{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":50947,"databundleVersionId":5741538,"sourceType":"competition"},{"sourceId":64148,"databundleVersionId":7669720,"sourceType":"competition"},{"sourceId":11372,"sourceType":"modelInstanceVersion","modelInstanceId":5388,"modelId":3533}],"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# 使用 Gemma、Weaviate 和 LlamaIndex 构建高级 RAG\n\n本 Notebook 展示了构建高级检索增强生成（RAG）管道的基本步骤，使用以下构建模块：\n\n* 通过 Kaggle 模型使用 [Gemma](https://www.kaggle.com/models/google/gemma) 模型，一个Google 的开源大型语言模型 (LLM)。\n* [Weaviate](https://weaviate.io) 的开源向量数据库，用于外部上下文。\n* [LlamaIndex](https://www.llamaindex.ai/) 用于编排。\n\n\n**要了解构建** 简单 RAG 管道 **的教程，您可以查看我之前的 Notebook [RAG with Gemma on HF 🤗 and Weaviate in DSPy](https://www.kaggle.com/code/chenxucool/rag-with-gemma-on-hf-and-weaviate-in-dspy)。**","metadata":{}},{"cell_type":"code","source":"import warnings\nwarnings.filterwarnings('ignore')","metadata":{"_kg_hide-input":true,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-09-09T11:07:27.267118Z","iopub.execute_input":"2024-09-09T11:07:27.267770Z","iopub.status.idle":"2024-09-09T11:07:27.277277Z","shell.execute_reply.started":"2024-09-09T11:07:27.267734Z","shell.execute_reply":"2024-09-09T11:07:27.276473Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 什么是高级 RAG？\n\n**高级 RAG** 是一种 RAG 范式，它包含一系列技术，专门用于解决简单 RAG 的已知局限性。  \n下图左侧展示了一个简单的 RAG 工作流程，右侧则展示了高级 RAG 技术如何被分类为以下几种：\n* 检索前技术\n* 检索技术\n* 检索后技术\n\n这些分类在论文《Retrieval-augmented generation for large language models: A survey》[2] 中进行了讨论。\n\n![image.png](attachment:2145432c-65bc-474c-b4eb-f4a4b04f098d.png)\n\n*（图片由作者 [Leonie](https://www.kaggle.com/iamleonie) 提供，最初发布于 [高级检索增强生成：从理论到 LlamaIndex 的实现](https://medium.com/p/4de1464a9930)）*\n\n本 Notebook 为您展示了使用 LlamaIndex 的一些高级 RAG 技术。具体来说，我们将探索以下技术：\n* 检索前技术：[自动检索（元数据过滤）](https://docs.llamaindex.ai/en/stable/examples/vector_stores/chroma_auto_retriever.html)\n* 检索技术：[混合搜索](https://docs.llamaindex.ai/en/stable/examples/vector_stores/WeaviateIndexDemo-Hybrid.html)\n* 检索后技术：[重排序](https://docs.llamaindex.ai/en/latest/module_guides/querying/node_postprocessors/node_postprocessors.html#sentencetransformerrerank)，[少样本提示工程](https://docs.llamaindex.ai/en/stable/examples/prompts/prompts_rag.html#adding-few-shot-examples)\n\n如果您想了解更多高级 RAG 技术的想法，可以查看原作者的这篇文章 [高级检索增强生成：从理论到 LlamaIndex 的实现](https://medium.com/p/4de1464a9930)，其中讨论了多种高级 RAG 技术，并实现了一些技术，例如句子窗口检索。","metadata":{},"attachments":{"2145432c-65bc-474c-b4eb-f4a4b04f098d.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"# 什么是 LlamaIndex？\n\n**LlamaIndex**（原名 GPT Index）是一个开源的框架，专门设计用于将大语言模型（LLMs）与外部数据源连接。其主要目的是帮助开发者更容易地将语言模型应用于复杂的查询任务中，尤其是那些涉及到大量异构数据的场景。LlamaIndex 的核心功能在于构建索引结构，方便语言模型快速、高效地访问、检索和理解数据。\n\nLlamaIndex 的关键特性包括：\n\n1. **数据集成**：支持从各种数据源（如数据库、文档、API等）导入数据，生成可供语言模型使用的索引。\n2. **索引结构**：提供多种索引结构（如向量索引、关键词索引等），帮助更快、更精确地查询。\n3. **增强查询能力**：通过索引优化复杂查询，使语言模型能够从大量数据中提取相关信息。\n4. **模块化设计**：可根据不同应用场景进行定制，适用于知识问答、文档搜索等任务。\n\n它为开发者提供了一种高效的方法，将语言模型的自然语言处理能力与实际业务中的数据相结合，增强模型在现实环境中的实用性。","metadata":{}},{"cell_type":"markdown","source":"# 什么是 Weaviate？\n**Weaviate** 是一个开源的分布式向量搜索引擎（数据库），专门用于存储、管理和检索基于语义的非结构化数据。它的核心功能是利用机器学习模型将数据转化为向量，并通过向量搜索技术来进行高效的相似性匹配。这使得 Weaviate 特别适用于自然语言处理、图像搜索、推荐系统等需要通过语义理解进行信息检索的场景。\n\nWeaviate 的主要特性包括：\n\n1. **向量搜索**：通过将文本、图像等数据编码为高维向量，可以进行快速的相似性搜索和匹配。\n2. **语义理解**：内置的神经网络模型可以理解数据的语义，从而提供更智能的搜索结果。\n3. **可扩展性**：支持水平扩展，适合处理大规模数据集。\n4. **模块化**：支持插件式架构，允许用户根据需求集成不同的模型（如 Hugging Face 的模型）进行自定义查询。\n5. **多种数据类型支持**：支持文本、图像、视频等多种数据类型的索引与搜索。\n\nWeaviate 是语义搜索和 AI 驱动的数据处理场景中的一个强大工具，常用于构建智能搜索引擎、推荐系统、知识图谱等应用。","metadata":{}},{"cell_type":"markdown","source":"# 先决条件\n\n要跟随本教程，您需要满足以下先决条件：\n1. 在notebook中启用 GPU\n2. 安装以下软件包：\n\ntime: 2min 5s","metadata":{}},{"cell_type":"code","source":"%%time\n# 下面这些库需要安装最新版本，kaggle也要使用最近环境（Always use latest environment），避免版本冲突报错\n!pip install -U keras-nlp\n!pip install -U keras>3\n!pip install -U llama_index\n!pip install llama-index-embeddings-huggingface\n!pip install weaviate-client>4\n!pip install llama-index-vector-stores-weaviate\n!pip install torch sentence-transformers","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-09-09T11:07:27.286472Z","iopub.execute_input":"2024-09-09T11:07:27.286756Z","iopub.status.idle":"2024-09-09T11:09:31.077123Z","shell.execute_reply.started":"2024-09-09T11:07:27.286724Z","shell.execute_reply":"2024-09-09T11:09:31.075963Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 第1步：将 Gemma 定义为自定义 LLM\n\n由于原作者在撰写本文时，LlamaIndex 尚未开箱支持 Gemma，我们需要按照 [LlamaIndex 文档：使用自定义 LLM 模型 - 高级](https://docs.llamaindex.ai/en/stable/module_guides/models/llms/usage_custom.html#example-using-a-custom-llm-model-advanced) 所示，定义一个自定义模型。\n\n请注意，您可以通过 HuggingFace 集成使用 Gemma。然而，我希望展示如何通过自定义类使用 Gemma，以便在您想要微调 Gemma 并使用微调后的模型时提供帮助。\n\n这段代码展示了如何在设置好 JAX 作为后端的情况下加载一个 Gemma 语言模型，并指定了环境变量来控制内存使用。\n\ntime: 1min 33s","metadata":{}},{"cell_type":"code","source":"%%time\nimport keras\nimport keras_nlp\nimport os\n\n# 这行代码设置了 Keras 使用 JAX 作为计算后端。JAX 是 Google 开发的加速线性代数库，提供高效的矩阵计算和自动微分支持。将 Keras 后端设置为 JAX 后，模型的所有计算都会通过 JAX 完成。\nos.environ[\"KERAS_BACKEND\"] = \"jax\"\n\n# 设置 XLA（Accelerated Linear Algebra）的内存使用比例为 100%。即 GPU 分配的内存将占用可用的 100% 内存，防止内存不足的问题。\nos.environ[\"XLA_PYTHON_CLIENT_MEM_FRACTION\"] = \"1.00\"\n\n# 从 keras_nlp 中加载预定义的 GemmaCausalLM 模型\n# \"gemma_instruct_2b_en\"：这是 Gemma 模型的具体预训练版本，包含了 20 亿个参数，专门用于英语的指令式生成任务（instruct-based tasks）。\ngemma_lm = keras_nlp.models.GemmaCausalLM.from_preset(\"gemma_instruct_2b_en\")","metadata":{"_kg_hide-input":false,"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-09-09T11:09:31.079661Z","iopub.execute_input":"2024-09-09T11:09:31.080400Z","iopub.status.idle":"2024-09-09T11:11:25.797084Z","shell.execute_reply.started":"2024-09-09T11:09:31.080358Z","shell.execute_reply":"2024-09-09T11:11:25.796102Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"为了确保一切按预期工作，我们将使用 `keras_nlp` 模型和自定义的 LlamaIndex 模型运行一个 `sample_query`（样本查询），并对比它们的结果。","metadata":{}},{"cell_type":"code","source":"sample_query = \"What is a good backbone for the Kaggle competition with the title 'Feedback Prize - English Language Learning'?\"\n\nprint(gemma_lm.generate(sample_query, max_length=512))","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:11:25.798318Z","iopub.execute_input":"2024-09-09T11:11:25.798789Z","iopub.status.idle":"2024-09-09T11:12:19.289976Z","shell.execute_reply.started":"2024-09-09T11:11:25.798757Z","shell.execute_reply":"2024-09-09T11:12:19.289030Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"这段代码定义了一个自定义的大语言模型（LLM）类 `Gemma`，该类继承自 `CustomLLM`，并封装了一个模型对象以支持文本生成。它实现了两个方法 `complete` 和 `stream_complete`，分别用于一次性生成完整的文本响应和流式生成响应。","metadata":{}},{"cell_type":"code","source":"%%time\nfrom typing import Any\n\nfrom llama_index.core.callbacks import CallbackManager\nfrom llama_index.core.llms import (\n    CustomLLM,\n    CompletionResponse,\n    CompletionResponseGen,\n    LLMMetadata,\n)\nfrom llama_index.core.llms.callbacks import llm_completion_callback\n\nclass Gemma(CustomLLM):\n    num_output: int = 512\n    model_name: str = \"Gemma\"\n    model: Any = None\n\n    def __init__(self, model, num_output):\n        super(Gemma, self).__init__()\n        self.model = model\n        self.num_output = num_output\n\n    @property\n    def metadata(self) -> LLMMetadata:\n        \"\"\"Get LLM metadata.\"\"\"\n        return LLMMetadata(\n            num_output=self.num_output,\n            model_name=self.model_name,\n        )\n\n    @llm_completion_callback()\n    def complete(self, prompt: str, **kwargs: Any) -> CompletionResponse:\n        return CompletionResponse(text=self.model.generate(prompt, max_length=self.num_output))\n\n    @llm_completion_callback()\n    def stream_complete(self, prompt: str, **kwargs: Any) -> CompletionResponseGen:\n        response = \"\"\n        for token in self.model.generate(prompt, max_length=self.num_output):\n            response += token\n            yield CompletionResponse(text=response, delta=token)","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-09-09T11:12:19.292812Z","iopub.execute_input":"2024-09-09T11:12:19.293373Z","iopub.status.idle":"2024-09-09T11:12:21.991858Z","shell.execute_reply.started":"2024-09-09T11:12:19.293336Z","shell.execute_reply":"2024-09-09T11:12:21.990862Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"现在，让我们使用相同的 `sample_query` 试一下：\n\ntime: 17.6 s","metadata":{}},{"cell_type":"code","source":"%%time\nresponse = Gemma(gemma_lm, 512).complete(sample_query)\n\nprint(response.text)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:12:21.992925Z","iopub.execute_input":"2024-09-09T11:12:21.993511Z","iopub.status.idle":"2024-09-09T11:12:39.742122Z","shell.execute_reply.started":"2024-09-09T11:12:21.993477Z","shell.execute_reply":"2024-09-09T11:12:39.741121Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"我们的自定义 LLM `Gemma()` 对象现在能够在 LlamaIndex 框架中生成与 `keras_nlp` 对象相同的完成结果。太好了！\n\n如果您想要**微调** Gemma 并继续使用微调后的模型，也可以使用这个自定义类。","metadata":{}},{"cell_type":"markdown","source":"# 第2步：定义嵌入模型和LLM\n\n既然您已经准备好了在LlamaIndex中使用Gemma，接下来可以在全局设置对象中定义一个嵌入模型和LLM。这种方式可以避免每次在代码中显式指定模型，简化流程。\n\n- **嵌入模型**：用于为文档片段和查询生成向量嵌入，以进行相似性匹配。\n- **LLM**：用于根据用户查询和相关上下文生成答案。","metadata":{}},{"cell_type":"code","source":"from llama_index.core.settings import Settings\nfrom llama_index.embeddings.huggingface import HuggingFaceEmbedding\n\nSettings.llm = Gemma(gemma_lm, 512)\nSettings.embed_model = HuggingFaceEmbedding(model_name=\"BAAI/bge-small-en-v1.5\")","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-09-09T11:12:39.743744Z","iopub.execute_input":"2024-09-09T11:12:39.744546Z","iopub.status.idle":"2024-09-09T11:12:55.775522Z","shell.execute_reply.started":"2024-09-09T11:12:39.744483Z","shell.execute_reply":"2024-09-09T11:12:55.774699Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 第3步：加载数据\n\n接下来，您将加载要存储在外部知识源中的数据。\n\n在这个Notebook中，我们将使用2023年Kaggle竞赛中的解决方案说明文档，这些文档来源于[2023 Kaggle AI报告](https://www.kaggle.com/competitions/2023-kaggle-ai-report)，该报告由[Kaggle元数据集](https://www.kaggle.com/datasets/kaggle/meta-kaggle)准备而成。由于这不需要进行数据处理，因此我们可以专注于RAG技术的整体流程。","metadata":{}},{"cell_type":"code","source":"import pandas as pd\n\ndf = pd.read_csv(\"/kaggle/input/2023-kaggle-ai-report/kaggle_writeups_20230510.csv\")\n\n# 仅使用1%的解决方案说明文档（write ups），以节省开发过程中的时间\ndf = df.sample(frac=0.01, random_state=1)\n\ndisplay(df.head())","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:12:55.776652Z","iopub.execute_input":"2024-09-09T11:12:55.777306Z","iopub.status.idle":"2024-09-09T11:12:56.112362Z","shell.execute_reply.started":"2024-09-09T11:12:55.777270Z","shell.execute_reply":"2024-09-09T11:12:56.111417Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"from llama_index.core import Document\n\ndocuments = [Document(\n    text= row['Writeup'],\n    metadata={\"competition_title\": row['Title of Competition']},\n) for _, row in df.iterrows()]\n\n\nprint((documents[0].text))\n\ndocuments[0]","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-09-09T11:12:56.113716Z","iopub.execute_input":"2024-09-09T11:12:56.114096Z","iopub.status.idle":"2024-09-09T11:12:56.129257Z","shell.execute_reply.started":"2024-09-09T11:12:56.114053Z","shell.execute_reply":"2024-09-09T11:12:56.128262Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"使用 `Document` 类，您可以创建带有元数据的文档。如果您以后想进行元数据过滤，这会非常有用。（注意，元数据过滤需要您的向量数据库支持。）\n\n在此示例中，我们将竞赛的标题作为元数据添加。","metadata":{}},{"cell_type":"markdown","source":"# 第4步：将文档分块为节点\n\n由于整个文档太大，无法放入LLM的上下文窗口，因此您需要将其划分为较小的文本块，这些块在LlamaIndex中称为节点（Nodes）。这里我们将使用 `SentenceSplitter`，这是一种非常简单的分块方法，优先按句子将文本进行拆分。为了提高检索效果，我建议您尝试更高级的分块技术，例如 `HTMLNodeParser`。","metadata":{}},{"cell_type":"code","source":"from llama_index.core.node_parser import SentenceSplitter\n\n# 设置每个拆分块（chunk）的最大字符数为 128。每个节点的文本长度不会超过 128 个字符。\n# 设置每个拆分块之间的重叠部分为 20 个字符。这意味着在相邻的节点中会有 20 个字符的重复，以确保上下文的连续性，有助于保持语义的完整性。\nparser = SentenceSplitter(chunk_size = 128, chunk_overlap = 20)\nnodes = parser.get_nodes_from_documents(documents)\n\nprint(f\"Created {len(nodes)} nodes from {len(documents)} documents\")","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:12:56.130589Z","iopub.execute_input":"2024-09-09T11:12:56.130897Z","iopub.status.idle":"2024-09-09T11:12:57.114259Z","shell.execute_reply.started":"2024-09-09T11:12:56.130866Z","shell.execute_reply":"2024-09-09T11:12:57.113244Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"让我们打印几个示例节点，以了解节点解析器所做的工作。","metadata":{}},{"cell_type":"code","source":"for i in range(3):\n    print(f\"Chunk {i}:\")\n    print(\"Text:\")\n    print(nodes[i].text)\n    print(\"------------------\")\n    print(f\"Competition title: {nodes[i].metadata['competition_title']}\\n\")","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:12:57.117129Z","iopub.execute_input":"2024-09-09T11:12:57.117539Z","iopub.status.idle":"2024-09-09T11:12:57.123118Z","shell.execute_reply.started":"2024-09-09T11:12:57.117506Z","shell.execute_reply":"2024-09-09T11:12:57.122220Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 第5步：构建索引\n\n接下来，您需要将节点存储在向量存储中。我将使用 [Weaviate](https://weaviate.io)，这是一个[开源向量数据库](https://github.com/weaviate/weaviate)。\n\n由于本Notebook旨在展示一个简单的流程，我们将使用 [Weaviate embedded](https://weaviate.io/developers/weaviate/installation/embedded)，它是一个在Notebook生命周期内运行的本地实例，不需要注册API密钥，且免费使用。\n\ntime: 6.2 s","metadata":{}},{"cell_type":"code","source":"%%time\nimport weaviate\n\n# 在嵌入模式下连接到 Weaviate 客户端\nclient = weaviate.connect_to_embedded()","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-09-09T11:12:57.124412Z","iopub.execute_input":"2024-09-09T11:12:57.125188Z","iopub.status.idle":"2024-09-09T11:13:03.994474Z","shell.execute_reply.started":"2024-09-09T11:12:57.125142Z","shell.execute_reply":"2024-09-09T11:13:03.993543Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"检查客户端是否已准备好。","metadata":{}},{"cell_type":"code","source":"print(f\"Client is ready: {client.is_ready()}\")","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:13:03.995769Z","iopub.execute_input":"2024-09-09T11:13:03.996391Z","iopub.status.idle":"2024-09-09T11:13:04.005086Z","shell.execute_reply.started":"2024-09-09T11:13:03.996354Z","shell.execute_reply":"2024-09-09T11:13:04.004120Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"这段代码展示了如何在 Weaviate 向量数据库中创建和使用向量存储（VectorStore），并将其与 llama_index 一起用于管理嵌入和索引。代码的整体流程是设置向量存储，将数据分块并编码为嵌入向量，最终为后续的向量检索做好准备。","metadata":{}},{"cell_type":"code","source":"%%time\nfrom llama_index.core import VectorStoreIndex, StorageContext\nfrom llama_index.vector_stores.weaviate import WeaviateVectorStore\n\nindex_name = \"SolutionWriteups\"\n\n# 构建向量存储\nvector_store = WeaviateVectorStore(\n    weaviate_client = client, \n    index_name = index_name\n)\n\n# 设置存储上下文，该上下文管理向量存储的细节，确保后续索引操作中可以正确存储和检索嵌入。\nstorage_context = StorageContext.from_defaults(vector_store=vector_store)\n\n# 检查并删除现有索引\ncollections = client.collections.list_all()\nif index_name in collections:\n    client.collections.delete(index_name)\n\n# 构建向量索引，这个索引负责将输入的文档 nodes 进行分块，并将这些块编码为嵌入向量。\n# 每个块都会存储在 Weaviate 的向量存储中，便于后续检索。\nindex = VectorStoreIndex(\n    nodes,\n    storage_context = storage_context,\n)","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-09-09T11:13:04.006320Z","iopub.execute_input":"2024-09-09T11:13:04.006868Z","iopub.status.idle":"2024-09-09T11:13:10.330641Z","shell.execute_reply.started":"2024-09-09T11:13:04.006834Z","shell.execute_reply":"2024-09-09T11:13:10.329660Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"接下来，您将从 Weaviate 客户端构建一个 `VectorStoreIndex`，用于存储和交互您的数据。","metadata":{}},{"cell_type":"markdown","source":"检查插入了多少数据对象：","metadata":{}},{"cell_type":"code","source":"# 使用 collections.aggregate 进行聚合查询\nclient.collections.get(index_name).aggregate.over_all(total_count=True)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:13:10.331847Z","iopub.execute_input":"2024-09-09T11:13:10.332152Z","iopub.status.idle":"2024-09-09T11:13:10.344116Z","shell.execute_reply.started":"2024-09-09T11:13:10.332120Z","shell.execute_reply":"2024-09-09T11:13:10.343098Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"让我们通过语义搜索和过滤来检索几个示例数据点：","metadata":{}},{"cell_type":"code","source":"%%time\nfrom weaviate.classes.query import Filter\n\nresponse = client.collections.get(index_name).query.fetch_objects(\n    filters=Filter.by_property(\"competition_title\").equal(\"Google - Isolated Sign Language Recognition\"),\n    limit=2\n)\n\nfor o in response.objects:\n    print(o.properties)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:13:10.345339Z","iopub.execute_input":"2024-09-09T11:13:10.345699Z","iopub.status.idle":"2024-09-09T11:13:10.356737Z","shell.execute_reply.started":"2024-09-09T11:13:10.345659Z","shell.execute_reply":"2024-09-09T11:13:10.355781Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 第6步：探索一个简单的RAG查询引擎\n\n在深入了解高级RAG查询引擎之前，让我们先探索一个简单的RAG管道会是什么样子：\n\n1. **构建查询引擎**：通过 `index.as_query_engine()`，将向量索引转化为一个支持查询的引擎。\n2. **执行查询**：当调用 `query` 方法时，查询引擎会先从向量索引中检索与 `sample_query` 语义上最相关的内容（即 `Retrieve` 步骤），然后通过生成模型基于检索到的信息生成完整的回答（即 `Generate` 步骤）。","metadata":{}},{"cell_type":"code","source":"%%time\n# QueryEngine 类负责将检索和生成结合起来，简化 RAG 流程的实现。\nnaive_rag_query_engine = index.as_query_engine()\n\n# 执行简单的 RAG 查询\nresponse = naive_rag_query_engine.query(sample_query)\n\nprint(response.response)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:13:10.357988Z","iopub.execute_input":"2024-09-09T11:13:10.358583Z","iopub.status.idle":"2024-09-09T11:13:12.209365Z","shell.execute_reply.started":"2024-09-09T11:13:10.358540Z","shell.execute_reply":"2024-09-09T11:13:12.208292Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 第7步：设置高级RAG查询引擎  \n到目前为止，所有步骤都与在一个基础的RAG管道中所做的步骤非常相似。\n\n在本节中，我们将结合几种高级RAG技术，构建一个**高级RAG查询引擎**。","metadata":{}},{"cell_type":"markdown","source":"## 自动检索（元数据过滤）\n\n参考：[\nAuto-Retrieval from a Weaviate Vector Database](https://docs.llamaindex.ai/en/stable/examples/vector_stores/WeaviateIndex_auto_retriever/)\n\n下面cell展示如何在 LlamaIndex 中执行自动检索。\n\n许多流行的向量数据库除了支持用于语义搜索的查询字符串外，还支持一组元数据过滤器。给定一个自然语言查询，我们首先使用 LLM 推断一组元数据过滤器以及要传递给向量数据库的正确查询字符串（也可以为空）。然后针对向量数据库执行此整体查询包。\n\n这允许在 top-k 语义搜索之外实现更动态、更具表现力的检索形式。给定查询的相关上下文可能只需要根据元数据标签进行过滤，或者需要在过滤集内进行过滤 + 语义搜索的联合组合，或者只需要原始语义搜索。\n\n由于我们已经将比赛标题作为元数据添加到向量嵌入中，因此可以使用元数据过滤器进行语义搜索。这意味着你可以过滤特定的 Kaggle 比赛，并在缩小的选择范围内进行向量搜索。\n\n自动检索是 **LlamaIndex** 中一个很酷的功能，它可以直接从查询中推断出元数据过滤器。这意味着，如果你的查询是“What is the best approach to solving the Kaggle competition with the title 'Google - Isolated Sign Language Recognition'.”，LLM 将在后台自动推断出元数据过滤器为 `\"competition_title == 'Feedback Prize - English Language Learning'\"`。\n\n我们将使用 GPT-4 作为 LLM，因为它的推理能力可以推断出元数据过滤条件（metadata filters）。根据你的使用场景，\"gpt-3.5-turbo\" 也可以胜任。如果你想使用 **Gemma**，我相信需要进行一些微调。\n\n## 混合搜索\n\n参考：[Weaviate Vector Store - Hybrid Search](https://docs.llamaindex.ai/en/stable/examples/vector_stores/WeaviateIndexDemo-Hybrid/)\n\nLlamaIndex 中的 Hybrid Search 是一种将传统的关键词搜索与向量相似度搜索相结合的检索方法。这种方法旨在通过利用关键词的精确匹配和语义相似度来提升查询的效果，从而提高搜索结果的相关性和准确性。\n\n我们还将把 `vector_store_query_mode` 设置为 `\"hybrid\"`，以启用[混合搜索](https://towardsdatascience.com/improving-retrieval-performance-in-rag-pipelines-with-hybrid-search-c75203c2f2f5)，并添加 `alpha` 参数以控制语义搜索和基于关键词搜索之间的权重分配。","metadata":{}},{"cell_type":"markdown","source":"这段代码展示了如何使用 `llama_index` 和 OpenAI 的 GPT-4 模型进行检索增强生成（RAG）的操作，并且通过 `VectorIndexAutoRetriever` 来自动从向量化存储中检索相关内容。\n- **元数据推断**：通过 `MetadataInfo` 提供的信息，LLM 能够推断如何使用元数据过滤检索内容。这里的元数据是 `competition_title`，它描述了 Kaggle 竞赛的名称。\n- **检索增强生成**：结合了向量检索和 GPT-4 模型的生成能力，允许基于输入查询返回最相关的信息，并生成语义上有意义的回答。\n- **灵活的检索模式**：使用混合检索模式，使得检索不仅依赖于向量相似度，还可以结合传统检索技术。","metadata":{}},{"cell_type":"code","source":"%%time\nfrom llama_index.core.retrievers import VectorIndexAutoRetriever\nfrom llama_index.core.vector_stores.types import MetadataInfo, VectorStoreInfo\nimport openai\nfrom llama_index.llms.openai import OpenAI\nfrom kaggle_secrets import UserSecretsClient\n\n# 定义有关元数据的附加信息，以便LLM能够使用这些信息推断出元数据过滤条件。\nvector_store_info = VectorStoreInfo(\n    content_info=\"Names of the Kaggle competitions\",\n    metadata_info=[\n        MetadataInfo(\n            name=\"competition_title\",\n            type=\"str\",\n            description=(\"Name of the Kaggle competition.\")\n        )\n    ],\n)\n\n# 去 OpenAI 官网创建 API key ，Permissions 选择 Read only\n# 从 Kaggle secrets 获取 OpenAI API key\nuser_secrets = UserSecretsClient()\nopenai.api_key = user_secrets.get_secret(\"OPENAI_API_KEY\")\n\n# 设置 VectorIndexAutoRetriever\nretriever = VectorIndexAutoRetriever(\n    index, # 向量索引\n    llm = OpenAI(model=\"gpt-3.5-turbo\"), # 只有gpt4和3.5模型具备这个能力，不需要微调\n    vector_store_info=vector_store_info, # 元数据信息\n    similarity_top_k = 4, # 返回最相似的前4个结果\n    vector_store_query_mode=\"hybrid\", # 设置为混合搜索模式\n    alpha=0.5,# 设置关键词匹配与向量相似度的平衡\n    verbose=True # 启用详细输出\n)\n\n# 下面你可以看到对于 `sample_query` LLM自动推断出的元数据过滤条件（query和filters）以及检索到的片段（chunks）及其元数据（metadata）。\nresponse = retriever.retrieve(sample_query)\n\nfor i in range(len(response)):\n    print(f\"\\nChunk {i}:\")\n    print((response[i].text))\n    print(response[i].metadata)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T11:13:12.210580Z","iopub.execute_input":"2024-09-09T11:13:12.210942Z","iopub.status.idle":"2024-09-09T11:13:36.480615Z","shell.execute_reply.started":"2024-09-09T11:13:12.210887Z","shell.execute_reply":"2024-09-09T11:13:36.479593Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 添加重新排序器  \n对于高级RAG，你还可以添加一个重新排序器，对检索到的上下文应用必要的后处理，该排序器会根据上下文和查询的相关性对检索到的上下文进行重新排序。注意，你应该检索更多的`similarity_top_k`，然后将其减少到`top_n`。","metadata":{}},{"cell_type":"code","source":"%%time\nfrom llama_index.core.postprocessor import SentenceTransformerRerank\n\n# BAAI/bge-reranker-base\n# link: https://huggingface.co/BAAI/bge-reranker-base\nrerank = SentenceTransformerRerank(\n    top_n = 2, \n    model = \"BAAI/bge-reranker-base\"\n)","metadata":{"_kg_hide-output":true,"execution":{"iopub.status.busy":"2024-09-09T10:36:23.878093Z","iopub.execute_input":"2024-09-09T10:36:23.878420Z","iopub.status.idle":"2024-09-09T10:36:32.212300Z","shell.execute_reply.started":"2024-09-09T10:36:23.878386Z","shell.execute_reply":"2024-09-09T10:36:32.211339Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Few-shot 提示\n\nLlamaIndex 使用了一组默认的提示模板，开箱即用效果已经相当不错。通过 `get_prompts()` 方法，你可以获取并查看查询引擎的默认提示模板。让我们来看一个 `naive_rag_query_engine` 的示例。","metadata":{}},{"cell_type":"code","source":"%%time\nfrom IPython.display import Markdown, display\n\n# 获取默认的提示模版\nprompts_dict = naive_rag_query_engine.get_prompts()\n\n# 展示提示模版\nfor k, p in prompts_dict.items():\n    text_md = f\"**Prompt Key**: {k}<br>\" f\"**Text:** <br>\"\n    display(Markdown(text_md))\n    print(p.get_template())\n    display(Markdown(\"<br><br>\"))","metadata":{"execution":{"iopub.status.busy":"2024-09-09T10:36:32.213716Z","iopub.execute_input":"2024-09-09T10:36:32.214204Z","iopub.status.idle":"2024-09-09T10:36:32.229775Z","shell.execute_reply.started":"2024-09-09T10:36:32.214158Z","shell.execute_reply":"2024-09-09T10:36:32.228952Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":" 如果你想使用[自定义提示](https://docs.llamaindex.ai/en/stable/examples/prompts/prompt_mixin.html)覆盖现有的提示，可以通过使用 `PromptTemplate` 来实现，如下所示。\n\n在这个示例中，我们对 few-shot 示例进行了硬编码。如果你想要更灵活并在查询时检索 few-shot 示例，可以参考 [LlamaIndex 文档关于添加 Few-shot 示例](https://docs.llamaindex.ai/en/stable/examples/prompts/prompts_rag.html#adding-few-shot-examples)。","metadata":{}},{"cell_type":"code","source":"from llama_index.core import PromptTemplate\n\n# Write prompt template with functions\nqa_prompt_tmpl_str = \"\"\"\\\nContext information is below.\n---------------------\n{context_str}\n---------------------\nGiven the context information and not prior knowledge, \\\nanswer the query asking about citations over different topics.\nSome examples are given below.\n\nQuery: What is a good backbone for the Kaggle competition with the title 'Lyft Motion Prediction for Autonomous Vehicles'?\nAnswer: Xception41, Xception65, Xception71, EfficientNetB5\n\nQuery: What is a good backbone for the Kaggle competition with the title 'Deepfake Detection Challenge'?\nAnswer: EfficientNet\n\nQuery: What is a good backbone for the Kaggle competition with the title 'RSNA 2022 Cervical Spine Fracture Detection' ?\nAnswer: seresnext50_32x4d, efficientnet_b4 \n\nQuery: {query_str}\nAnswer: \\\n\"\"\"\n\nqa_prompt_tmpl = PromptTemplate(qa_prompt_tmpl_str)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T10:36:32.231055Z","iopub.execute_input":"2024-09-09T10:36:32.231645Z","iopub.status.idle":"2024-09-09T10:36:32.282940Z","shell.execute_reply.started":"2024-09-09T10:36:32.231602Z","shell.execute_reply":"2024-09-09T10:36:32.282045Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"最后，你可以在 `response_synthesizer` 中更新 `query_engine` 的提示模板。","metadata":{}},{"cell_type":"code","source":"from llama_index.core import get_response_synthesizer\n\n# 定义 response synthesizer\nresponse_synthesizer = get_response_synthesizer(text_qa_template = qa_prompt_tmpl)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T10:36:32.283958Z","iopub.execute_input":"2024-09-09T10:36:32.284222Z","iopub.status.idle":"2024-09-09T10:36:32.294411Z","shell.execute_reply.started":"2024-09-09T10:36:32.284192Z","shell.execute_reply":"2024-09-09T10:36:32.293611Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 将所有内容整合到一个高级 RAG 查询引擎中\n现在，我们的高级 RAG 查询引擎的所有组件都已准备就绪：\n* `retriever`：从外部知识源中检索相关的上下文\n* `node_postprocessors`：对检索到的上下文应用必要的后处理\n* `response_synthesizer`：将检索到的上下文扩充到提示中，并提示 LLM","metadata":{}},{"cell_type":"code","source":"# 参考：https://docs.llamaindex.ai/en/stable/examples/query_engine/CustomRetrievers.html\nfrom llama_index.core.query_engine import RetrieverQueryEngine\n\n# 组装高级RAG查询引擎\nadvanced_rag_query_engine = RetrieverQueryEngine(\n    retriever=retriever,\n    response_synthesizer=response_synthesizer,\n    node_postprocessors = [rerank],\n)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T10:36:32.295428Z","iopub.execute_input":"2024-09-09T10:36:32.295761Z","iopub.status.idle":"2024-09-09T10:36:32.305721Z","shell.execute_reply.started":"2024-09-09T10:36:32.295729Z","shell.execute_reply":"2024-09-09T10:36:32.304930Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"检查 `response_synthesizer` 中是否使用了 Gemma。","metadata":{}},{"cell_type":"code","source":"print(advanced_rag_query_engine._response_synthesizer._llm)","metadata":{"execution":{"iopub.status.busy":"2024-09-09T10:36:32.307099Z","iopub.execute_input":"2024-09-09T10:36:32.307422Z","iopub.status.idle":"2024-09-09T10:36:32.318384Z","shell.execute_reply.started":"2024-09-09T10:36:32.307390Z","shell.execute_reply":"2024-09-09T10:36:32.317556Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 第8步：在您的数据上运行高级 RAG 查询  \n现在，您可以在您的数据上运行高级 RAG 查询了。","metadata":{}},{"cell_type":"code","source":"%%time\n# 使用你的高级 RAG 查询引擎\nresponse = advanced_rag_query_engine.query(sample_query)\n\nprint(str(response))","metadata":{"execution":{"iopub.status.busy":"2024-09-09T10:36:32.319404Z","iopub.execute_input":"2024-09-09T10:36:32.319698Z","iopub.status.idle":"2024-09-09T10:36:52.621872Z","shell.execute_reply.started":"2024-09-09T10:36:32.319667Z","shell.execute_reply":"2024-09-09T10:36:52.620934Z"},"collapsed":true,"jupyter":{"outputs_hidden":true},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"print(f\"Number of retrieved contexts: {len(response.source_nodes)}\")\n\nfor i in range(len(response.source_nodes)):\n    print(f'\\nContext {i}:')\n    print(response.source_nodes[i].node.text)\n    print(response.source_nodes[i].node.metadata['competition_title'])","metadata":{"execution":{"iopub.status.busy":"2024-09-09T10:36:52.622939Z","iopub.execute_input":"2024-09-09T10:36:52.623218Z","iopub.status.idle":"2024-09-09T10:36:52.629381Z","shell.execute_reply.started":"2024-09-09T10:36:52.623187Z","shell.execute_reply":"2024-09-09T10:36:52.628402Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# 总结\n\n本笔记本简要介绍了如何使用 LlamaIndex 与 Gemma 以及 Weaviate 向量数据库构建高级 RAG 管道。\n\n正如你所见，这个高级 RAG 管道还远未完善。本笔记本的目的是展示一些技术，接下来你可以根据需要调整这些组件，构建一个实际可用的 RAG 管道。\n\n# 参考文献与资源\n\n## 文献\n\n[1] Lewis, P., et al. (2020). Retrieval-augmented generation for knowledge-intensive NLP tasks. Advances in Neural Information Processing Systems, 33, 9459–9474.\n \n[2] Gao, Y., Xiong, Y., Gao, X., Jia, K., Pan, J., Bi, Y., … & Wang, H. (2023). Retrieval-augmented generation for large language models: A survey. arXiv preprint arXiv:2312.10997.\n \n## 其他有用的资源\n\n* [RAG with Gemma on HF 🤗 and Weaviate in DSPy](https://www.kaggle.com/code/iamleonie/rag-with-gemma-on-hf-and-weaviate-in-dspy)\n* [Advanced RAG with LlamaIndex](https://github.com/weaviate/recipes/blob/main/integrations/llamaindex/retrieval-augmented-generation/advanced_rag.ipynb) recipe in [Weaviate GitHub repository](https://github.com/weaviate/recipes)\n* [RAG using Llama 2, Langchain and ChromaDB](https://www.kaggle.com/code/gpreda/rag-using-llama-2-langchain-and-chromadb) Kaggle Notebook by [Gabriel Preda](https://www.kaggle.com/gpreda)\n* [Llamaindex docs: Weaviate Vector Store](https://docs.llamaindex.ai/en/stable/examples/vector_stores/WeaviateIndexDemo.html)\n* [LlamaIndex Docs: Using a Custom LLM Model - Advanced](https://docs.llamaindex.ai/en/stable/module_guides/models/llms/usage_custom.html#example-using-a-custom-llm-model-advanced).\n* [Llamaindex docs: Auto-Retrieval from a Vector Database (Metadata filtering)](https://docs.llamaindex.ai/en/stable/examples/vector_stores/chroma_auto_retriever.html)\n* [Llamaindex docs: Retriever Query Engine with Custom Retrievers](https://docs.llamaindex.ai/en/stable/examples/query_engine/CustomRetrievers.html)\n* [Llamaindex docs: Weaviate Vector Store - Hybrid Search](https://docs.llamaindex.ai/en/stable/examples/vector_stores/WeaviateIndexDemo-Hybrid.html)\n* [Llamaindex docs: Reranking](https://docs.llamaindex.ai/en/latest/module_guides/querying/node_postprocessors/node_postprocessors.html#sentencetransformerrerank)\n* [Llamaindex docs: Adding Few-Shot examples](https://docs.llamaindex.ai/en/stable/examples/prompts/prompts_rag.html#adding-few-shot-examples)","metadata":{}}]}