From 31ab4e61435507cdc8c2cc22a601e9c9a0ab1a12 Mon Sep 17 00:00:00 2001 From: Wang Wei Date: Fri, 27 Oct 2023 20:23:28 +0800 Subject: [PATCH] update for embedding --- _quarto.yml | 4 +- code/test_embedding_visualization.py | 37 ++++++++++++++++ embedding.qmd | 62 +++++++++++++++++++++++++++ glossary.qmd | 6 +++ images/lc_milvus_coll_demo.jpg | Bin 0 -> 100399 bytes images/vfe.png | Bin 0 -> 69464 bytes langchain_retrieval.qmd | 16 +++++++ references.bib | 9 +++- 8 files changed, 131 insertions(+), 3 deletions(-) create mode 100644 code/test_embedding_visualization.py create mode 100644 images/lc_milvus_coll_demo.jpg create mode 100644 images/vfe.png diff --git a/_quarto.yml b/_quarto.yml index 0451d2a..58522cb 100644 --- a/_quarto.yml +++ b/_quarto.yml @@ -43,7 +43,7 @@ book: - references.qmd appendices: - glossary.qmd - - install_langchain.qmd + - langchain_install.qmd - milvus_install.qmd site-url: https://wangwei1237.github.io/LLM_in_Action/ navbar: @@ -74,4 +74,4 @@ format: comments: utterances: repo: wangwei1237/LLM_in_Action - label: comment \ No newline at end of file + label: comment diff --git a/code/test_embedding_visualization.py b/code/test_embedding_visualization.py new file mode 100644 index 0000000..04c01ca --- /dev/null +++ b/code/test_embedding_visualization.py @@ -0,0 +1,37 @@ +#encoding: utf-8 + +""" +@discribe: demo for the embedding visualization. +@author: wangwei1237@gmail.com +""" + +import matplotlib.pyplot as plt +import numpy as np +from pymilvus import connections +from pymilvus import Collection +from sklearn.manifold import TSNE + +connections.connect( + host='127.0.0.1', + port='8081' +) # <1> + +collection = Collection("LangChainCollection") # <2> + +res = collection.query( + expr = "pk >= 0", + offset = 0, + limit = 500, + output_fields = ["vector", "text", "source", "title"], +) # <3> + +vector_list = [i["vector"] for i in res] # <4> + +matrix = np.array(vector_list) # <5> + +tsne = TSNE(n_components=2, perplexity=15, random_state=42, init='random', learning_rate=200) +vis_dims = tsne.fit_transform(matrix) # <6> + +plt.scatter(vis_dims[:, 0], vis_dims[:, 1]) # <7> +plt.title("embedding visualized using t-SNE") +plt.show() diff --git a/embedding.qmd b/embedding.qmd index 2058f4f..e8399cf 100644 --- a/embedding.qmd +++ b/embedding.qmd @@ -1,3 +1,65 @@ +--- +filters: + - include-code-files +--- + # Embedding 在机器学习和自然语言处理中,embedding 是指将高维度的数据(例如文字、图片、音频)映射到低维度空间的过程。embedding 向量通常是一个由实数构成的向量,它将输入的数据表示成一个连续的数值空间中的点。简单来说,embedding 就是一个N维的实值向量,它几乎可以用来表示任何事情,如文本、音乐、视频等。 + +对数据进行 embedding 的目的在于保留数据的内容或者其含义的各个特征。和不相关的数据相比,相似数据的 embedding 的大小和方向更接近,因此可以用于表述文本的相关性。 + +Embedding 的应用场景: + +* 搜索:根据与查询字符串的相关性对结果进行排序 +* 聚类:对数据按相似性分组 +* 推荐:推荐具有相关内容的数据项 +* 分类:对数据按其最相似的标签进行分类 +* 异常检测:识别出相关性很小的异常值 + +Embedding 是一个浮点数类型的向量或列表。可以用向量之间的距离来测量它们的相关性:距离越小,表示相关性越高;距离越大,相关性越低。 + +## 获取 Embedding +可以根据 [Embedding-V1 API 文档](https://cloud.baidu.com/doc/WENXINWORKSHOP/s/alj562vvu) 的介绍,来获取基于百度文心大模型的字符串 Embedding。 + +还可以使用 @lst-langchain_embed_query_wx 的方式来获取相同的基于文心大模型的 Embedding。 + +```python +embeddings = QianfanEmbeddingsEndpoint() +query_result = embeddings.embed_query("你是谁?") +``` + +```bash +[0.02949424833059311, -0.054236963391304016, -0.01735987327992916, + 0.06794580817222595, -0.00020318820315878838, 0.04264984279870987, + -0.0661700889468193, …… + ……] +``` + +## 可视化 +Embedding 一般是一种高维数据,为了将这种高维数据可视化,我们可以使用 t-SNE [-@tsne_online] 算法将数据进行降维,然后再做可视化处理。 + +利用 @lst-langchain_milvus_embedding 对文档进行向量化,然后将向量数据存储于 Milvus 向量数据库中(默认采用的 Collection 为 LangChainCollection)。 + +可以通过 Milvus 提供的 HTTP API 来查看指定的 Collection 的结构: + +```bash +http://{{MILVUS_URI}}/v1/vector/collections/describe?collectionName=LangChainCollection +``` + +![Milvus向量数据的结构](./images/lc_milvus_coll_demo.jpg){#fig-lc_milvus_coll_demo} + +```{#lst-embedding_visualization .python include="./code/test_embedding_visualization.py" code-line-numbers="true" lst-cap="向量数据可视化"} +``` + +1. 初始化 Milvus 链接 +2. 选择 LangChainCollection +3. 从 LangChainCollection 中检索特定数据 +4. 只提取结果中的 vector 字段,并生成新的列表 +5. 将 python 列表转换成矩阵 +6. 对向量数据进行降维 +7. 对低维数据进行可视化 + +结果如 @fig-vfe 所示: + +![向量数据可视化结果](./images/vfe.png){#fig-vfe} diff --git a/glossary.qmd b/glossary.qmd index 56b93c7..49f2928 100644 --- a/glossary.qmd +++ b/glossary.qmd @@ -12,6 +12,8 @@ LM(Language Model):语言模型 LLM(Large Language Model):大语言模型 +NSFW(Not Safe for Work):用于提醒内容不适合公开场合浏览 + Prompt:提示词 Prompt Engineering:提示词工程 @@ -19,3 +21,7 @@ Prompt Engineering:提示词工程 RAG(Retrieval Augmented Generation):检索式增强生成 RATG(Retrieval Augmented Text Generation):检索增强式文本生成 + +SD(Stable Diffusion): + +t-SNE(t-Distributed, Stochastic neighbor Embedding):T分布和随机近邻嵌入 diff --git a/images/lc_milvus_coll_demo.jpg b/images/lc_milvus_coll_demo.jpg new file mode 100644 index 0000000000000000000000000000000000000000..8048c8b595759be44c37829890d5109918551052 GIT binary patch literal 100399 zcmeFZ2UJtv)-M`5NbkJ}C@2CdRa!u$iGZMV0hLaqcL;-rHien&s%pJIlh<94z6!KJZ-L*08ao!goJ;+@f$JzO+rpWLQG6@ 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