From fef7c9090a75ee0b8f4963c4bdd0e1d5e41668b4 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?=E6=B5=85=E5=94=B1?=
 <145756730+qianchang0920@users.noreply.github.com>
Date: Tue, 13 Aug 2024 01:09:06 +0800
Subject: [PATCH] train_with_importance
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
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仅预测了根据importance排出的前二十个基因，没有继续做数值的预测，数值预测部分相对来说格外冗长和复杂。
---
 scripts/model.pth                             | Bin 0 -> 669760 bytes
 scripts/processed_dataset_with_importance.csv | 422 ++++++++++++++++++
 scripts/processed_dataset_with_importance.py  |  73 +++
 3 files changed, 495 insertions(+)
 create mode 100644 scripts/model.pth
 create mode 100644 scripts/processed_dataset_with_importance.csv
 create mode 100644 scripts/processed_dataset_with_importance.py

diff --git a/scripts/model.pth b/scripts/model.pth
new file mode 100644
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diff --git a/scripts/processed_dataset_with_importance.csv b/scripts/processed_dataset_with_importance.csv
new file mode 100644
index 00000000..3e61fed5
--- /dev/null
+++ b/scripts/processed_dataset_with_importance.csv
@@ -0,0 +1,422 @@
+NAME,CONCEPTS,Vector_1,Vector_2,Vector_3,Vector_4,Vector_5,Vector_6,Vector_7,Vector_8,Vector_9,Vector_10,Vector_11,Vector_12,Vector_13,Vector_14,Vector_15,Vector_16,Vector_17,Vector_18,Vector_19,Vector_20,Vector_21,Vector_22,Vector_23,Vector_24,Vector_25,Vector_26,Vector_27,Vector_28,Vector_29,Vector_30,Vector_31,Vector_32,Vector_33,Vector_34,Vector_35,Vector_36,Vector_37,Vector_38,Vector_39,Vector_40,Vector_41,Vector_42,Vector_43,Vector_44,Vector_45,Vector_46,Vector_47,Vector_48,Vector_49,Vector_50,Vector_51,Vector_52,Vector_53,Vector_54,Vector_55,Vector_56,Vector_57,Vector_58,Vector_59,Vector_60,Vector_61,Vector_62,Vector_63,Vector_64,Vector_65,Vector_66,Vector_67,Vector_68,Vector_69,Vector_70,Vector_71,Vector_72,Vector_73,Vector_74,Vector_75,Vector_76,Vector_77,Vector_78,Vector_79,Vector_80,Vector_81,Vector_82,Vector_83,Vector_84,Vector_85,Vector_86,Vector_87,Vector_88,Vector_89,Vector_90,Vector_91,Vector_92,Vector_93,Vector_94,Vector_95,Vector_96,Vector_97,Vector_98,Vector_99,Vector_100,SO_0001,SO_0002,SO_0003,SO_0004,SO_0005,SO_0006,SO_0007,SO_0008,SO_0009,SO_0010,SO_0011,SO_0012,SO_0013,SO_0014,SO_0015,SO_0016,SO_0017,SO_0018,SO_0019,SO_0020
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diff --git a/scripts/processed_dataset_with_importance.py b/scripts/processed_dataset_with_importance.py
new file mode 100644
index 00000000..0fdb1c3b
--- /dev/null
+++ b/scripts/processed_dataset_with_importance.py
@@ -0,0 +1,73 @@
+import pandas as pd
+import torch
+import torch.nn as nn
+import torch.optim as optim
+from sklearn.model_selection import train_test_split
+from sklearn.preprocessing import StandardScaler
+
+df = pd.read_csv('processed_dataset_with_importance.csv')
+
+features = df.iloc[:, 2:102].values
+labels1 = []
+yc = df.iloc[:, -20: ]
+for i in range(421):
+    for j in range(20):
+        label = yc.iloc[i, j].strip().strip('()').split(', ')[0]
+        labels1.append(label)
+samples = [labels1[i:i + 20] for i in range(0, len(labels1), 20)]
+unique_labels = sorted(set(label for sample in samples for label in sample))
+num_classes = len(unique_labels)
+label_to_idx = {label: idx for idx, label in enumerate(unique_labels)}
+targets_onehot = torch.zeros(len(samples), num_classes, dtype=torch.long)
+
+for i, sample in enumerate(samples):
+    for label in sample:
+        idx = label_to_idx[label]
+        targets_onehot[i, idx] = 1
+
+X_train, X_test, y_train, y_test = train_test_split(features, targets_onehot, test_size=0.2, random_state=42)
+
+scaler = StandardScaler()
+X_train = scaler.fit_transform(X_train)
+X_test = scaler.transform(X_test)
+
+# 转换为torch tensors
+X_train = torch.tensor(X_train, dtype=torch.float32)
+X_test = torch.tensor(X_test, dtype=torch.float32)
+
+
+class SimpleNN(nn.Module):
+    def __init__(self, input_size, num_classes):
+        super(SimpleNN, self).__init__()
+        self.fc1 = nn.Linear(input_size, 100)
+        self.relu = nn.ReLU()
+        self.fc2 = nn.Linear(100, num_classes)
+
+    def forward(self, x):
+        out = self.fc1(x)
+        out = self.relu(out)
+        out = self.fc2(out)
+        return out
+
+
+
+model = SimpleNN(input_size=100, num_classes=len(unique_labels))
+
+criterion = nn.MultiLabelSoftMarginLoss()
+optimizer = optim.Adam(model.parameters(), lr=0.001)
+
+num_epochs = 2
+for epoch in range(num_epochs):
+    model.train()
+    optimizer.zero_grad()
+    outputs = model(X_train)
+    loss = criterion(outputs, y_train)
+    loss.backward()
+    optimizer.step()
+
+    if (epoch + 1) % 2 == 0:
+        print(f'Epoch [{epoch + 1}/{num_epochs}], Loss: {loss.item():.4f}')
+
+torch.save(model.state_dict(), 'model.pth')
+
+