From c850f38778820ca4a0d0d53becb1cd80a9c74eea Mon Sep 17 00:00:00 2001 From: unlockable Date: Sat, 18 May 2024 16:23:40 +0800 Subject: [PATCH] Homework3 Submit --- hw3/code/data_preprocess.py | 10 +- hw3/code/svm_hw.py | 6 +- hw3/code/test_svm.py | 2 +- hw3/report/img/check/check.png | Bin 19287 -> 21517 bytes hw3/report/img/preprocess/preprocess_test.png | Bin 17927 -> 17107 bytes .../img/preprocess/preprocess_train.png | Bin 18415 -> 20967 bytes hw3/report/img/preprocess/preprocess_val.png | Bin 16952 -> 15264 bytes hw3/report/img/train/1/accu.png | Bin 0 -> 23418 bytes hw3/report/img/train/1/loss.png | Bin 0 -> 19489 bytes hw3/report/img/train/1/sv.png | Bin 0 -> 30652 bytes hw3/report/img/train/1/test.png | Bin 0 -> 17602 bytes hw3/report/img/train/1/val.png | Bin 0 -> 20592 bytes hw3/report/img/train/1e-6/accu.png | Bin 0 -> 25324 bytes hw3/report/img/train/1e-6/loss.png | Bin 0 -> 18238 bytes hw3/report/img/train/1e-6/sv.png | Bin 0 -> 26718 bytes hw3/report/img/train/1e-6/test.png | Bin 0 -> 17772 bytes hw3/report/img/train/1e-6/val.png | Bin 0 -> 16533 bytes hw3/report/img/train/default/loss.png | Bin 0 -> 21103 bytes hw3/report/img/train/default/sv.png | Bin 0 -> 31817 bytes hw3/report/img/train/default/test.png | Bin 0 -> 17230 bytes hw3/report/img/train/default/train_accu.png | Bin 0 -> 23904 bytes hw3/report/img/train/default/val.png | Bin 0 -> 19286 bytes hw3/report/main.tex | 138 +++++++++++++++++- testtorch.ipynb | 62 +++++++- 24 files changed, 206 insertions(+), 12 deletions(-) create mode 100644 hw3/report/img/train/1/accu.png create mode 100644 hw3/report/img/train/1/loss.png create mode 100644 hw3/report/img/train/1/sv.png create mode 100644 hw3/report/img/train/1/test.png create mode 100644 hw3/report/img/train/1/val.png create mode 100644 hw3/report/img/train/1e-6/accu.png create mode 100644 hw3/report/img/train/1e-6/loss.png create mode 100644 hw3/report/img/train/1e-6/sv.png create mode 100644 hw3/report/img/train/1e-6/test.png create mode 100644 hw3/report/img/train/1e-6/val.png create mode 100644 hw3/report/img/train/default/loss.png create mode 100644 hw3/report/img/train/default/sv.png create mode 100644 hw3/report/img/train/default/test.png create mode 100644 hw3/report/img/train/default/train_accu.png create mode 100644 hw3/report/img/train/default/val.png diff --git a/hw3/code/data_preprocess.py b/hw3/code/data_preprocess.py index af110ed..318e3ae 100644 --- a/hw3/code/data_preprocess.py +++ b/hw3/code/data_preprocess.py @@ -28,9 +28,9 @@ def preprocess(pre_conv, data_root, image_size, classes): # calculate the mean and PCA projection matrix data_mean, u = PCA(train_data, 2) + u = u * 20 + # TODO: using PCA to compress the dimensionality of the train_data after subtracting the mean vector - print(train_data) - print(data_mean) train_data_pca = (train_data - data_mean) @ u visualize(train_data_pca, train_label, "train") @@ -100,14 +100,14 @@ def PCA(data, dim=2): data_mean = data.mean(dim=0) # TODO: compute the covariance matrix of train_data diff = data - data_mean - data_cov = diff.T @ diff + # data_cov = diff.T @ diff + data_cov = torch.cov(diff.T) # TODO: compute the SVD decompositon of data_cov using torch.linalg.svd # reference: https://pytorch.org/docs/1.11/generated/torch.linalg.svd.html u, s, v = torch.linalg.svd(data_cov) # TODO: return the proper 'data_mean' and 'u[]' return data_mean, u[:, :dim] - def loaddata(pre_conv, data_root, mode, image_size, classes): """ load one dataset, and use pretrained network in homework 2 to extract feature @@ -173,7 +173,7 @@ if __name__ == "__main__": configs["use_stn"], configs["dropout_prob"], ) - cls.load_state_dict(pretrained_checkpoint["model_state"]) + cls.load_state_dict(pretrained_checkpoint["model_state"], strict=False) for param in cls.parameters(): param.requires_grad = False conv = cls.conv_net diff --git a/hw3/code/svm_hw.py b/hw3/code/svm_hw.py index abfb47a..f23a92c 100644 --- a/hw3/code/svm_hw.py +++ b/hw3/code/svm_hw.py @@ -85,11 +85,13 @@ class Hinge(torch.autograd.Function): # TODO: compute the hinge loss (together with L2 norm for SVM): loss = 0.5*||w||^2 + C*\sum_i{max(0, 1 - y_i*output_i)} # you may need F.relu() to implement the max() function. + # print("output size", output.size()) + # print("label size", label.size()) # print("product", label * output.reshape_as(label)) # print("minus", 1 - label * output.reshape_as(label)) # print("relu", F.relu(1 - label * output.reshape_as(label))) # print("sum", (F.relu(1 - label * output.reshape_as(label))).sum()) - loss = 1/2 * (W @ W.T) + C * (F.relu(1 - label * output.reshape_as(label))).sum() + loss = 1/2 * (W @ W.T) + C * (F.relu(1 - (output.T * label).T)).sum() ctx.save_for_backward(output, W, label, C) return loss @@ -109,7 +111,7 @@ class Hinge(torch.autograd.Function): # print("output", output, "label", label, "product", (1 - label.reshape_as(output) * output)) # print("grad_loss size", grad_loss.size()) # print("sizeof l / output", (C * torch.heaviside(1 - label.reshape_as(output) * output, torch.tensor(0).type_as(output)) * (-label.reshape_as(output))).size()) - grad_output = grad_loss * C * (torch.heaviside(1 - label.reshape_as(output) * output, torch.tensor(1).type_as(output)) * (-label.reshape_as(output))) + grad_output = grad_loss * C * ((torch.heaviside(1 - (output.T * label).T, torch.tensor(1).type_as(output)).T * (-label))).T grad_W = grad_loss * W return grad_output, grad_W, None, None diff --git a/hw3/code/test_svm.py b/hw3/code/test_svm.py index 4aa1ceb..5f49cc0 100644 --- a/hw3/code/test_svm.py +++ b/hw3/code/test_svm.py @@ -44,7 +44,7 @@ def test( svm = SVM_HINGE(model_svm["configs"]["feature_channel"], model_svm["configs"]["C"]) # TODO: load model parameters (model_svm['state_dict']) we saved in model_path using svm.load_state_dict() - svm.load_state_dict(model_svm["model_state"]) + svm.load_state_dict(model_svm["state_dict"]) # TODO: put the model on 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a.mean(dim=0)\n", + "print(mu, a - mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "tensor([[5.],\n", + " [4.]])\n" + ] + } + ], + "source": [ + "a = torch.Tensor([[5], [4]])\n", + "b = torch.Tensor([1])\n", + "print((a.T * b).T)" + ] } ], "metadata": {