From b49f7a947366a1bd278bdfd6d36700c464ed7e69 Mon Sep 17 00:00:00 2001 From: Michael Date: Sun, 22 Mar 2026 19:57:43 +0800 Subject: [PATCH 1/4] added Main for running with different hyperparameters --- code/Functions.py | 43 +++-- code/Layers.py | 36 ++-- code/LinearTrain.py | 104 ++++++----- code/LogprobTrain.py | 112 +++++++----- code/Main.py | 99 ++++++++++ code/TestModel.py | 23 --- code/__pycache__/Functions.cpython-314.pyc | Bin 13996 -> 14062 bytes code/__pycache__/Layers.cpython-314.pyc | Bin 7289 -> 8465 bytes code/__pycache__/LinearTrain.cpython-314.pyc | Bin 0 -> 2149 bytes code/__pycache__/LogprobTrain.cpython-314.pyc | Bin 0 -> 2533 bytes history.txt | 172 ------------------ linear_history.txt | 0 logprob_history.txt | 0 models/logprob/1.pth | Bin 7463 -> 0 bytes models/logprob/2.pth | Bin 9511 -> 0 bytes models/logprob/3.pth | Bin 8761 -> 0 bytes models/logprob/4.pth | Bin 8761 -> 0 bytes models/logprob/5.pth | Bin 8761 -> 0 bytes models/logprob/6.pth | Bin 14117 -> 0 bytes models/logprob/7.pth | Bin 12857 -> 0 bytes test_results/ROC/logprob/1.pdf | Bin 14442 -> 0 bytes test_results/ROC/logprob/2.pdf | Bin 14259 -> 0 bytes test_results/ROC/logprob/3.pdf | Bin 14271 -> 0 bytes test_results/ROC/logprob/4.pdf | Bin 14367 -> 0 bytes test_results/ROC/logprob/5.pdf | Bin 14174 -> 0 bytes test_results/ROC/logprob/6.pdf | Bin 14625 -> 0 bytes test_results/ROC/logprob/7.pdf | Bin 14177 -> 0 bytes test_results/ROC/logprob/8.pdf | Bin 14289 -> 0 bytes test_results/loss/logprob/logprob_1.pdf | Bin 11478 -> 0 bytes test_results/loss/logprob/logprob_2.pdf | Bin 10908 -> 0 bytes test_results/loss/logprob/logprob_3.pdf | Bin 12871 -> 0 bytes test_results/loss/logprob/logprob_4.pdf | Bin 11675 -> 0 bytes test_results/loss/logprob/logprob_5.pdf | Bin 12841 -> 0 bytes test_results/loss/logprob/logprob_6.pdf | Bin 12967 -> 0 bytes 34 files changed, 271 insertions(+), 318 deletions(-) create mode 100644 code/Main.py delete mode 100644 code/TestModel.py create mode 100644 code/__pycache__/LinearTrain.cpython-314.pyc create mode 100644 code/__pycache__/LogprobTrain.cpython-314.pyc delete mode 100644 history.txt create mode 100644 linear_history.txt create mode 100644 logprob_history.txt delete mode 100644 models/logprob/1.pth delete mode 100644 models/logprob/2.pth delete mode 100644 models/logprob/3.pth delete mode 100644 models/logprob/4.pth delete mode 100644 models/logprob/5.pth delete mode 100644 models/logprob/6.pth delete mode 100644 models/logprob/7.pth delete mode 100644 test_results/ROC/logprob/1.pdf delete mode 100644 test_results/ROC/logprob/2.pdf delete mode 100644 test_results/ROC/logprob/3.pdf delete mode 100644 test_results/ROC/logprob/4.pdf delete mode 100644 test_results/ROC/logprob/5.pdf delete mode 100644 test_results/ROC/logprob/6.pdf delete mode 100644 test_results/ROC/logprob/7.pdf delete mode 100644 test_results/ROC/logprob/8.pdf delete mode 100644 test_results/loss/logprob/logprob_1.pdf delete mode 100644 test_results/loss/logprob/logprob_2.pdf delete mode 100644 test_results/loss/logprob/logprob_3.pdf delete mode 100644 test_results/loss/logprob/logprob_4.pdf delete mode 100644 test_results/loss/logprob/logprob_5.pdf delete mode 100644 test_results/loss/logprob/logprob_6.pdf diff --git a/code/Functions.py b/code/Functions.py index 4f290d9..6470cf9 100644 --- a/code/Functions.py +++ b/code/Functions.py @@ -19,34 +19,43 @@ class LinearConfig: train_p = 0.8 val_p = 0.1 - d_model = 128 + d_model_choices = [32, 64, 128, 256] num_epochs = 50 batch_num = 32 - learning_rate = 0.01 + learning_rate_choices = [0.1, 0.05, 0.01, 0.005, 0.001] stop_patience = 10 device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + learning_rate = 0.1 + d_model = 32 + class LogitConfig: pos_weight = torch.tensor(0.5) criterion = nn.BCEWithLogitsLoss(pos_weight=pos_weight) + add_conv_choices = [False, True] train_p = 0.8 val_p = 0.1 - d_model = 128 - conv_ch = 32 + d_model_choices = [32, 64, 128, 256] + conv_ch_choices = [32, 64] drop_out = 0.1 num_epochs = 50 batch_num = 32 - learning_rate = 0.01 + learning_rate_choices = [0.1, 0.05, 0.01, 0.005, 0.0001] patience = 10 device = torch.device("cuda" if torch.cuda.is_available() else "cpu") + add_conv = False + d_model = 32 + conv_ch = 32 + learning_rate = 0.1 + def count_files(dir): files = [f for f in os.listdir(dir)] return len(files) @@ -201,7 +210,7 @@ def run_batch(config, return total_loss -def plot_loss(history, is_linear): +def plot_loss(history, is_linear, show): plt.figure(figsize=(8, 5)) plt.plot(history["running_loss"], label='running_loss', color='blue') plt.plot(history["val_loss"], label='val_loss', color='red', linestyle="dashed") @@ -216,10 +225,11 @@ def plot_loss(history, is_linear): else: length = count_files(r"test_results\loss\logprob") plt.savefig(fr"test_results\loss\logprob\logprob_{length + 1}.pdf") - plt.show() -def graph_roc_curve(config, test_loader, model, parameter_path: str): + if show: + plt.show() +def test_model(config, test_loader, model, parameter_path): model.load_state_dict(torch.load(os.path.join("models", parameter_path))) results, targets = run_batch( @@ -233,12 +243,15 @@ def graph_roc_curve(config, test_loader, model, parameter_path: str): fpr, tpr, threshold = roc_curve(targets, results) auroc = auc(fpr, tpr) results = [0 if result < 0.5 else 1 for result in results] + f1 = f1_score(targets, results, average="binary") - prec = precision_score(targets, results) - recall = recall_score(targets, results) - print(f1) - print(prec) - print(recall) + + + return auroc, f1, fpr, tpr + +def graph_roc_curve(auroc, f1, fpr, tpr, is_linear): + + print(f"\nf1 score: {f1}") plt.figure() plt.plot(fpr, tpr, label='ROC curve (area = %0.2f)' % auroc) @@ -246,10 +259,10 @@ def graph_roc_curve(config, test_loader, model, parameter_path: str): plt.ylim([0.0, 1.05]) plt.xlabel('False Positive Rate') plt.ylabel('True Positive Rate') - plt.title(f'ROC Curve for {"linear model" if model.is_linear else "logprob model"}') + plt.title(f'ROC Curve for {"linear model" if is_linear else "logprob model"}') plt.legend() - if model.is_linear: + if is_linear: length = count_files(r"test_results\ROC\linear") plt.savefig(fr"test_results\ROC\linear\{length + 1}.pdf") else: diff --git a/code/Layers.py b/code/Layers.py index 07bc891..28d6f19 100644 --- a/code/Layers.py +++ b/code/Layers.py @@ -21,7 +21,8 @@ def __init__(self): self.register_buffer("pe", pe) def forward(self, x): - return x + self.pe[:x.size(1), :].unsqueeze(0) + res = x + self.pe[:x.size(1), :].unsqueeze(0) + return res class Attention(nn.Module): def __init__(self, inner_feature): @@ -54,20 +55,26 @@ class LogitModel(nn.Module): def __init__(self, config): super().__init__() + self.con = config self.is_linear = False self.pe = PositionalEncoding() self.self_attention = Attention(inner_feature=config.d_model) - self.pooling_layer = nn.AdaptiveAvgPool1d(1) - self.dropout = nn.Dropout(p=config.drop_out) - self.fc_attention = nn.Linear(in_features=config.d_model, out_features=1) + if config.add_conv: + self.conv = nn.Conv2d(1, config.conv_ch, kernel_size=(3, 3)) + self.pooling_layer = nn.AdaptiveMaxPool2d((1, 1)) + self.dropout = nn.Dropout(p=config.drop_out) + self.fc_attention = nn.Linear(in_features=config.conv_ch, out_features=1) + elif not config.add_conv: + self.pooling_layer = nn.AdaptiveAvgPool1d(1) + self.dropout = nn.Dropout(p=config.drop_out) + self.fc_attention = nn.Linear(in_features=config.d_model, out_features=1) + else: + raise RuntimeError("add_conv not properly structured") + self.fc_final = nn.Linear(in_features=3, out_features=1) - # self.conv = nn.Conv2d(1, config.conv_ch, kernel_size=(3, 3)) - # self.pooling_layer = nn.AdaptiveMaxPool2d((1, 1)) - # self.dropout = nn.Dropout(p=config.drop_out) - # self.fc_attention = nn.Linear(in_features=config.conv_ch, out_features=1) def forward(self, resp1_logits, resp2_logits, cosine_sim, entropy): position1 = self.pe(resp1_logits) @@ -78,12 +85,15 @@ def forward(self, resp1_logits, resp2_logits, cosine_sim, entropy): position2, position2, ) - - pooled = self.pooling_layer(self_attention_values) - pooled = pooled.view(pooled.size(0), -1) - # conv_output = self.conv(self_attention_values.unsqueeze(1)) - # pooled = self.pooling_layer(conv_output).view(conv_output.size(0), conv_output.size(1)) + if self.con.add_conv: + conv_output = self.conv(self_attention_values.unsqueeze(1)) + pooled = self.pooling_layer(conv_output).view(conv_output.size(0), conv_output.size(1)) + elif not self.con.add_conv: + pooled = self.pooling_layer(self_attention_values) + pooled = pooled.view(pooled.size(0), -1) + else: + raise RuntimeError("add_conv not properly structured") dropped = self.dropout(pooled) attention_score = self.fc_attention(dropped) diff --git a/code/LinearTrain.py b/code/LinearTrain.py index 2d5d52b..39a5b44 100644 --- a/code/LinearTrain.py +++ b/code/LinearTrain.py @@ -1,49 +1,61 @@ import torch import torch.optim as optim from Layers import LinearModel -from DatasetLoader import linear_train_loader, linear_val_loader -from Functions import LinearConfig, plot_loss, run_batch, count_files - -config = LinearConfig() -device = config.device -length = count_files(r"models\linear") - -model = LinearModel(config) -optimizer = optim.Adam(model.parameters(), lr=config.learning_rate) - -prev_loss = float('inf') -history = {'running_loss': [], 'val_loss': []} - -for epoch in range(config.num_epochs): - - running_loss = run_batch(config=config, - loader=linear_train_loader, - model=model, - optimizer=optimizer, - type="train", - epoch=epoch - ) - - val_loss = run_batch(config=config, - loader=linear_val_loader, - model=model, - optimizer=optimizer, - type="val", - ) - - running_loss /= len(linear_train_loader.dataset) - val_loss /= len(linear_val_loader.dataset) - history['running_loss'].append(running_loss) - history['val_loss'].append(val_loss) - - if val_loss < prev_loss: - prev_loss = val_loss - patience_count = 0 - torch.save(model.state_dict(), fr'models\linear\{length + 1}.pth') - else: - patience_count += 1 - if patience_count >= config.stop_patience: - print(f'Early stopping at epoch {epoch + 1}') - break - -plot_loss(history, is_linear=True) +from DatasetLoader import linear_train_loader, linear_val_loader, linear_test_loader +from Functions import LinearConfig, plot_loss, run_batch, test_model, graph_roc_curve + +def linear_train(config, model_pth): + config = LinearConfig() + + model = LinearModel(config) + optimizer = optim.Adam(model.parameters(), lr=config.learning_rate) + + prev_loss = float('inf') + history = {'running_loss': [], 'val_loss': []} + + for epoch in range(config.num_epochs): + + running_loss = run_batch(config=config, + loader=linear_train_loader, + model=model, + optimizer=optimizer, + type="train", + epoch=epoch + ) + + val_loss = run_batch(config=config, + loader=linear_val_loader, + model=model, + optimizer=optimizer, + type="val", + ) + + running_loss /= len(linear_train_loader.dataset) + val_loss /= len(linear_val_loader.dataset) + history['running_loss'].append(running_loss) + history['val_loss'].append(val_loss) + + if val_loss < prev_loss: + prev_loss = val_loss + patience_count = 0 + torch.save(model.state_dict(), fr'models\linear\{model_pth}') + else: + patience_count += 1 + if patience_count >= config.stop_patience: + print(f'Early stopping at epoch {epoch + 1}') + break + + return history + + +if __name__ == "__main__": + model_pth = input("model's parameter path: ") + + config = LinearConfig() + history = linear_train(config, model_pth) + model = LinearModel(config) + + plot_loss(history, is_linear=True, show=True) + + auroc, f1, fpr, tpr = test_model(config, linear_test_loader, model, fr"linear\{model_pth}") + graph_roc_curve(auroc, f1, fpr, tpr, is_linear=True) \ No newline at end of file diff --git a/code/LogprobTrain.py b/code/LogprobTrain.py index b4b6143..eb1e844 100644 --- a/code/LogprobTrain.py +++ b/code/LogprobTrain.py @@ -1,52 +1,66 @@ import torch import torch.optim as optim from Layers import LogitModel -from Functions import LogitConfig, plot_loss, run_batch, count_files -from DatasetLoader import logprob_train_loader, logprob_val_loader - -config = LogitConfig() -device = config.device -length = count_files(r"models\logprob") - -model = LogitModel(config) -optimizer = optim.Adam(model.parameters(), lr=config.learning_rate) - -history = {"running_loss": [], "val_loss": []} -prev_loss = float("inf") - -for epoch in range(config.num_epochs): - model.train() - - running_loss = run_batch( - config=config, - loader=logprob_train_loader, - model=model, - optimizer=optimizer, - type="train", - epoch=epoch - ) - - val_loss = run_batch( - config=config, - loader=logprob_val_loader, - model=model, - optimizer=optimizer, - type="val", - ) - - running_loss /= len(logprob_train_loader.dataset) - val_loss /= len(logprob_val_loader.dataset) - history["running_loss"].append(running_loss) - history["val_loss"].append(val_loss) - - if val_loss < prev_loss: - prev_loss = val_loss - patience_count = 0 - torch.save(model.state_dict(), fr'models\logprob\{length + 1}.pth') - else: - patience_count += 1 - if patience_count >= config.patience: - print(f"model stopped at {epoch} epochs.") - break - -plot_loss(history, is_linear=False) \ No newline at end of file +from Functions import LogitConfig, plot_loss, run_batch, test_model, graph_roc_curve +from DatasetLoader import logprob_train_loader, logprob_val_loader, logprob_test_loader + +def logprob_train(config, model_pth): + + config = LogitConfig() + + model = LogitModel(config) + optimizer = optim.Adam(model.parameters(), lr=config.learning_rate) + + history = {"running_loss": [], "val_loss": []} + prev_loss = float("inf") + + for epoch in range(config.num_epochs): + model.train() + + running_loss = run_batch( + config=config, + loader=logprob_train_loader, + model=model, + optimizer=optimizer, + type="train", + epoch=epoch + ) + + val_loss = run_batch( + config=config, + loader=logprob_val_loader, + model=model, + optimizer=optimizer, + type="val", + ) + + running_loss /= len(logprob_train_loader.dataset) + val_loss /= len(logprob_val_loader.dataset) + history["running_loss"].append(running_loss) + history["val_loss"].append(val_loss) + + if val_loss < prev_loss: + prev_loss = val_loss + patience_count = 0 + torch.save(model.state_dict(), fr'models\logprob\{model_pth}') + else: + patience_count += 1 + if patience_count >= config.patience: + print(f"model stopped at {epoch} epochs.") + break + + return history + +if __name__ == "__main__": + model_pth = input("model's parameter path: ") + + config = LogitConfig() + history = logprob_train(config, model_pth) + model = LogitModel(config) + + plot_loss(history, is_linear=False, show=True) + + auroc, f1, fpr, tpr = test_model(config, logprob_test_loader, model, fr"logprob\{model_pth}") + graph_roc_curve(auroc, f1, fpr, tpr, is_linear=False) + + \ No newline at end of file diff --git a/code/Main.py b/code/Main.py new file mode 100644 index 0000000..f91a6d8 --- /dev/null +++ b/code/Main.py @@ -0,0 +1,99 @@ +import os +from LinearTrain import linear_train +from LogprobTrain import logprob_train +from Functions import LogitConfig, LinearConfig, test_model, count_files, plot_loss, graph_roc_curve +from DatasetLoader import logprob_test_loader, linear_test_loader +from Layers import LogitModel, LinearModel + +def logprob_train_model(config): + length = count_files(r"models\logprob") + history = logprob_train(config, f"{length + 1}.pth") + auroc, f1, fpr, tpr = test_model(config, logprob_test_loader, model, fr"logprob\{length + 1}.pth") + print(f"auroc score: {auroc}") + if auroc >= 0.60: + plot_loss(history, is_linear=False, show=False) + graph_roc_curve( + auroc=auroc, + f1 = f1, + fpr=fpr, + tpr=tpr, + is_linear=False + ) + + with open(r"..\logprob_history.txt", "a", encoding="utf-8") as f: + f.write(f"\n{length + 1}\n is CNN: {config.is_conv} dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.is_conv else ""}") + + else: + os.remove(fr"models\logprob\{length + 1}.pth") + +def linear_train_model(config): + length = count_files(r"models\linear") + history = linear_train(config, f"{length + 1}.pth") + auroc, f1, fpr, tpr = test_model(config, linear_test_loader, model, fr"linear\{length + 1}.pth") + print(f"auroc score: {auroc}") + if auroc >= 0.60: + plot_loss(history, is_linear=True, show=False) + graph_roc_curve( + auroc=auroc, + f1 = f1, + fpr=fpr, + tpr=tpr, + is_linear=True + ) + + with open(r"..\linear_history.txt", "a", encoding="utf-8") as f: + f.write(f"\n{length + 1}\n dimension: {config.d_model} lr: {config.learning_rate}") + + else: + os.remove(fr"models\linear\{length + 1}.pth") + +if __name__ == "__main__": + while True: + type = input("linear or logporb --> ") + + if type == "linear": + config = LinearConfig() + model = LinearModel(config) + count = 1 + + for dimension in config.d_model_choices: + config.d_model = dimension + for lr in config.learning_rate_choices: + config.learning_rate = lr + print(f"{count} / 20\n") + print(f"model dimension: {config.d_model} learning rate: {config.learning_rate}") + linear_train_model(config) + count += 1 + break + + elif type == "logprob": + config = LogitConfig() + model = LogitModel(config) + count = 1 + + for is_conv in config.add_conv_choices: + print("----With CNN layer----\n" if config.add_conv else "----No CNN layer----\n") + config.add_conv = is_conv + for item in config.d_model_choices: + config.d_model = item + for lr in config.learning_rate_choices: + config.learning_rate = lr + if config.add_conv: + for i in config.conv_ch_choices: + config.conv_ch = i + + print(f"{count} / 60\n") + print(f"model dimension: {config.d_model} learning rate: {config.learning_rate} CNN channel: {config.conv_ch}") + logprob_train_model(config) + count += 1 + + else: + print(f"{count} / 60") + print(f"model dimension: {config.d_model} learning rate: {config.learning_rate}") + logprob_train_model(config) + count += 1 + break + + else: + print("\n---------input [linear] or [logprob]----------\n") + diff --git a/code/TestModel.py b/code/TestModel.py deleted file mode 100644 index 8284810..0000000 --- a/code/TestModel.py +++ /dev/null @@ -1,23 +0,0 @@ -from Functions import LogitConfig, LinearConfig, graph_roc_curve, count_files -from Layers import LogitModel, LinearModel -from DatasetLoader import logprob_test_loader, linear_test_loader - -config = LogitConfig() -model = LogitModel(config) -length = count_files(r"models\logprob") -graph_roc_curve( - config, - logprob_test_loader, - model, - fr"logprob\{length}.pth", -) - -config = LinearConfig() -model = LinearModel(config) -length = count_files(r"models\linear") -graph_roc_curve( - config, - linear_test_loader, - model, - fr"linear\{length}.pth", -) 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LogitConfig: - - criterion = nn.BCELoss() - - train_p = 0.75 - val_p = 0.125 - - d_model = 32 - drop_out = 0.2 - - num_epochs = 50 - batch_num = 32 - learning_rate = 0.01 - patience = 10 - - -trial 2: - -class LinearConfig: - - criterion = nn.BCELoss() - - train_p = 0.75 - val_p = 0.125 - - d_model = 64 - - num_epochs = 50 - batch_num = 32 - learning_rate = 0.01 - stop_patience = 10 - -class LogitConfig: - - criterion = nn.BCELoss() - - train_p = 0.75 - val_p = 0.125 - - d_model = 64 - drop_out = 0.2 - - num_epochs = 50 - batch_num = 32 - learning_rate = 0.01 - patience = 10 - -trial 3: - -class LinearConfig: - - criterion = nn.BCELoss() - - train_p = 0.75 - val_p = 0.125 - - d_model = 64 - - num_epochs = 50 - batch_num = 32 - learning_rate = 0.05 - stop_patience = 10 - - -class LogitConfig: - - criterion = nn.BCELoss() - - train_p = 0.75 - val_p = 0.125 - - d_model = 64 - drop_out = 0.1 - - num_epochs = 50 - batch_num = 32 - learning_rate = 0.05 - patience = 10 - -trial 4: - criterion = nn.BCELoss() - - train_p = 0.8 - val_p = 0.1 - - d_model = 64 - drop_out = 0.0 - - num_epochs = 50 - batch_num = 32 - learning_rate = 0.01 - patience = 10 - -trial 5: - -class LinearConfig: - - pos_weight = torch.tensor(0.502773) - criterion = nn.BCEWithLogitsLoss(pos_weight=pos_weight) - - train_p = 0.75 - val_p = 0.125 - - d_model = 64 - - num_epochs = 50 - batch_num = 32 - learning_rate = 0.05 - stop_patience = 10 - - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - -class LogitConfig: - - pos_weight = torch.tensor(0.502773) - criterion = nn.BCEWithLogitsLoss(pos_weight=pos_weight) - - train_p = 0.8 - val_p = 0.1 - - d_model = 64 - drop_out = 0.0 - - num_epochs = 50 - batch_num = 32 - learning_rate = 0.01 - patience = 10 - - device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - -trial 6: - -this time with convolutional network - -class LogitConfig: - - pos_weight = torch.tensor(0.5) - criterion = nn.BCEWithLogitsLoss(pos_weight=pos_weight) 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z{FfR0nyz0x;1>3a5h_<$0tynF%06TV|6&!AiE2#1prE(@83keriG)#~tqefIli7a+K-Zoh2eR}U!#%sY(QL)WVsb*`76Lpc95$S$B+h5FxhJ*zj@79dzq zeIanJK#A1oV+}_^dz(X$tECnXKvz`%3}%-Kr}}SjRs(Kez!8JFrh@I@=#>Cw4+ry3 zg*m`MRR;CS37GcE73Ag7E7Y8Uh9NMF8Y!qJseqmfu$X1!m4E`YN*%=&82IuP@V6_} zs4)aAsO4dxumWtJioG0{z>1*Wfhyt^qRXKOvmz!Gov3>UK-e9Qr4oj%4ne@VQU~yW zV^@e%V;d-5J#0~rM3*aiZ((C)GI^Tj~GZ(TpXO;9PBOO9vEp9U|14v=jP@@ z*^59p{_{-Q+0|AYh5-4BwYwFle_s8Xi?t2h(!%N_AoFVofJ!A`@9d-u6^e@~??ofg zz^fw(DB$C9XbB`y6p0iSU!@sOSF#NZ31Suuc(;`w2o5-4Vm9!9U{J0E{oqb3FcdW4 zA21xGh&6a%r|<_1^0sU72*`D4K+EV~S{UI^9bl2b*{;FEVsU@)g2j{mpn)Yqo&fs&mKRF`$-){K4h=BY!f+sH ztc4Lluv!Dd1Bw5DVIWrr{eIKMufsDQPx@m#0um%XYu+WG|Cl2r0SZ2A@d(I2VI<@q zau6|40V(wR%^%32{)7=h!nFpEgairJS{Q1bbwpfkr*5tm_6}rM>VGIXZ126i_c-M2 n47nMqt3Kdl1Drabw(OuOZWgX?)MbqVi+}*zy<0^`750As%!E|r From f6b4ec3f7e5f47ad4a8ac31aa33f5301a366fd9b Mon Sep 17 00:00:00 2001 From: Michael Date: Sun, 22 Mar 2026 20:18:47 +0800 Subject: [PATCH 2/4] create history file --- code/Main.py | 25 +++++++++++-------- linear_history.txt => history/linear_best.txt | 0 .../linear_history.txt | 0 history/logprob_best.txt | 0 history/logprob_history.txt | 0 5 files changed, 15 insertions(+), 10 deletions(-) rename linear_history.txt => history/linear_best.txt (100%) rename logprob_history.txt => history/linear_history.txt (100%) create mode 100644 history/logprob_best.txt create mode 100644 history/logprob_history.txt diff --git a/code/Main.py b/code/Main.py index f91a6d8..db24db3 100644 --- a/code/Main.py +++ b/code/Main.py @@ -5,11 +5,13 @@ from DatasetLoader import logprob_test_loader, linear_test_loader from Layers import LogitModel, LinearModel -def logprob_train_model(config): +def logprob_train_model(config, count): length = count_files(r"models\logprob") history = logprob_train(config, f"{length + 1}.pth") auroc, f1, fpr, tpr = test_model(config, logprob_test_loader, model, fr"logprob\{length + 1}.pth") - print(f"auroc score: {auroc}") + with open(r"..\history\logprob_history.txt", "a", encoding="utf-8") as f: + f.write(f"\n{count}\n dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.is_conv else ""} auroc: {auroc}") + if auroc >= 0.60: plot_loss(history, is_linear=False, show=False) graph_roc_curve( @@ -20,17 +22,20 @@ def logprob_train_model(config): is_linear=False ) - with open(r"..\logprob_history.txt", "a", encoding="utf-8") as f: - f.write(f"\n{length + 1}\n is CNN: {config.is_conv} dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.is_conv else ""}") + with open(r"..\history\logprob_best.txt", "a", encoding="utf-8") as f: + f.write(f"\n{length + 1}\n dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.is_conv else ""}") else: os.remove(fr"models\logprob\{length + 1}.pth") -def linear_train_model(config): +def linear_train_model(config, count): length = count_files(r"models\linear") history = linear_train(config, f"{length + 1}.pth") auroc, f1, fpr, tpr = test_model(config, linear_test_loader, model, fr"linear\{length + 1}.pth") - print(f"auroc score: {auroc}") + + with open(r"..\history\linear_history.txt", "a", encoding="utf-8") as f: + f.write(f"\n{count}\n dimension: {config.d_model} lr: {config.learning_rate} auroc: {auroc}") + if auroc >= 0.60: plot_loss(history, is_linear=True, show=False) graph_roc_curve( @@ -41,7 +46,7 @@ def linear_train_model(config): is_linear=True ) - with open(r"..\linear_history.txt", "a", encoding="utf-8") as f: + with open(r"..\history\linear_best.txt", "a", encoding="utf-8") as f: f.write(f"\n{length + 1}\n dimension: {config.d_model} lr: {config.learning_rate}") else: @@ -62,7 +67,7 @@ def linear_train_model(config): config.learning_rate = lr print(f"{count} / 20\n") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate}") - linear_train_model(config) + linear_train_model(config, count) count += 1 break @@ -84,13 +89,13 @@ def linear_train_model(config): print(f"{count} / 60\n") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate} CNN channel: {config.conv_ch}") - logprob_train_model(config) + logprob_train_model(config, count) count += 1 else: print(f"{count} / 60") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate}") - logprob_train_model(config) + logprob_train_model(config, count) count += 1 break diff --git a/linear_history.txt b/history/linear_best.txt similarity index 100% rename from linear_history.txt rename to history/linear_best.txt diff --git a/logprob_history.txt b/history/linear_history.txt similarity index 100% rename from logprob_history.txt rename to history/linear_history.txt diff --git a/history/logprob_best.txt b/history/logprob_best.txt new file mode 100644 index 0000000..e69de29 diff --git a/history/logprob_history.txt b/history/logprob_history.txt new file mode 100644 index 0000000..e69de29 From 896d412dd84966bb7ec8bc36045d41d103d127fd Mon Sep 17 00:00:00 2001 From: Michael Date: Mon, 23 Mar 2026 19:04:18 +0800 Subject: [PATCH 3/4] finish running main --- code/Functions.py | 10 +- code/LinearTrain.py | 1 - code/LogprobTrain.py | 2 - code/Main.py | 34 ++--- code/__pycache__/Functions.cpython-314.pyc | Bin 14062 -> 14085 bytes code/__pycache__/Layers.cpython-314.pyc | Bin 8465 -> 8465 bytes code/__pycache__/LinearTrain.cpython-314.pyc | Bin 2149 -> 2470 bytes code/__pycache__/LogprobTrain.cpython-314.pyc | Bin 2533 -> 2506 bytes history/logprob_best.txt | 9 ++ history/logprob_history.txt | 122 ++++++++++++++++++ models/logprob/1.pth | Bin 0 -> 8761 bytes models/logprob/2.pth | Bin 0 -> 12857 bytes models/logprob/3.pth | Bin 0 -> 9765 bytes models/logprob/4.pth | Bin 0 -> 11685 bytes models/logprob/5.pth | Bin 0 -> 21797 bytes test_results/ROC/logprob/1.pdf | Bin 0 -> 13857 bytes test_results/ROC/logprob/2.pdf | Bin 0 -> 13825 bytes test_results/ROC/logprob/3.pdf | Bin 0 -> 13768 bytes test_results/ROC/logprob/4.pdf | Bin 0 -> 13839 bytes .../ROC/logprob/auroc 0.57 f1 0.62.pdf | Bin 0 -> 14372 bytes .../logprob/d_model 256 conv 32 lr 0.0001.pdf | Bin 0 -> 11590 bytes test_results/loss/logprob/logprob_1.pdf | Bin 0 -> 11828 bytes test_results/loss/logprob/logprob_2.pdf | Bin 0 -> 11612 bytes test_results/loss/logprob/logprob_3.pdf | Bin 0 -> 12521 bytes test_results/loss/logprob/logprob_4.pdf | Bin 0 -> 12058 bytes 25 files changed, 154 insertions(+), 24 deletions(-) create mode 100644 models/logprob/1.pth create mode 100644 models/logprob/2.pth create mode 100644 models/logprob/3.pth create mode 100644 models/logprob/4.pth create mode 100644 models/logprob/5.pth create mode 100644 test_results/ROC/logprob/1.pdf create mode 100644 test_results/ROC/logprob/2.pdf create mode 100644 test_results/ROC/logprob/3.pdf create mode 100644 test_results/ROC/logprob/4.pdf create mode 100644 test_results/ROC/logprob/auroc 0.57 f1 0.62.pdf create mode 100644 test_results/loss/logprob/d_model 256 conv 32 lr 0.0001.pdf create mode 100644 test_results/loss/logprob/logprob_1.pdf create mode 100644 test_results/loss/logprob/logprob_2.pdf create mode 100644 test_results/loss/logprob/logprob_3.pdf create mode 100644 test_results/loss/logprob/logprob_4.pdf diff --git a/code/Functions.py b/code/Functions.py index 6470cf9..7f7f036 100644 --- a/code/Functions.py +++ b/code/Functions.py @@ -44,17 +44,17 @@ class LogitConfig: conv_ch_choices = [32, 64] drop_out = 0.1 - num_epochs = 50 + num_epochs = 100 batch_num = 32 learning_rate_choices = [0.1, 0.05, 0.01, 0.005, 0.0001] patience = 10 device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - add_conv = False - d_model = 32 + add_conv = True + d_model = 256 conv_ch = 32 - learning_rate = 0.1 + learning_rate = 0.0001 def count_files(dir): files = [f for f in os.listdir(dir)] @@ -269,7 +269,5 @@ def graph_roc_curve(auroc, f1, fpr, tpr, is_linear): length = count_files(r"test_results\ROC\logprob") plt.savefig(fr"test_results\ROC\logprob\{length + 1}.pdf") - plt.show() - if __name__ == "__main__": store_data(ans_dataset="TruthfulDataset.jsonl", cal_dataset="CalDataset.jsonl") \ No newline at end of file diff --git a/code/LinearTrain.py b/code/LinearTrain.py index 39a5b44..9ce13ac 100644 --- a/code/LinearTrain.py +++ b/code/LinearTrain.py @@ -5,7 +5,6 @@ from Functions import LinearConfig, plot_loss, run_batch, test_model, graph_roc_curve def linear_train(config, model_pth): - config = LinearConfig() model = LinearModel(config) optimizer = optim.Adam(model.parameters(), lr=config.learning_rate) diff --git a/code/LogprobTrain.py b/code/LogprobTrain.py index eb1e844..e479389 100644 --- a/code/LogprobTrain.py +++ b/code/LogprobTrain.py @@ -6,8 +6,6 @@ def logprob_train(config, model_pth): - config = LogitConfig() - model = LogitModel(config) optimizer = optim.Adam(model.parameters(), lr=config.learning_rate) diff --git a/code/Main.py b/code/Main.py index db24db3..ced0552 100644 --- a/code/Main.py +++ b/code/Main.py @@ -5,12 +5,13 @@ from DatasetLoader import logprob_test_loader, linear_test_loader from Layers import LogitModel, LinearModel -def logprob_train_model(config, count): +def logprob_train_model(config, model, count): length = count_files(r"models\logprob") history = logprob_train(config, f"{length + 1}.pth") auroc, f1, fpr, tpr = test_model(config, logprob_test_loader, model, fr"logprob\{length + 1}.pth") - with open(r"..\history\logprob_history.txt", "a", encoding="utf-8") as f: - f.write(f"\n{count}\n dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.is_conv else ""} auroc: {auroc}") + print(f"auroc: {auroc}, f1: {f1}") + with open(r"history\logprob_history.txt", "a", encoding="utf-8") as f: + f.write(f"\n{count}\n dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.add_conv else ""} auroc: {auroc} f1: {f1}") if auroc >= 0.60: plot_loss(history, is_linear=False, show=False) @@ -22,19 +23,19 @@ def logprob_train_model(config, count): is_linear=False ) - with open(r"..\history\logprob_best.txt", "a", encoding="utf-8") as f: - f.write(f"\n{length + 1}\n dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.is_conv else ""}") + with open(r"history\logprob_best.txt", "a", encoding="utf-8") as f: + f.write(f"\n{length + 1}\n dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.add_conv else ""}") else: os.remove(fr"models\logprob\{length + 1}.pth") -def linear_train_model(config, count): +def linear_train_model(config, model, count): length = count_files(r"models\linear") history = linear_train(config, f"{length + 1}.pth") auroc, f1, fpr, tpr = test_model(config, linear_test_loader, model, fr"linear\{length + 1}.pth") - - with open(r"..\history\linear_history.txt", "a", encoding="utf-8") as f: - f.write(f"\n{count}\n dimension: {config.d_model} lr: {config.learning_rate} auroc: {auroc}") + print(f"auroc: {auroc}, f1: {f1}") + with open(r"history\linear_history.txt", "a", encoding="utf-8") as f: + f.write(f"\n{count}\n dimension: {config.d_model} lr: {config.learning_rate} auroc: {auroc} f1: {f1}") if auroc >= 0.60: plot_loss(history, is_linear=True, show=False) @@ -46,7 +47,7 @@ def linear_train_model(config, count): is_linear=True ) - with open(r"..\history\linear_best.txt", "a", encoding="utf-8") as f: + with open(r"history\linear_best.txt", "a", encoding="utf-8") as f: f.write(f"\n{length + 1}\n dimension: {config.d_model} lr: {config.learning_rate}") else: @@ -58,7 +59,6 @@ def linear_train_model(config, count): if type == "linear": config = LinearConfig() - model = LinearModel(config) count = 1 for dimension in config.d_model_choices: @@ -67,13 +67,15 @@ def linear_train_model(config, count): config.learning_rate = lr print(f"{count} / 20\n") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate}") - linear_train_model(config, count) + model = LinearModel(config) + linear_train_model(config, model, count) count += 1 break + + elif type == "logprob": config = LogitConfig() - model = LogitModel(config) count = 1 for is_conv in config.add_conv_choices: @@ -89,13 +91,15 @@ def linear_train_model(config, count): print(f"{count} / 60\n") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate} CNN channel: {config.conv_ch}") - logprob_train_model(config, count) + model = LogitModel(config) + logprob_train_model(config, model, count) count += 1 else: print(f"{count} / 60") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate}") - logprob_train_model(config, count) + model = LogitModel(config) + logprob_train_model(config, model, count) count += 1 break diff --git a/code/__pycache__/Functions.cpython-314.pyc b/code/__pycache__/Functions.cpython-314.pyc index 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test_results/loss/logprob/logprob_9.pdf diff --git a/code/Functions.py b/code/Functions.py index 7f7f036..e8de7d0 100644 --- a/code/Functions.py +++ b/code/Functions.py @@ -7,13 +7,13 @@ import torch import torch.nn as nn import torch.nn.functional as F -from sklearn.metrics import roc_curve, auc, precision_score, recall_score, f1_score +from sklearn.metrics import roc_curve, auc, f1_score, classification_report from sentence_transformers import SentenceTransformer from StoreDataset import FileLoader, retrieve_to class LinearConfig: - pos_weight = torch.tensor(0.502773) + pos_weight = torch.tensor(0.65) criterion = nn.BCEWithLogitsLoss(pos_weight=pos_weight) train_p = 0.8 @@ -33,7 +33,7 @@ class LinearConfig: class LogitConfig: - pos_weight = torch.tensor(0.5) + pos_weight = torch.tensor(0.65) criterion = nn.BCEWithLogitsLoss(pos_weight=pos_weight) add_conv_choices = [False, True] @@ -46,15 +46,15 @@ class LogitConfig: num_epochs = 100 batch_num = 32 - learning_rate_choices = [0.1, 0.05, 0.01, 0.005, 0.0001] + learning_rate_choices = [0.1, 0.05, 0.01, 0.005, 0.001] patience = 10 device = torch.device("cuda" if torch.cuda.is_available() else "cpu") - add_conv = True - d_model = 256 - conv_ch = 32 - learning_rate = 0.0001 + add_conv = False + d_model = 64 + conv_ch = 64 + learning_rate = 0.05 def count_files(dir): files = [f for f in os.listdir(dir)] @@ -210,7 +210,7 @@ def run_batch(config, return total_loss -def plot_loss(history, is_linear, show): +def plot_loss(history, is_linear, show, length=None): plt.figure(figsize=(8, 5)) plt.plot(history["running_loss"], label='running_loss', color='blue') plt.plot(history["val_loss"], label='val_loss', color='red', linestyle="dashed") @@ -220,11 +220,13 @@ def plot_loss(history, is_linear, show): plt.legend() if is_linear: - length = count_files(r"test_results\loss\linear") - plt.savefig(fr"test_results\loss\linear\linear_{length + 1}.pdf") + if not length: + length = count_files(r"test_results\loss\linear") + 1 + plt.savefig(fr"test_results\loss\linear\linear_{length}.pdf") else: - length = count_files(r"test_results\loss\logprob") - plt.savefig(fr"test_results\loss\logprob\logprob_{length + 1}.pdf") + if not length: + length = count_files(r"test_results\loss\logprob") + 1 + plt.savefig(fr"test_results\loss\logprob\logprob_{length}.pdf") if show: plt.show() @@ -232,7 +234,7 @@ def plot_loss(history, is_linear, show): def test_model(config, test_loader, model, parameter_path): model.load_state_dict(torch.load(os.path.join("models", parameter_path))) - results, targets = run_batch( + y_pred, y_true = run_batch( config, test_loader, model, @@ -240,18 +242,16 @@ def test_model(config, test_loader, model, parameter_path): "test", ) - fpr, tpr, threshold = roc_curve(targets, results) + fpr, tpr, threshold = roc_curve(y_true, y_pred) auroc = auc(fpr, tpr) - results = [0 if result < 0.5 else 1 for result in results] - - f1 = f1_score(targets, results, average="binary") - - - return auroc, f1, fpr, tpr + y_pred = [0 if result < 0.5 else 1 for result in y_pred] + f1 = f1_score(y_true, y_pred) + report = classification_report(y_true, y_pred, zero_division=0) + report_dict = classification_report(y_true, y_pred, output_dict=True, zero_division=0) -def graph_roc_curve(auroc, f1, fpr, tpr, is_linear): + return auroc, f1, fpr, tpr, report, report_dict - print(f"\nf1 score: {f1}") +def graph_roc_curve(auroc, fpr, tpr, is_linear, length=None): plt.figure() plt.plot(fpr, tpr, label='ROC curve (area = %0.2f)' % auroc) @@ -263,11 +263,13 @@ def graph_roc_curve(auroc, f1, fpr, tpr, is_linear): plt.legend() if is_linear: - length = count_files(r"test_results\ROC\linear") - plt.savefig(fr"test_results\ROC\linear\{length + 1}.pdf") + if not length: + length = count_files(r"test_results\ROC\linear") + 1 + plt.savefig(fr"test_results\ROC\linear\{length}.pdf") else: - length = count_files(r"test_results\ROC\logprob") - plt.savefig(fr"test_results\ROC\logprob\{length + 1}.pdf") + if not length: + length = count_files(r"test_results\ROC\logprob") + 1 + plt.savefig(fr"test_results\ROC\logprob\{length}.pdf") if __name__ == "__main__": store_data(ans_dataset="TruthfulDataset.jsonl", cal_dataset="CalDataset.jsonl") \ No newline at end of file diff --git a/code/Layers.py b/code/Layers.py index 28d6f19..dfe9722 100644 --- a/code/Layers.py +++ b/code/Layers.py @@ -61,7 +61,7 @@ def __init__(self, config): self.pe = PositionalEncoding() self.self_attention = Attention(inner_feature=config.d_model) - if config.add_conv: + if config.add_conv and config.conv_ch: self.conv = nn.Conv2d(1, config.conv_ch, kernel_size=(3, 3)) self.pooling_layer = nn.AdaptiveMaxPool2d((1, 1)) self.dropout = nn.Dropout(p=config.drop_out) diff --git a/code/LogprobTrain.py b/code/LogprobTrain.py index e479389..b519f95 100644 --- a/code/LogprobTrain.py +++ b/code/LogprobTrain.py @@ -1,5 +1,6 @@ import torch import torch.optim as optim +from torch.optim.lr_scheduler import ReduceLROnPlateau from Layers import LogitModel from Functions import LogitConfig, plot_loss, run_batch, test_model, graph_roc_curve from DatasetLoader import logprob_train_loader, logprob_val_loader, logprob_test_loader @@ -8,6 +9,12 @@ def logprob_train(config, model_pth): model = LogitModel(config) optimizer = optim.Adam(model.parameters(), lr=config.learning_rate) + scheduler = ReduceLROnPlateau( + optimizer, + mode='min', + patience=5, + factor=0.5 + ) history = {"running_loss": [], "val_loss": []} prev_loss = float("inf") @@ -37,6 +44,8 @@ def logprob_train(config, model_pth): history["running_loss"].append(running_loss) history["val_loss"].append(val_loss) + scheduler.step(val_loss) + if val_loss < prev_loss: prev_loss = val_loss patience_count = 0 diff --git a/code/Main.py b/code/Main.py index ced0552..64b0869 100644 --- a/code/Main.py +++ b/code/Main.py @@ -1,57 +1,75 @@ import os +import json from LinearTrain import linear_train from LogprobTrain import logprob_train -from Functions import LogitConfig, LinearConfig, test_model, count_files, plot_loss, graph_roc_curve +from Functions import LogitConfig, LinearConfig, test_model, plot_loss, graph_roc_curve from DatasetLoader import logprob_test_loader, linear_test_loader from Layers import LogitModel, LinearModel def logprob_train_model(config, model, count): - length = count_files(r"models\logprob") - history = logprob_train(config, f"{length + 1}.pth") - auroc, f1, fpr, tpr = test_model(config, logprob_test_loader, model, fr"logprob\{length + 1}.pth") - print(f"auroc: {auroc}, f1: {f1}") + history = logprob_train(config, f"sec_try{count}.pth") + auroc, f1, fpr, tpr, report, report_dict = test_model(config, logprob_test_loader, model, fr"logprob\sec_try{count}.pth") + + print(f"\n{report}\nauroc: {auroc}") + with open(r"history\logprob_history.txt", "a", encoding="utf-8") as f: f.write(f"\n{count}\n dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.add_conv else ""} auroc: {auroc} f1: {f1}") - if auroc >= 0.60: + if auroc >= 0.60 and f1 >= 0.70: plot_loss(history, is_linear=False, show=False) graph_roc_curve( auroc=auroc, - f1 = f1, fpr=fpr, tpr=tpr, - is_linear=False + is_linear=False, + length=count ) - with open(r"history\logprob_best.txt", "a", encoding="utf-8") as f: - f.write(f"\n{length + 1}\n dimension: {config.d_model} lr: {config.learning_rate}{f" CNN channel: {config.conv_ch}" if config.add_conv else ""}") + report_dict = report_dict["1.0"] + del report_dict["support"] + report_dict["ID"] = count + report_dict["auroc"] = auroc + report_dict["d_model"] = config.d_model + report_dict["learning_rate"] = config.learning_rate + report_dict["conv_ch"] = config.conv_ch if config.add_conv else None + + with open(r"history\logprob_best.jsonl", "a", encoding="utf-8") as f: + json.dump(report_dict, f, ensure_ascii=False) + f.write("\n") else: - os.remove(fr"models\logprob\{length + 1}.pth") + os.remove(fr"models\logprob\sec_try{count}.pth") def linear_train_model(config, model, count): - length = count_files(r"models\linear") - history = linear_train(config, f"{length + 1}.pth") - auroc, f1, fpr, tpr = test_model(config, linear_test_loader, model, fr"linear\{length + 1}.pth") - print(f"auroc: {auroc}, f1: {f1}") + history = linear_train(config, f"sec_try{count}.pth") + auroc, f1, fpr, tpr, report, report_dict = test_model(config, linear_test_loader, model, fr"linear\sec_try{count}.pth") + print(f"\n{report}\nauroc: {auroc}") + with open(r"history\linear_history.txt", "a", encoding="utf-8") as f: f.write(f"\n{count}\n dimension: {config.d_model} lr: {config.learning_rate} auroc: {auroc} f1: {f1}") - if auroc >= 0.60: + if auroc >= 0.60 and f1 >= 0.70: plot_loss(history, is_linear=True, show=False) graph_roc_curve( auroc=auroc, - f1 = f1, fpr=fpr, tpr=tpr, is_linear=True ) - with open(r"history\linear_best.txt", "a", encoding="utf-8") as f: - f.write(f"\n{length + 1}\n dimension: {config.d_model} lr: {config.learning_rate}") + report_dict = report_dict["1.0"] + del report_dict["support"] + report_dict["ID"] = count + report_dict["auroc"] = auroc + report_dict["d_model"] = config.d_model + report_dict["learning_rate"] = config.learning_rate + + with open(r"history\linear_best.jsonl", "a", encoding="utf-8") as f: + json.dump(report_dict, f, ensure_ascii=False) + f.write("\n") else: - os.remove(fr"models\linear\{length + 1}.pth") + os.remove(fr"models\linear\sec_try{count}.pth") if __name__ == "__main__": while True: @@ -60,23 +78,23 @@ def linear_train_model(config, model, count): if type == "linear": config = LinearConfig() count = 1 + total = len(config.d_model_choices) * len (config.learning_rate_choices) for dimension in config.d_model_choices: config.d_model = dimension for lr in config.learning_rate_choices: config.learning_rate = lr - print(f"{count} / 20\n") + print(f"{count} / {total}\n") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate}") model = LinearModel(config) linear_train_model(config, model, count) count += 1 break - - elif type == "logprob": config = LogitConfig() count = 1 + total = len(config.d_model_choices) * len(config.learning_rate_choices) * (1 + len(config.conv_ch_choices) if len(config.add_conv_choices) == 2 else 1) for is_conv in config.add_conv_choices: print("----With CNN layer----\n" if config.add_conv else "----No CNN layer----\n") @@ -89,14 +107,14 @@ def linear_train_model(config, model, count): for i in config.conv_ch_choices: config.conv_ch = i - print(f"{count} / 60\n") + print(f"{count} / {total}\n") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate} CNN channel: {config.conv_ch}") model = LogitModel(config) logprob_train_model(config, model, count) count += 1 else: - print(f"{count} / 60") + print(f"{count} / {total}") print(f"model dimension: {config.d_model} learning rate: {config.learning_rate}") model = LogitModel(config) logprob_train_model(config, model, count) diff --git 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z>`DS`RPk1_#hE0R{-70vWH`p`>BRDF_r8ZC%-SW^ZcO|>83ulYS&LxS19KACZCGWP z+#4=&Bahq;+!GIc2AA3gX{sQhxN__#!m^nu8N{tHYc<>vqZ diff --git a/code/test.py b/code/test.py new file mode 100644 index 0000000..e22ca48 --- /dev/null +++ b/code/test.py @@ -0,0 +1,203 @@ +import torch +import os +import matplotlib.pyplot as plt +from Functions import test_model, LogitConfig, LinearConfig +from Layers import LogitModel, LinearModel +from DatasetLoader import logprob_test_loader, linear_test_loader +from StoreDataset import FileLoader + +COLORS = ["b", "g", "r", "c", "m", "y", "k"] + +if __name__ == "__main__": + mode = input("logprob or linear or both --> ") + + if mode == "logprob": + + compare = False + color = 0 + + plt.figure() + plt.plot([0, 1], color="grey", linestyle="dashed", label="random model") + + while True: + + config = LogitConfig() + + location = int(input("ID of model to test -->")) + file = FileLoader(rf"..\history\logprob_best.jsonl") + + parameters = None + for item in file: + if item["ID"] == location: + parameters = item + break + if not parameters: + raise RuntimeError("ID not in file") + + if parameters["conv_ch"]: + config.add_conv = True + config.conv_ch = parameters["conv_ch"] + else: + config.add_conv = False + + config.d_model = parameters["d_model"] + + model = LogitModel(config) + + auroc, f1, fpr, tpr, report, report_dict = test_model(config, logprob_test_loader, model, parameter_path=fr"logprob\sec_try{location}.pth") + label = input("model label: ") + plt.plot(fpr, tpr, label=f'{label} (AUC=%0.2f)' % auroc, color=f"{COLORS[color]}") + + print(report) + print(auroc) + + compare = input("Compare between models? [y/n] ") == "y" + color += 1 + if color >= 7: + color = 0 + + if not compare: + break + + plt.xlim([0.0, 1.0]) + plt.ylim([0.0, 1.05]) + plt.xlabel('False Positive Rate') + plt.ylabel('True Positive Rate') + plt.title(f'ROC Curves') + plt.legend() + plt.show() + + elif mode == "linear": + + compare = False + + plt.figure() + plt.plot([0, 1], color="grey", linestyle="dashed", label="random model") + + while True: + config = LinearConfig() + + location = int(input("ID of model to test -->")) + file = FileLoader(rf"..\history\linear_best.jsonl") + + parameters = None + for item in file: + if item["ID"] == location: + parameters = item + break + if not parameters: + raise RuntimeError("ID not in file") + + config.d_model = parameters["d_model"] + + model = LinearModel(config) + + auroc, f1, fpr, tpr, report, report_dict = test_model(config, linear_test_loader, model, parameter_path=fr"linear\sec_try{location}.pth") + label = input("model label: ") + plt.plot(fpr, tpr, label=f'{label} (AUC=%0.2f)' % auroc) + + print(report) + print(auroc) + + compare = input("Compare between models? [y/n] ") == "y" + + if not compare: + break + + plt.xlim([0.0, 1.0]) + plt.ylim([0.0, 1.05]) + plt.xlabel('False Positive Rate') + plt.ylabel('True Positive Rate') + plt.title(f'ROC Curves') + plt.legend() + plt.show() + + + elif mode == "both": + + color = 0 + compare = False + plt.figure() + plt.plot([0, 1], color="grey", linestyle="dashed", label="random model") + + while True: + + config = LogitConfig() + + location = int(input("ID of model to test -->")) + file = FileLoader(rf"..\history\logprob_best.jsonl") + + parameters = None + for item in file: + if item["ID"] == location: + parameters = item + break + if not parameters: + raise RuntimeError("ID not in file") + + if parameters["conv_ch"]: + config.add_conv = True + config.conv_ch = parameters["conv_ch"] + else: + config.add_conv = False + + config.d_model = parameters["d_model"] + + model = LogitModel(config) + + auroc, f1, fpr, tpr, report, report_dict = test_model(config, logprob_test_loader, model, parameter_path=fr"logprob\sec_try{location}.pth") + label = input("model label: ") + plt.plot(fpr, tpr, label=f'{label} (AUC=%0.2f)' % auroc, color=f"{COLORS[color]}") + + print(report) + print(auroc) + + compare = input("Compare between logprob models? [y/n] ") == "y" + color += 1 + if color >= 7: + color = 0 + + if not compare: + break + + while True: + config = LinearConfig() + + location = int(input("ID of model to test for hybrid model -->")) + file = FileLoader(rf"..\history\linear_best.jsonl") + + parameters = None + for item in file: + if item["ID"] == location: + parameters = item + break + if not parameters: + raise RuntimeError("ID not in file") + + config.d_model = parameters["d_model"] + + model = LinearModel(config) + + auroc, f1, fpr, tpr, report, report_dict = test_model(config, linear_test_loader, model, parameter_path=fr"linear\sec_try{location}.pth") + label = input("model label: ") + plt.plot(fpr, tpr, label=f'{label} (AUC=%0.2f)' % auroc) + + print(report) + print(auroc) + + compare = input("Compare between models? [y/n] ") == "y" + + if not compare: + break + + plt.xlim([0.0, 1.0]) + plt.ylim([0.0, 1.05]) + plt.xlabel('False Positive Rate') + plt.ylabel('True Positive Rate') + plt.title(f'ROC Curves') + plt.legend() + plt.show() + + else: + raise TypeError("Mode not logprob or linear or all") + diff --git a/history/linear_best.jsonl b/history/linear_best.jsonl new file mode 100644 index 0000000..a187cad --- /dev/null +++ b/history/linear_best.jsonl @@ -0,0 +1,6 @@ +{"precision": 0.676829268292683, "recall": 1.0, "f1-score": 0.8072727272727273, "ID": 1, "auroc": 0.6343702192758797, "d_model": 32, "learning_rate": 0.1} +{"precision": 0.676829268292683, "recall": 1.0, "f1-score": 0.8072727272727273, "ID": 2, "auroc": 0.6583375828658847, "d_model": 32, "learning_rate": 0.05} +{"precision": 0.7209302325581395, "recall": 0.8378378378378378, "f1-score": 0.775, "ID": 3, "auroc": 0.6591874893761687, "d_model": 32, "learning_rate": 0.01} +{"precision": 0.7205882352941176, "recall": 0.8828828828828829, "f1-score": 0.7935222672064778, "ID": 4, "auroc": 0.6554479007309196, "d_model": 32, "learning_rate": 0.005} +{"precision": 0.71900826446281, "recall": 0.7837837837837838, "f1-score": 0.75, "ID": 5, "auroc": 0.6568077511473739, "d_model": 32, "learning_rate": 0.001} +{"precision": 0.7266187050359713, "recall": 0.9099099099099099, "f1-score": 0.808, "ID": 6, "auroc": 0.65068842427333, "d_model": 64, "learning_rate": 0.1} diff --git a/history/linear_best.txt b/history/linear_best.txt index e69de29..fbb6299 100644 --- a/history/linear_best.txt +++ b/history/linear_best.txt @@ -0,0 +1,39 @@ + +5 + dimension: 32 lr: 0.1 +6 + dimension: 32 lr: 0.05 +7 + dimension: 32 lr: 0.01 +8 + dimension: 32 lr: 0.005 +9 + dimension: 32 lr: 0.001 +10 + dimension: 64 lr: 0.05 +11 + dimension: 64 lr: 0.01 +12 + dimension: 64 lr: 0.005 +13 + dimension: 64 lr: 0.001 +14 + dimension: 128 lr: 0.1 +15 + dimension: 128 lr: 0.05 +16 + dimension: 128 lr: 0.01 +17 + dimension: 128 lr: 0.005 +18 + dimension: 128 lr: 0.001 +19 + dimension: 256 lr: 0.1 +20 + dimension: 256 lr: 0.05 +21 + dimension: 256 lr: 0.01 +22 + dimension: 256 lr: 0.005 +23 + dimension: 256 lr: 0.001 \ No newline at end of file diff --git a/history/linear_history.txt b/history/linear_history.txt index e69de29..908d898 100644 --- a/history/linear_history.txt +++ b/history/linear_history.txt @@ -0,0 +1,55 @@ + +1 + dimension: 32 lr: 0.1 auroc: 0.6195818459969403 f1: 0.6730769230769231 +2 + dimension: 32 lr: 0.05 auroc: 0.668706442291348 f1: 0.6926829268292682 +3 + dimension: 32 lr: 0.01 auroc: 0.6583375828658848 f1: 0.6382978723404256 +4 + dimension: 32 lr: 0.005 auroc: 0.6408295087540371 f1: 0.6321243523316062 +5 + dimension: 32 lr: 0.001 auroc: 0.6527281998980113 f1: 0.6382978723404256 +6 + dimension: 64 lr: 0.1 auroc: 0.5884752677205507 f1: 0.8072727272727273 +7 + dimension: 64 lr: 0.05 auroc: 0.6423593404725482 f1: 0.7368421052631579 +8 + dimension: 64 lr: 0.01 auroc: 0.6338602753697095 f1: 0.6421052631578947 +9 + dimension: 64 lr: 0.005 auroc: 0.6226415094339622 f1: 0.6428571428571429 +10 + dimension: 64 lr: 0.001 auroc: 0.6610572836987931 f1: 0.6829268292682927 +11 + dimension: 128 lr: 0.1 auroc: 0.6656467788543261 f1: 0.7239819004524887 +12 + dimension: 128 lr: 0.05 auroc: 0.6692163861975183 f1: 0.7207207207207207 +13 + dimension: 128 lr: 0.01 auroc: 0.6421893591704912 f1: 0.6321243523316062 +14 + dimension: 128 lr: 0.005 auroc: 0.6688764235934048 f1: 0.6926829268292682 +15 + dimension: 128 lr: 0.001 auroc: 0.6447390787013428 f1: 0.6288659793814433 +16 + dimension: 256 lr: 0.1 auroc: 0.6600373958864526 f1: 0.7985347985347986 +17 + dimension: 256 lr: 0.05 auroc: 0.6357300696923339 f1: 0.7985347985347986 +18 + dimension: 256 lr: 0.01 auroc: 0.6450790413054565 f1: 0.6338797814207651 +19 + dimension: 256 lr: 0.005 auroc: 0.6693863674995751 f1: 0.6111111111111112 +20 + dimension: 256 lr: 0.001 auroc: 0.6342002379738229 f1: 0.6288659793814433 + +second try: +1 + dimension: 32 lr: 0.1 auroc: 0.6343702192758797 f1: 0.8072727272727273 +2 + dimension: 32 lr: 0.05 auroc: 0.6583375828658847 f1: 0.8072727272727273 +3 + dimension: 32 lr: 0.01 auroc: 0.6591874893761687 f1: 0.775 +4 + dimension: 32 lr: 0.005 auroc: 0.6554479007309196 f1: 0.7935222672064778 +5 + dimension: 32 lr: 0.001 auroc: 0.6568077511473739 f1: 0.75 +6 + dimension: 64 lr: 0.1 auroc: 0.65068842427333 f1: 0.808 \ No newline at end of file diff --git a/history/logprob_best.jsonl b/history/logprob_best.jsonl new file mode 100644 index 0000000..13a6da6 --- /dev/null +++ b/history/logprob_best.jsonl @@ -0,0 +1,3 @@ +{"precision": 0.7014925373134329, "recall": 0.8545454545454545, "f1-score": 0.7704918032786885, "ID": 1, "auroc": 0.6409090909090909, "d_model": 32, "learning_rate": 0.1, "conv_ch": null} +{"precision": 0.6626506024096386, "recall": 1.0, "f1-score": 0.7971014492753623, "ID": 14, "auroc": 0.605844155844156, "d_model": 128, "learning_rate": 0.005, "conv_ch": null} +{"precision": 0.6666666666666666, "recall": 0.9090909090909091, "f1-score": 0.7692307692307693, "ID": 39, "auroc": 0.6233766233766234, "d_model": 64, "learning_rate": 0.001, "conv_ch": 32} diff --git a/history/logprob_best.txt b/history/logprob_best.txt deleted file mode 100644 index 06d3c4c..0000000 --- a/history/logprob_best.txt +++ /dev/null @@ -1,9 +0,0 @@ - -1 - dimension: 64 lr: 0.005 -2 - dimension: 128 lr: 0.005 -3 - dimension: 32 lr: 0.005 CNN channel: 64 -4 - dimension: 64 lr: 0.0001 CNN channel: 64 \ No newline at end of file diff --git a/history/logprob_best_first_try.txt b/history/logprob_best_first_try.txt new file mode 100644 index 0000000..458a31a --- /dev/null +++ b/history/logprob_best_first_try.txt @@ -0,0 +1,9 @@ + +1 + dimension: 64 lr: 0.005 auroc: 0.612987012987013 f1: 0.6407766990291263 +2 + dimension: 128 lr: 0.005 auroc: 0.6071428571428571 f1: 0.7704918032786885 +3 + dimension: 32 lr: 0.005 CNN channel: 64 auroc: 0.6032467532467531 f1: 0.66 +4 + dimension: 64 lr: 0.0001 CNN channel: 64 auroc: 0.6142857142857142 f1: 0.47368421052631576 \ No newline at end of file diff --git a/history/logprob_history.txt b/history/logprob_history.txt index 21f263b..0e8b5e2 100644 --- a/history/logprob_history.txt +++ b/history/logprob_history.txt @@ -1,122 +1,123 @@ + 1 - dimension: 32 lr: 0.1 auroc: 0.5694805194805195 f1: 0.7704918032786885 + dimension: 32 lr: 0.1 auroc: 0.6058441558441559 f1: 0.7971014492753623 1 - dimension: 32 lr: 0.1 auroc: 0.5383116883116883 f1: 0.7704918032786885 + dimension: 32 lr: 0.1 auroc: 0.6409090909090909 f1: 0.7704918032786885 2 - dimension: 32 lr: 0.05 auroc: 0.5279220779220779 f1: 0.6078431372549019 + dimension: 32 lr: 0.05 auroc: 0.5285714285714286 f1: 0.7971014492753623 3 - dimension: 32 lr: 0.01 auroc: 0.48831168831168836 f1: 0.6481481481481481 + dimension: 32 lr: 0.01 auroc: 0.5 f1: 0.7971014492753623 4 - dimension: 32 lr: 0.005 auroc: 0.49155844155844153 f1: 0.5961538461538461 + dimension: 32 lr: 0.005 auroc: 0.525974025974026 f1: 0.7611940298507462 5 - dimension: 32 lr: 0.0001 auroc: 0.474025974025974 f1: 0.16393442622950818 + dimension: 32 lr: 0.001 auroc: 0.5753246753246752 f1: 0.8029197080291971 6 - dimension: 64 lr: 0.1 auroc: 0.4974025974025974 f1: 0.7017543859649122 + dimension: 64 lr: 0.1 auroc: 0.5376623376623377 f1: 0.7619047619047619 7 - dimension: 64 lr: 0.05 auroc: 0.49025974025974023 f1: 0.717948717948718 + dimension: 64 lr: 0.05 auroc: 0.5467532467532467 f1: 0.7941176470588235 8 - dimension: 64 lr: 0.01 auroc: 0.5396103896103897 f1: 0.6274509803921569 + dimension: 64 lr: 0.01 auroc: 0.4792207792207792 f1: 0.7971014492753623 9 - dimension: 64 lr: 0.005 auroc: 0.612987012987013 f1: 0.6407766990291263 + dimension: 64 lr: 0.005 auroc: 0.5064935064935064 f1: 0.8120300751879699 10 - dimension: 64 lr: 0.0001 auroc: 0.49870129870129865 f1: 0.4943820224719101 + dimension: 64 lr: 0.001 auroc: 0.5993506493506493 f1: 0.7971014492753623 11 - dimension: 128 lr: 0.1 auroc: 0.4987012987012987 f1: 0.7642276422764228 + dimension: 128 lr: 0.1 auroc: 0.5922077922077922 f1: 0.7559055118110236 12 - dimension: 128 lr: 0.05 auroc: 0.5448051948051947 f1: 0.7304347826086957 + dimension: 128 lr: 0.05 auroc: 0.5623376623376624 f1: 0.7846153846153846 13 - dimension: 128 lr: 0.01 auroc: 0.5980519480519481 f1: 0.6336633663366337 + dimension: 128 lr: 0.01 auroc: 0.5149350649350649 f1: 0.7751937984496124 14 - dimension: 128 lr: 0.005 auroc: 0.6071428571428571 f1: 0.7704918032786885 + dimension: 128 lr: 0.005 auroc: 0.605844155844156 f1: 0.7971014492753623 15 - dimension: 128 lr: 0.0001 auroc: 0.5402597402597402 f1: 0.16393442622950818 + dimension: 128 lr: 0.001 auroc: 0.4474025974025974 f1: 0.7971014492753623 16 - dimension: 256 lr: 0.1 auroc: 0.5662337662337662 f1: 0.7090909090909091 + dimension: 256 lr: 0.1 auroc: 0.5272727272727272 f1: 0.7971014492753623 17 - dimension: 256 lr: 0.05 auroc: 0.5038961038961038 f1: 0.5918367346938775 + dimension: 256 lr: 0.05 auroc: 0.5850649350649351 f1: 0.7424242424242424 18 - dimension: 256 lr: 0.01 auroc: 0.5974025974025974 f1: 0.7704918032786885 + dimension: 256 lr: 0.01 auroc: 0.5240259740259741 f1: 0.7794117647058824 19 - dimension: 256 lr: 0.005 auroc: 0.5116883116883117 f1: 0.6605504587155964 + dimension: 256 lr: 0.005 auroc: 0.5915584415584416 f1: 0.7971014492753623 20 - dimension: 256 lr: 0.0001 auroc: 0.41688311688311686 f1: 0.4235294117647059 + dimension: 256 lr: 0.001 auroc: 0.5220779220779221 f1: 0.7971014492753623 21 - dimension: 32 lr: 0.1 CNN channel: 32 auroc: 0.5506493506493506 f1: 0.5833333333333334 + dimension: 32 lr: 0.1 CNN channel: 32 auroc: 0.5363636363636364 f1: 0.8 22 - dimension: 32 lr: 0.1 CNN channel: 64 auroc: 0.49090909090909085 f1: 0.7288135593220338 + dimension: 32 lr: 0.1 CNN channel: 64 auroc: 0.5461038961038961 f1: 0.7751937984496124 23 - dimension: 32 lr: 0.05 CNN channel: 32 auroc: 0.5175324675324675 f1: 0.7192982456140351 + dimension: 32 lr: 0.05 CNN channel: 32 auroc: 0.4980519480519481 f1: 0.7703703703703704 24 - dimension: 32 lr: 0.05 CNN channel: 64 auroc: 0.5311688311688312 f1: 0.6060606060606061 + dimension: 32 lr: 0.05 CNN channel: 64 auroc: 0.5201298701298701 f1: 0.7794117647058824 25 - dimension: 32 lr: 0.01 CNN channel: 32 auroc: 0.4935064935064935 f1: 0.58 + dimension: 32 lr: 0.01 CNN channel: 32 auroc: 0.5116883116883116 f1: 0.7883211678832117 26 - dimension: 32 lr: 0.01 CNN channel: 64 auroc: 0.5175324675324675 f1: 0.6728971962616822 + dimension: 32 lr: 0.01 CNN channel: 64 auroc: 0.4831168831168831 f1: 0.7971014492753623 27 - dimension: 32 lr: 0.005 CNN channel: 32 auroc: 0.4636363636363636 f1: 0.6481481481481481 + dimension: 32 lr: 0.005 CNN channel: 32 auroc: 0.5285714285714286 f1: 0.7971014492753623 28 - dimension: 32 lr: 0.005 CNN channel: 64 auroc: 0.6032467532467531 f1: 0.66 + dimension: 32 lr: 0.005 CNN channel: 64 auroc: 0.44999999999999996 f1: 0.7971014492753623 29 - dimension: 32 lr: 0.0001 CNN channel: 32 auroc: 0.4331168831168831 f1: 0.7971014492753623 + dimension: 32 lr: 0.001 CNN channel: 32 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