From 97a8f35531aff6e6522bbcf51eded5d076182ea1 Mon Sep 17 00:00:00 2001
From: CGH0S7 <776459475@qq.com>
Date: Mon, 8 Dec 2025 18:38:46 +0800
Subject: [PATCH] proj5 finished

---
 proj5/main.pdf         | 9229 ++++++++++++++++++++++++++++++++++++++++
 proj5/main.typ         |  212 +-
 proj5/proj5-readme.txt |    9 +-
 proj5/screenshot.png   |  Bin 0 -> 341443 bytes
 4 files changed, 9444 insertions(+), 6 deletions(-)
 create mode 100644 proj5/main.pdf
 create mode 100644 proj5/screenshot.png

diff --git a/proj5/main.pdf b/proj5/main.pdf
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diff --git a/proj5/main.typ b/proj5/main.typ
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 = 实验介�
 #para[
+本项目是 CS188 课程的第五个项目，主题为机器学习（Machine Learning）。实验的主�目的是通过实践�作，熟悉机器学习的基本概念�神�网络的构建过程以� PyTorch 深度学习框架的使用。在本项目中，我们将从最基础的感知机开始，�步构建�线性回归模型�用于手写数字识别的多层感知机（MLP），以��积神�网络（CNN）。通过这些任务，我们将深入�解神�网络的�始化���传播��失计算���传播以��数更新等核心机制。
 ]
 
 = 实验内容
 #para[
+本次实验主�包�以下四个核心编程任务，所有代�实现�在 `models.py` 文件中进行：
 ]
-+ 
-+
-+
++ *Q1: Perceptron (感知机)*：实现一个简�的二元分类感知机，�解基本的线性分类器更新规则。
++ *Q2: Non-linear Regression (�线性回归)*：构建一个两层的神�网络，用于拟�正弦函数 $sin(x)$，�解如何利用神�网络的�线性能力进行函数逼近。
++ *Q3: Digit Classification (数字分类)*：设计并训练一个多层全连接神�网络，对 MNIST 手写数字数�集进行分类，掌�分类任务的�失函数和模型评估方法。
++ *Q5: Convolutional Neural Networks (�积神�网络)*：手动实现二维�积�作，并基于此构建�积神�网络，�解 CNN 在处�图�数�时的优势。
 
 = 实验�求
 #para[
+根�项目指导文档，实验的具体�求如下：
 ]
++ *文件修改*：仅�许修改 `models.py` 文件，其余文件（如 `autograder.py` 等）需��原样，以确�自动评分器正常�行。
++ *框架使用*：需熟练使用 PyTorch �供的 `Tensor` �作�`nn.Parameter`�`optim` 优化器等工具。
++ *性能达标*：
+  - Q1：感知机需在训练集上收敛（准确率 100%）。
+  - Q2：回归模型的平�训练�失（MSE）需低于 0.02。
+  - Q3：数字分类模型在测试集上的准确率需达到 97% 以上。
+  - Q5：CNN 模型在简化版数�集上的准确率需达到 80% 以上。
++ *�止事项*：Q3 的输出层�得使用 ReLU 激活函数；代�需通过自动评分器的技术正确性检查。
 
 = 实验步骤与实现
 
+== Q1: Perceptron (感知机)
+*实现�路*：
+感知机是一个最简�的线性二分类模型。我们的目标是找到一个���� $w$，使得对于输入 $x$，如果 $w dot x >= 0$ 则预测为类别 1，�则为 -1。
+
+1.  *�始化*：使用 `torch.nn.Parameter` �始化�� `self.w`，维度为 `(1, dimensions)`，�始化为全 1 ��。
+2.  *计算得分*：计算输入 $x$ 与�� $w$ 的点积。使用 `tensordot` 计算。
+3.  *预测与训练*：`get_prediction` 根�得分符�返回 1 或 -1。`train` 方法中，我们�历数�集。如果预测错误，则根�感知机规则更新��：$w <- w + y dot x$。
+
+*核心代�* (`models.py`):
+```python
+class PerceptronModel(Module):
+    def __init__(self, dimensions):
+        super(PerceptronModel, self).__init__()
+        self.w = Parameter(ones(1, dimensions))
+
+    def run(self, x):
+        return tensordot(self.w, x, dims=2)
+
+    def train(self, dataset):
+        with no_grad():
+            dataloader = DataLoader(dataset, batch_size=1, shuffle=True)
+            while True:
+                converged = True
+                for batch in dataloader:
+                    x = batch['x']
+                    y = batch['label']
+                    prediction = self.get_prediction(x)
+                    if prediction != y.item():
+                        self.w.data += y.item() * x
+                        converged = False
+                if converged:
+                    break
+```
+
+*测试指令*:
+```fish
+python autograder.py -q q1
+```
+
+== Q2: Non-linear Regression (�线性回归)
+*实现�路*：
+为了拟��线性的 $sin(x)$ 函数，我们需�引入�线性激活函数。我们构建了一个三层的神�网络：
+- 第一层：线性层 `Linear(1, 256)` + ReLU。
+- 第二层：线性层 `Linear(256, 256)` + ReLU。
+- 第三层：线性层 `Linear(256, 1)`，输出预测值。
+
+训练时使用 Adam 优化器和 MSE �失函数。为了加速收敛，我们还引入了学习率调度器 (`StepLR`)，� 250 个 step 将学习率衰�为原�的 0.1。
+
+*核心代�* (`models.py`):
+```python
+class RegressionModel(Module):
+    def __init__(self):
+        super().__init__()
+        self.layer1 = Linear(1, 256)
+        self.layer2 = Linear(256, 256)
+        self.layer3 = Linear(256, 1)
+
+    def forward(self, x):
+        x = relu(self.layer1(x))
+        x = relu(self.layer2(x))
+        return self.layer3(x)
+
+    def train(self, dataset):
+        batch_size = 40
+        dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True)
+        optimizer = optim.Adam(self.parameters(), lr=0.001)
+        scheduler = optim.lr_scheduler.StepLR(optimizer, step_size=250, gamma=0.1)
+        
+        for epoch in range(1000): 
+            total_loss = 0
+            num_samples = 0
+            for batch in dataloader:
+                optimizer.zero_grad()
+                loss = self.get_loss(batch['x'], batch['label'])
+                loss.backward()
+                optimizer.step()
+                total_loss += loss.item() * len(batch['x'])
+                num_samples += len(batch['x'])
+            
+            scheduler.step()
+            if total_loss / num_samples < 0.02:
+                break
+```
+
+*测试指令*:
+```fish
+python autograder.py -q q2
+```
+
+== Q3: Digit Classification (数字分类)
+*实现�路*：
+针对 MNIST 28x28 的图�分类任务，我们构建了一个三层全连接网络：
+- 输入层：784 维（28*28 展平）。
+- ��层 1：`Linear(784, 256)` + ReLU。
+- ��层 2：`Linear(256, 128)` + ReLU。
+- 输出层：`Linear(128, 10)`，直接输出 Logits。
+
+使用 `cross_entropy` �失函数和 Adam 优化器，批大�为 100，训练 5 个 Epoch ��达到目标准确率。
+
+*核心代�* (`models.py`):
+```python
+class DigitClassificationModel(Module):
+    def __init__(self):
+        super().__init__()
+        input_size = 28 * 28
+        output_size = 10
+        self.layer1 = Linear(input_size, 256)
+        self.layer2 = Linear(256, 128)
+        self.layer3 = Linear(128, output_size)
+
+    def run(self, x):
+        x = relu(self.layer1(x))
+        x = relu(self.layer2(x))
+        return self.layer3(x)
+
+    def train(self, dataset):
+        batch_size = 100
+        dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True)
+        optimizer = optim.Adam(self.parameters(), lr=0.001)
+
+        for epoch in range(5):
+            for batch in dataloader:
+                optimizer.zero_grad()
+                loss = self.get_loss(batch['x'], batch['label'])
+                loss.backward()
+                optimizer.step()
+```
+
+*测试指令*:
+```fish
+python autograder.py -q q3
+```
+
+== Q5: Convolutional Neural Networks (�积神�网络)
+*实现�路*：
+本任务的核心是手动实现二维�积�作。`Convolve` 函数通过��循环�历输出矩阵的�个�置，计算输入�矩阵与�积核的点积（使用 `tensordot`）。
+基于此，我们构建了一个简�的 CNN：
+1.  �积层：使用 `Convolve` 处�输入，�积核大� 3x3，输出特�图大�为 26x26。
+2.  展平：将特�图展平为 676 维��。
+3.  全连接层 1：`Linear(676, 100)` + ReLU。
+4.  全连接层 2：`Linear(100, 10)`。
+
+*核心代�* (`models.py`):
+```python
+def Convolve(input: tensor, weight: tensor):
+    input_h, input_w = input.shape
+    weight_h, weight_w = weight.shape
+    output_h = input_h - weight_h + 1
+    output_w = input_w - weight_w + 1
+    Output_Tensor = torch.zeros((output_h, output_w))
+    
+    for y in range(output_h):
+        for x in range(output_w):
+            sub_tensor = input[y:y+weight_h, x:x+weight_w]
+            Output_Tensor[y, x] = tensordot(sub_tensor, weight, dims=2)
+    return Output_Tensor
+
+class DigitConvolutionalModel(Module):
+    def __init__(self):
+        super().__init__()
+        self.convolution_weights = Parameter(ones((3, 3)))
+        self.layer1 = Linear(26 * 26, 100)
+        self.layer2 = Linear(100, 10)
+
+    def forward(self, x):
+        x = x.reshape(len(x), 28, 28)
+        x = stack(list(map(lambda sample: Convolve(sample, self.convolution_weights), x)))
+        x = x.flatten(start_dim=1)
+        x = relu(self.layer1(x))
+        return self.layer2(x)
+```
+
+*测试指令*:
+```fish
+python autograder.py -q q5
+```
+
 = 实验结果
 #para[
+本实验所有代��通过 `autograder.py` 的测试，�项指标�达到或超过实验�求。
 ]
 
-#para[
-]
++ *Q1 感知机*：模型能够迅速收敛，在训练数�上实现了 100% 的分类准确率。
++ *Q2 �线性回归*：训练�的模型 Loss 稳定在 0.02 以下，能够很好地拟� $sin(x)$ 曲线。
++ *Q3 数字分类*：构建的 MLP 模型在 MNIST 测试集上的准确率超过 97%（Staff �考值为 98%），训练过程高效稳定。
++ *Q5 CNN*：手动实现的�积层逻辑正确，通过了梯度检查。构建的 CNN 模型在测试数�集上准确率超过 80%，验�了�积特���的有效性。
+
+#figure(image("screenshot.png"))
+
+
 #pagebreak()
 = 实验总结
 #para[
+通过本次 Project 5 的实验，我收获颇丰：
 ]
 #para[
+首先，我熟练掌�了 *PyTorch* 框架的基础�作。从定义 `nn.Parameter` 到构建 `nn.Linear` 层，�到使用 `optim.Adam` 和�类 Loss 函数，我对深度学习模型的代�实现�程有了清晰的认识。
 ]
 #para[
+其次，我深入�解了*神�网络的内部机制*。通过 Q1，我�习了线性分类器的原�；通过 Q2，我直观体会到了激活函数（ReLU）引入�线性的��性——没有它，多层网络也仅仅是线性��的�加；通过 Q3，我掌�了处�多分类问题的标准范�（CrossEntropy + Softmax Logits）。
+]
+#para[
+最�，Q5 的手动实现�积让我对 CNN 有了更底层的�解。以��知�调用 API，现在通过自己编写滑动窗�和点积�算，深刻�解了��共享和局部感知野的概念。这次实验�仅锻炼了编程能力，也为�续深入学习深度学习打下了�实基础。
 ]
diff --git a/proj5/proj5-readme.txt b/proj5/proj5-readme.txt
index c1cd45b..6b92c86 100755
--- a/proj5/proj5-readme.txt
+++ b/proj5/proj5-readme.txt
@@ -1,4 +1,11 @@
-Introduction
+作业�交�求：
+•    Project 5: Machine Learning
+–   Q1: Neural Network Tips (25分)
+–   Q2: Non-linear Regression (25分)
+–   Q3: Digit Classification (40分)
+–   Q5: Convolutional Neural Networks (10分)
+�交格�：
+• 实验代��需��交1个文件：models.py。
 
 This project will be an introduction to machine learning; you will build a neural network to classify digits, and more! You can download the project as a zip file here: zip archive.
 Files you'll edit:
diff --git a/proj5/screenshot.png b/proj5/screenshot.png
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