?25h Created wheel for visdom: filename=visdom-0.2.4-py3-none-any.whl size=1408194 sha256=ac4a41963386402b0b7026649cfe03640129a6763c260f6d33e0591afc354b68\r\n",
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" Stored in directory: /root/.cache/pip/wheels/42/29/49/5bed207bac4578e4d2c0c5fc0226bfd33a7e2953ea56356855\r\n",
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"Successfully built visdom\r\n",
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"Installing collected packages: scipy, visdom\r\n",
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"\u001B[2K \u001B[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001B[0m \u001B[32m2/2\u001B[0m [visdom]\r\n",
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"\u001B[1A\u001B[2KSuccessfully installed scipy-1.15.3 visdom-0.2.4\r\n",
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"\u001B[33mWARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager, possibly rendering your system unusable. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv. Use the --root-user-action option if you know what you are doing and want to suppress this warning.\u001B[0m\u001B[33m\r\n",
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"\u001B[0m"
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]
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}
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],
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"execution_count": 8
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-24T12:32:27.272951Z",
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"start_time": "2025-06-24T12:32:27.260914Z"
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}
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},
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"cell_type": "code",
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"source": [
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"import subprocess\n",
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"\n",
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"# 启动 visdom 服务\n",
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"subprocess.Popen([\"visdom\", \"--host\", \"0.0.0.0\"])"
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],
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"id": "e02f8d6a2b1eb39a",
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Popen: returncode: None args: ['visdom', '--host', '0.0.0.0']>"
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]
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},
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"execution_count": 21,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"execution_count": 21
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-24T12:32:46.766514Z",
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"start_time": "2025-06-24T12:32:36.056568Z"
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}
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},
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"cell_type": "code",
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"source": [
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"from visdom import Visdom\n",
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"import numpy as np\n",
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"import time\n",
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"\n",
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"# 将窗口类实例化\n",
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"viz = Visdom()\n",
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"# 创建窗口并实例化\n",
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"viz.line([0.], [0], win='train_loss', opts=dict(title='Loss', xlabel='Epoch', ylabel='Loss'))\n",
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"\n",
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"for epoch in range(100):\n",
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" # 模拟损失值\n",
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" loss = 0.2 * np.random.random() + 1\n",
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"\n",
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" # 更新窗口\n",
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" viz.line([loss], [epoch], win='train_loss', update='append')\n",
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"\n",
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" # 打印损失\n",
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" # print(f'Epoch {epoch}, Loss: {loss}')\n",
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"\n",
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" # 模拟训练时间\n",
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" time.sleep(0.1)\n",
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"\n",
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"img = np.zeros((3, 100, 100))\n",
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"img[0] = np.arange(0, 10000).reshape(100, 100) / 10000\n",
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"img[1] = np.arange(0, 10000).reshape(100, 100) / 10000\n",
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"\n",
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"# 可视化图像\n",
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"viz.image(img, win='my_image', opts=dict(title='My Image'))"
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],
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"id": "e25e293885967efc",
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"Setting up a new session...\n",
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"INFO:root:Opened visdom socket from ip: ::1\n",
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]
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},
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{
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"data": {
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"text/plain": [
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"'my_image'"
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]
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},
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"execution_count": 22,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"execution_count": 22
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},
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{
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-06-24T12:40:19.230624Z",
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"start_time": "2025-06-24T12:40:15.382195Z"
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}
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},
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"cell_type": "code",
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"source": [
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"# Visdom\n",
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"from visdom import Visdom\n",
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"import numpy as np\n",
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"\n",
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"# 训练\n",
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"model = LinearModel()\n",
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"optimizer = torch.optim.SGD(model.parameters(), lr=1e-4, weight_decay=1e-2, momentum=0.9)\n",
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"y_train = torch.tensor(y_train, dtype=torch.float32)\n",
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"\n",
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"# 实例化一个窗口\n",
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"viz = Visdom()\n",
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"# 创建窗口并实例化\n",
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"viz.line([0.], [0], win='train_loss', opts=dict(title='Loss', xlabel='Epoch', ylabel='Loss'))\n",
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"\n",
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"for epoch in range(500):\n",
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" input = torch.from_numpy(x_train)\n",
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" out = model(input)\n",
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" loss = nn.MSELoss()(out, y_train)\n",
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" model.zero_grad()\n",
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" loss.backward()\n",
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" optimizer.step()\n",
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" # 打印损失\n",
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" # print(f'Epoch {epoch}, Loss: {loss.item()}')\n",
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"\n",
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" # 记录损失\n",
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" viz.line([loss.item()], [epoch], win='train_loss', update='append')"
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],
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"id": "de57a336ab346864",
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"/tmp/ipykernel_15/2491798258.py:8: UserWarning: To copy construct from a tensor, it is recommended to use sourceTensor.clone().detach() or sourceTensor.clone().detach().requires_grad_(True), rather than torch.tensor(sourceTensor).\n",
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" y_train = torch.tensor(y_train, dtype=torch.float32)\n",
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"Setting up a new session...\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 1.41ms\n",
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"INFO:tornado.access:200 POST /win_exists (::1) 0.58ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 1.25ms\n",
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"INFO:tornado.access:200 POST /update (::1) 2.88ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 1.17ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 0.76ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 1.14ms\n",
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"INFO:tornado.access:200 POST /update (::1) 2.65ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 0.77ms\n",
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"INFO:tornado.access:200 POST /update (::1) 2.17ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 1.16ms\n",
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"INFO:tornado.access:200 POST /update (::1) 2.61ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 0.96ms\n",
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"INFO:tornado.access:200 POST /update (::1) 3.94ms\n",
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"INFO:tornado.access:200 POST /win_exists (::1) 0.52ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 0.84ms\n",
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"INFO:tornado.access:200 POST /update (::1) 3.06ms\n",
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"INFO:tornado.access:200 POST /win_exists (::1) 0.42ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 1.07ms\n",
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"INFO:tornado.access:200 POST /update (::1) 2.80ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 0.75ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 1.77ms\n",
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"INFO:tornado.access:200 POST /update (::1) 2.85ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 0.82ms\n",
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"INFO:tornado.access:200 POST /update (::1) 2.09ms\n",
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"INFO:tornado.access:200 POST /env/main (172.18.0.1) 1.25ms\n"
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]
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}
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],
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"execution_count": 23
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 2
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython2",
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"version": "2.7.6"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 5
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}
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