Datasets:

code-philia
/

mtpnet_text

+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+ResNet-CIFAR10/Classification-normal/dataset/cifar-10-batches-py/* filter=lfs diff=lfs merge=lfs -text

.gitignore ADDED Viewed

	@@ -0,0 +1,7 @@

+*.pyc
+_pycache_
+model-CIFAR10
+#cifar10
+**/cifar-10-batches-py/
+**/cifar-10-python.tar.gz

TextCNN-THUCNews/Classification/README.md ADDED Viewed

	@@ -0,0 +1,110 @@

+# TextCNN 可视化实验脚本
+基于原始 Chinese-Text-Classification-Pytorch 仓库重构的 TextCNN 训练脚本，专门用于可视化实验。
+## 目录结构
+```
+Classification/
+├── scripts/           # 脚本文件
+│   ├── model.py      # 模型定义，包含feature、get_prediction、prediction函数
+│   ├── train.py      # 训练脚本，支持多卡训练
+│   ├── train.yaml    # 训练配置文件
+│   ├── dataset_utils.py  # 数据集处理工具
+│   └── get_label.py  # 标签提取脚本
+├── dataset/          # 数据集文件
+│   ├── train.txt     # 训练数据
+│   ├── dev.txt       # 验证数据
+│   ├── test.txt      # 测试数据
+│   ├── class.txt     # 类别列表
+│   ├── vocab.pkl     # 词汇表
+│   └── labels.npy    # 提取的标签
+└── epochs/           # 按epoch存放模型文件和特征向量
+    ├── epoch_1/
+    │   ├── model.pt      # 模型权重
+    │   ├── embeddings.npy # 特征向量
+    │   └── predictions.npy # 预测值
+    └── epoch_2/
+        └── ...
+```
+## 功能说明
+### 1. model.py
+- **Model类**: TextCNN模型实现
+- **feature()**: 提取中间层特征向量（dropout层输出），用于可视化
+- **get_prediction()**: 获取模型最终层输出向量（logits）
+- **prediction()**: 根据中间特征向量预测结果
+### 2. train.py
+- 支持多GPU训练
+- 每个epoch自动保存模型、特征向量、预测值到 `epochs/epoch_N/`
+- 支持配置文件驱动训练
+- 实时显示训练进度和验证结果
+### 3. dataset_utils.py
+- 数据集加载和预处理
+- 词汇表构建
+- 数据迭代器实现
+### 4. get_label.py
+- 提取数据集标签并保存为 `labels.npy`
+- 生成类别名称映射文件
+## 使用方法
+### 1. 准备数据集
+将THUCNews数据集放入 `dataset/` 目录：
+```bash
+# 数据格式：每行一个样本，用tab分隔文本和标签
+text1\t0
+text2\t1
+...
+```
+### 2. 提取标签
+```bash
+cd scripts
+python get_label.py --config train.yaml --output ../dataset
+```
+### 3. 训练模型
+```bash
+cd scripts
+python train.py --config train.yaml
+```
+### 4. 配置文件说明
+编辑 `scripts/train.yaml` 来调整训练参数：
+```yaml
+dataset_path: "../dataset"    # 数据集路径
+num_epochs: 20               # 训练轮数
+batch_size: 128              # 批次大小
+learning_rate: 0.001         # 学习率
+use_word: false              # false=字符级，true=词级
+epochs_dir: "../epochs"      # 模型保存路径
+```
+## 可视化数据
+训练完成后，每个epoch的数据保存在 `epochs/epoch_N/` 中：
+- `model.pt`: 模型权重文件
+- `embeddings.npy`: 特征向量矩阵 (N_samples, feature_dim)
+- `predictions.npy`: 预测值矩阵 (N_samples, num_classes)
+这些数据可以直接用于可视化分析，如t-SNE降维、特征分布分析等。
+## 多GPU训练
+脚本自动检测可用GPU数量并启用多GPU训练：
+```python
+# 自动使用所有可用GPU
+if torch.cuda.device_count() > 1:
+    model = nn.DataParallel(model)
+```
+## 依赖要求
+```bash
+pip install torch numpy scikit-learn tqdm pyyaml
+```

TextCNN-THUCNews/Classification/dataset/THUCNews/data/class.txt ADDED Viewed

	@@ -0,0 +1,10 @@

+finance
+realty
+stocks
+education
+science
+society
+politics
+sports
+game
+entertainment

TextCNN-THUCNews/Classification/dataset/THUCNews/data/dev.txt ADDED Viewed

The diff for this file is too large to render. See raw diff

TextCNN-THUCNews/Classification/dataset/THUCNews/data/embedding_SougouNews.npz ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:529917fbfd438697be8019befe41eb12e2b818815cac568a2fb5703782daa198
+size 6339482

TextCNN-THUCNews/Classification/dataset/THUCNews/data/embedding_Tencent.npz ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:8c3d59d109f48f119a3e04bddd7b8ac4c11245d11c57335f6be2de7ba7130b28
+size 4148151

TextCNN-THUCNews/Classification/dataset/THUCNews/data/test.txt ADDED Viewed

The diff for this file is too large to render. See raw diff

TextCNN-THUCNews/Classification/dataset/THUCNews/data/train.txt ADDED Viewed

The diff for this file is too large to render. See raw diff

TextCNN-THUCNews/Classification/dataset/THUCNews/data/vocab.pkl ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:512b4100ae5e0063c8c5bfe44c85d2b1062b89d5abbdab6c2f76d80b2803cfd4
+size 75018

TextCNN-THUCNews/Classification/dataset/THUCNews/saved_dict/model.ckpt ADDED Viewed

File without changes

TextCNN-THUCNews/Classification/dataset/index.json ADDED Viewed

The diff for this file is too large to render. See raw diff

TextCNN-THUCNews/Classification/dataset/info.json ADDED Viewed

	@@ -0,0 +1,15 @@

+{
+  "model": "TextCNN",
+  "classes": [
+    "finance",
+    "realty",
+    "stocks",
+    "education",
+    "science",
+    "society",
+    "politics",
+    "sports",
+    "game",
+    "entertainment"
+  ]
+}

TextCNN-THUCNews/Classification/dataset/labels.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e892bdf6c821c255196e0fe5685ee33b556a721fdd539da3a1dd6f9feec0d63a
+size 1600128

TextCNN-THUCNews/Classification/epochs/epoch_1/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:402b14d3ea184111f2efde0f268bb4bdec4586564890c80d800a8d4db185e698
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_1/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:2048b7c86d0f76fa0e82db46ff20d721ee96b1357f197e0f99fac94ecc991a38
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_1/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:76b0a92a1d385d6f9ee2477319fc7ab140571afc1ae5c2686d6375f7451306c9
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_10/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:de6c3021954903c8f86968fa40d0afa3f5cd52563cf90676eff2ac9ea2d62200
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_10/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:d4eb95fde7821e883605fa044880cb9bf7744a9bad09f2722ec2619b69be77e5
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_10/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:be90d7349fdc157ae6b1b7454ea3d4ed6e65a27d6a27ee0e464bbad35df957d4
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_11/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:49843116616633bbbf5eae77b8ffca8e42fbb8922707522c84d93a78fa804047
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_11/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:c5607a540693db1381e64656a0c8a3b05b0d090f744276e0ed4d34eaad39db63
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_11/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f7793dd4b238ca97ce4335942fb2f49f12f51c02214aaca70b756c0e340afac6
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_12/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:be29bccef2f29ce5ba5ddf837107266f188324566614450c9f5b5be69e341ef8
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_12/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:ee47cc6ad04e708bf90d35e179b388b806e6a14f647ac9701ebb0c75a056220a
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_12/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:abde9f872082f83ed170c66e85ce73514056e5afa822338bef18bc884e7ad902
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_13/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:2b79f0df1da94d6a9009c215e953ed660c69544f0863cfb1125542e022d44634
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_13/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:ac989a115445efffe6064dc7861cc3bb822ae59413c3b81858195d939aa20a01
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_13/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:b916bd5d31011ecf7cf4802459c56749ebe1689f7834665fe9f9c92c4db6926f
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_14/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:df937a916f652883dbc9a26ff8f7f0e2cdadaeb8650d93b7ee912e9c5c53dcd1
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_14/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:da41b5d553ccdb4d615c9571efbf9dddfa1a45e351a7ead74eed4e77aa242f33
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_14/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:7bf1d89494674b6e6469e97c02e6659cbee38366814836bbcab263b8001f70b9
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_15/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:75d245bb207cd726d14dc6b287cc25b450fa0987b93f6a57cef8915aa29f579f
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_15/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:280074b9459c2364b10da91f66b001753f850480500060875a4bf0bbad4718f3
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_15/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:942580b4b652857e0e76bd5807a5775bc961b9d94e6bb46fcd84ad8a5cf49f27
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_16/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:4e96de8e9f7153dd483202052052628f97813043d085eb4b84e5468474f05762
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_16/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:b8f6ce9f6c08c083678f4906ab105f1ca70a14b16f9a8869652086ce51643b67
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_16/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:6413125076d007b8b3505e85b477c139ca923bfbf76c6c0622e8a30023930af7
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_17/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:8bede594abf9bdb3714d7cb7aa7d3671515ac373ded3a3eb8096d91e5b2435ec
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_17/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:426806a0c3871568298876b5f4ae2b382da1bbd7d10f9b6478f777dea9d75d35
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_17/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:0cdde3f8856de9218d8293617e01401326a9a53fe6e4e256caa1969133146628
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_18/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:b701a2d380f57ce4340c464ab0a45cac44035f96ebff54b7a4dbe2924743b536
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_18/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:6dc30343ef8e40bf45ecde6afdf9c8c39889cd32c6ec46b4f10a7b4bf834d5ee
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_18/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:fb8a313c64ecda26b4b52c6acf5a64edd8422d510e40bad7859aa39b591fda60
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_19/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:60bc51e46d01929701e5e192c43dcf948cc9530208e30ad6363ce2cef6d4eb3c
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_19/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:2c5597476e5f0139109addee747c7fb08af67c84e4d9801067fb124955dc0366
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_19/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:211fab9ef94569a39e7a8320b74b8207a041f8f2769b29dc930e4fe74654ff23
+size 8000128

TextCNN-THUCNews/Classification/epochs/epoch_2/embeddings.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:954e73f7e732efb218b7ecb5a99346657ca4a24a94a015ee9a48bfcc16010abb
+size 614400128

TextCNN-THUCNews/Classification/epochs/epoch_2/model.pt ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:f0d297c9c35c48f30da954efb84b63ccfa32cc09eef7ce4bef07d3046d44c574
+size 8516130

TextCNN-THUCNews/Classification/epochs/epoch_2/predictions.npy ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:a571e37842a23aafa7cf7712c4ae093bf20530c7842018e08cc7d72bcbf6a57f
+size 8000128