paper_dataset/embedding.ipynb
Wang Bojun ddb0d8a2fa init
2024-04-11 10:40:32 +08:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"id": "d82851eb-d06a-4660-a7ce-eff06b4d34d6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data processing complete.\n"
]
}
],
"source": [
"import os\n",
"import json\n",
"import redis\n",
"from transformers import AutoTokenizer, AutoModel\n",
"import torch\n",
"from sklearn.decomposition import PCA\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# 初始化 Redis 客户端,分别对应不同的数据库\n",
"r_vectors_titles = redis.Redis(host='localhost', port=6379, db=0) # 标题向量\n",
"r_texts_titles = redis.Redis(host='localhost', port=6379, db=1) # 原始标题文本\n",
"r_texts_abstracts = redis.Redis(host='localhost', port=6379, db=2) # 原始摘要文本\n",
"r_vectors_abstracts = redis.Redis(host='localhost', port=6379, db=3) # 摘要向量\n",
"\n",
"# 初始化模型和分词器\n",
"tokenizer = AutoTokenizer.from_pretrained(\"sentence-transformers/all-MiniLM-L6-v2\")\n",
"model = AutoModel.from_pretrained(\"sentence-transformers/all-MiniLM-L6-v2\")\n",
"\n",
"def vectorize_text(text):\n",
" inputs = tokenizer(text, return_tensors=\"pt\", padding=True, truncation=True, max_length=512)\n",
" with torch.no_grad():\n",
" outputs = model(**inputs)\n",
" embeddings = outputs.last_hidden_state.mean(dim=1)\n",
" return embeddings.cpu().numpy()\n",
"\n",
"def process_json_files(json_dir, num_titles):\n",
" processed_titles = 0\n",
" for json_file in sorted(os.listdir(json_dir)):\n",
" if json_file.endswith('.json') and processed_titles < num_titles:\n",
" file_path = os.path.join(json_dir, json_file)\n",
" with open(file_path, 'r', encoding='utf-8') as file:\n",
" data = json.load(file)\n",
" title = data.get('title', None)\n",
" abstract = data.get('abstract', None)\n",
" cache_key = json_file.replace('.json', '') # 文件名作为缓存键的一部分\n",
"\n",
" # 处理标题\n",
" if title:\n",
" title_vector = vectorize_and_cache(title, r_vectors_titles, r_texts_titles, cache_key, prefix='title_')\n",
"\n",
" # 处理摘要\n",
" if abstract:\n",
" abstract_vector = vectorize_and_cache(abstract, r_vectors_abstracts, r_texts_abstracts, cache_key, prefix='abstract_')\n",
"\n",
" processed_titles += 1\n",
"\n",
"def vectorize_and_cache(text, r_vectors, r_texts, cache_key, prefix=''):\n",
" full_key = f\"{prefix}{cache_key}\"\n",
" cached_vector = r_vectors.get(full_key)\n",
" if cached_vector:\n",
" # 从缓存读取向量\n",
" embedding = np.frombuffer(cached_vector, dtype=np.float32)\n",
" else:\n",
" # 向量化并缓存结果\n",
" embedding = vectorize_text(text)\n",
" r_vectors.set(full_key, embedding.tobytes())\n",
" r_texts.set(full_key, text) # 存储原始文本\n",
" return embedding\n",
"\n",
"json_dir = 'arxiv' # 指向您存储 JSON 文件的目录\n",
"num_titles = 2000000 # 指定您想要处理的标题数量\n",
"\n",
"process_json_files(json_dir, num_titles)\n",
"print(\"Data processing complete.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "8943bed8-7acc-4539-900a-0babc73de591",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Visualization saved to 'vectors_visualization.png'.\n"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1000x500 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"from sklearn.decomposition import PCA\n",
"import matplotlib.pyplot as plt\n",
"import redis\n",
"\n",
"# 连接到Redis\n",
"r_vectors_titles = redis.Redis(host='localhost', port=6379, db=0)\n",
"r_vectors_abstracts = redis.Redis(host='localhost', port=6379, db=3)\n",
"\n",
"def retrieve_vectors(r_db):\n",
" vectors = []\n",
" keys = r_db.keys()\n",
" for key in keys:\n",
" vector_data = r_db.get(key)\n",
" vector = np.frombuffer(vector_data, dtype=np.float32)\n",
" vectors.append(vector)\n",
" return np.array(vectors)\n",
"\n",
"# 检索向量\n",
"title_vectors = retrieve_vectors(r_vectors_titles)\n",
"abstract_vectors = retrieve_vectors(r_vectors_abstracts)\n",
"\n",
"# 应用PCA降维\n",
"pca = PCA(n_components=3)\n",
"title_vectors_reduced = pca.fit_transform(title_vectors)\n",
"abstract_vectors_reduced = pca.fit_transform(abstract_vectors)\n",
"\n",
"# 可视化并保存到文件\n",
"plt.figure(figsize=(10, 5))\n",
"\n",
"plt.subplot(1, 2, 1)\n",
"plt.scatter(title_vectors_reduced[:, 0], title_vectors_reduced[:, 1], s=2)\n",
"plt.title('Titles PCA Reduction')\n",
"\n",
"plt.subplot(1, 2, 2)\n",
"plt.scatter(abstract_vectors_reduced[:, 0], abstract_vectors_reduced[:, 1], s=2)\n",
"plt.title('Abstracts PCA Reduction')\n",
"\n",
"# 保存图像到文件\n",
"plt.savefig('vectors_visualization.png')\n",
"\n",
"print(\"Visualization saved to 'vectors_visualization.png'.\")\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "e2b7fcc4-197a-4fd5-a4ea-6b4385caf302",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1400x700 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 应用PCA降维到3D\n",
"pca = PCA(n_components=3)\n",
"title_vectors_reduced = pca.fit_transform(title_vectors)\n",
"abstract_vectors_reduced = pca.fit_transform(abstract_vectors)\n",
"\n",
"# 创建3D可视化并保存到文件\n",
"fig = plt.figure(figsize=(14, 7))\n",
"\n",
"# 标题向量的3D可视化\n",
"ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
"ax.scatter(title_vectors_reduced[:, 0], title_vectors_reduced[:, 1], title_vectors_reduced[:, 2], s=2)\n",
"ax.set_title('Titles PCA Reduction to 3D')\n",
"\n",
"# 摘要向量的3D可视化\n",
"ax = fig.add_subplot(1, 2, 2, projection='3d')\n",
"ax.scatter(abstract_vectors_reduced[:, 0], abstract_vectors_reduced[:, 1], abstract_vectors_reduced[:, 2], s=2)\n",
"ax.set_title('Abstracts PCA Reduction to 3D')\n",
"\n",
"# 保存图像到文件\n",
"plt.savefig('vectors_3d_visualization.png')"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d0d2e5a7-da8b-42c8-b891-b343a2599270",
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import json\n",
"import redis\n",
"import numpy as np\n",
"from scipy.spatial.distance import cdist\n",
"from transformers import AutoTokenizer, AutoModel\n",
"import torch\n",
"\n",
"# 初始化 Redis 客户端,分别对应不同的数据库\n",
"r_vectors_titles = redis.Redis(host='localhost', port=6379, db=0) # 标题向量\n",
"r_texts_titles = redis.Redis(host='localhost', port=6379, db=1) # 原始标题文本\n",
"r_texts_abstracts = redis.Redis(host='localhost', port=6379, db=2) # 原始摘要文本\n",
"r_vectors_abstracts = redis.Redis(host='localhost', port=6379, db=3) # 摘要向量\n",
"\n",
"# 初始化模型和分词器\n",
"tokenizer = AutoTokenizer.from_pretrained(\"sentence-transformers/all-MiniLM-L6-v2\")\n",
"model = AutoModel.from_pretrained(\"sentence-transformers/all-MiniLM-L6-v2\")\n",
"\n",
"def vectorize_text(text):\n",
" \"\"\"将文本向量化\"\"\"\n",
" inputs = tokenizer(text, return_tensors=\"pt\", padding=True, truncation=True, max_length=512)\n",
" with torch.no_grad():\n",
" outputs = model(**inputs)\n",
" embeddings = outputs.last_hidden_state.mean(dim=1)\n",
" return embeddings.cpu().numpy()\n",
"\n",
"def query_vectorize(query):\n",
" \"\"\"将查询向量化\"\"\"\n",
" return vectorize_text(query)\n",
"\n",
"def find_similar_texts(query, r_vectors, r_texts, top_n=10):\n",
" \"\"\"查找最相似的文本\"\"\"\n",
" query_vec = query_vectorize(query)\n",
" keys = r_vectors.keys('*')\n",
" vectors = np.array([np.frombuffer(r_vectors.get(k), dtype=np.float32) for k in keys])\n",
" # 计算查询向量和所有向量的余弦相似度\n",
" distances = cdist(query_vec, vectors, 'cosine').flatten()\n",
" # 获取最相似的top_n个索引\n",
" closest_indices = distances.argsort()[:top_n]\n",
" closest_keys = [keys[i] for i in closest_indices]\n",
" # 从Redis获取原始文本\n",
" similar_texts = [r_texts.get(k).decode('utf-8') for k in closest_keys]\n",
" return similar_texts\n",
"\n",
"# 示例查询\n",
"query = \"Instance Segmentation\"\n",
"# 查找最相似的标题\n",
"similar_titles = find_similar_texts(query, r_vectors_titles, r_texts_titles)\n",
"print(\"Similar Titles:\", similar_titles)\n",
"# 查找最相似的摘要\n",
"similar_abstracts = find_similar_texts(query, r_vectors_abstracts, r_texts_abstracts)\n",
"print(\"Similar Abstracts:\", similar_abstracts)\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}