Process documentation files

process_documentation.ipynb

@@ -0,0 +1,198 @@
+{
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "lIYdn1woOS1n"
+      },
+      "outputs": [],
+      "source": [
+        "!git clone https://huggingface.co/datasets/muellerzr/RAG-accelerate"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "%cd RAG-accelerate"
+      ],
+      "metadata": {
+        "id": "N_0YZlykKdVS"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "!pip install langchain"
+      ],
+      "metadata": {
+        "id": "AK8XGa24Kekk"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from pathlib import Path"
+      ],
+      "metadata": {
+        "id": "Qt4Zu6mfLvW2"
+      },
+      "execution_count": 19,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "from langchain.text_splitter import MarkdownHeaderTextSplitter, RecursiveCharacterTextSplitter"
+      ],
+      "metadata": {
+        "id": "a9AHp1eZKgUw"
+      },
+      "execution_count": 12,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "docs_folder = Path(\"docs/source\")"
+      ],
+      "metadata": {
+        "id": "1gxt3ZcTLxAb"
+      },
+      "execution_count": 20,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "headers_to_split_on = [\n",
+        "    (\"#\", \"Header 1\"),\n",
+        "    (\"##\", \"Header 2\"),\n",
+        "    (\"###\", \"Header 3\"),\n",
+        "    (\"####\", \"Header 4\")\n",
+        "]"
+      ],
+      "metadata": {
+        "id": "EFwAEg2mKsNL"
+      },
+      "execution_count": 29,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "markdown_splitter = MarkdownHeaderTextSplitter(\n",
+        "    headers_to_split_on=headers_to_split_on,\n",
+        "    strip_headers=False\n",
+        ")"
+      ],
+      "metadata": {
+        "id": "HpNxkjoZKs2v"
+      },
+      "execution_count": 30,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "chunk_size = 1024\n",
+        "chunk_overlap = 256\n",
+        "text_splitter = RecursiveCharacterTextSplitter(\n",
+        "    chunk_size=chunk_size, chunk_overlap=chunk_overlap\n",
+        ")"
+      ],
+      "metadata": {
+        "id": "ch_UDrYIM4GT"
+      },
+      "execution_count": 33,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "categories = [\"package_reference\", \"basic_tutorials\", \"concept_guides\", \"usage_guides\"]"
+      ],
+      "metadata": {
+        "id": "kKRNe4qPMM_6"
+      },
+      "execution_count": 34,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data = []"
+      ],
+      "metadata": {
+        "id": "D-rajLfOMynB"
+      },
+      "execution_count": 44,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "for path in docs_folder.glob(\"**/*.md\"):\n",
+        "    content = path.read_text()\n",
+        "    md_header_splits = markdown_splitter.split_text(content)\n",
+        "    for i,split in enumerate(md_header_splits):\n",
+        "        if path.parent.name in categories:\n",
+        "            md_header_splits[i].metadata.update({\"category\":path.parent.name})\n",
+        "    splits = text_splitter.split_documents(md_header_splits)\n",
+        "    data += splits"
+      ],
+      "metadata": {
+        "id": "zAqjYMdMMJRH"
+      },
+      "execution_count": 46,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np"
+      ],
+      "metadata": {
+        "id": "OAaI9OV_NsTC"
+      },
+      "execution_count": 50,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "np.save(\"processed_documentation_chunks.npy\", data)"
+      ],
+      "metadata": {
+        "id": "H9FzuYdvOGyM"
+      },
+      "execution_count": 51,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "BgSCAljkOKLG"
+      },
+      "execution_count": null,
+      "outputs": []
+    }
+  ],
+  "metadata": {
+    "colab": {
+      "name": "scratchpad",
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "name": "python3"
+    }
+  },
+  "nbformat": 4,
+  "nbformat_minor": 0
+}

processed_documentation_chunks.npy

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7bde0bceeea343ca0ff9317da31769854f0382fc4fe2a5eb56c269cabadf3ee7
+size 390777