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{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "ebeba428",
   "metadata": {},
   "source": [
    "# ✅ RAG JuJutsu PoC (Notebook with Joblib, FAISS, ChatGPT API)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8bdfd3c8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: ipywidgets==7.7.2 in /opt/anaconda3/lib/python3.11/site-packages (7.7.2)\n",
      "Requirement already satisfied: ipykernel>=4.5.1 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (6.28.0)\n",
      "Requirement already satisfied: ipython-genutils~=0.2.0 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (0.2.0)\n",
      "Requirement already satisfied: traitlets>=4.3.1 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (5.7.1)\n",
      "Requirement already satisfied: widgetsnbextension~=3.6.0 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (3.6.10)\n",
      "Requirement already satisfied: ipython>=4.0.0 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (8.20.0)\n",
      "Requirement already satisfied: jupyterlab-widgets<3,>=1.0.0 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (1.1.11)\n",
      "Requirement already satisfied: appnope in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (0.1.2)\n",
      "Requirement already satisfied: comm>=0.1.1 in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (0.1.2)\n",
      "Requirement already satisfied: debugpy>=1.6.5 in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (1.6.7)\n",
      "Requirement already satisfied: jupyter-client>=6.1.12 in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (8.6.0)\n",
      "Requirement already satisfied: jupyter-core!=5.0.*,>=4.12 in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (5.5.0)\n",
      "Requirement already satisfied: matplotlib-inline>=0.1 in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (0.1.6)\n",
      "Requirement already satisfied: nest-asyncio in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (1.6.0)\n",
      "Requirement already satisfied: packaging in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (23.2)\n",
      "Requirement already satisfied: psutil in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (5.9.0)\n",
      "Requirement already satisfied: pyzmq>=24 in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (25.1.2)\n",
      "Requirement already satisfied: tornado>=6.1 in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (6.3.3)\n",
      "Requirement already satisfied: decorator in /opt/anaconda3/lib/python3.11/site-packages (from ipython>=4.0.0->ipywidgets==7.7.2) (5.1.1)\n",
      "Requirement already satisfied: jedi>=0.16 in /opt/anaconda3/lib/python3.11/site-packages (from ipython>=4.0.0->ipywidgets==7.7.2) (0.18.1)\n",
      "Requirement already satisfied: prompt-toolkit<3.1.0,>=3.0.41 in /opt/anaconda3/lib/python3.11/site-packages (from ipython>=4.0.0->ipywidgets==7.7.2) (3.0.43)\n",
      "Requirement already satisfied: pygments>=2.4.0 in /opt/anaconda3/lib/python3.11/site-packages (from ipython>=4.0.0->ipywidgets==7.7.2) (2.15.1)\n",
      "Requirement already satisfied: stack-data in /opt/anaconda3/lib/python3.11/site-packages (from ipython>=4.0.0->ipywidgets==7.7.2) (0.2.0)\n",
      "Requirement already satisfied: pexpect>4.3 in /opt/anaconda3/lib/python3.11/site-packages (from ipython>=4.0.0->ipywidgets==7.7.2) (4.8.0)\n",
      "Requirement already satisfied: notebook>=4.4.1 in /opt/anaconda3/lib/python3.11/site-packages (from widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (7.3.2)\n",
      "Requirement already satisfied: parso<0.9.0,>=0.8.0 in /opt/anaconda3/lib/python3.11/site-packages (from jedi>=0.16->ipython>=4.0.0->ipywidgets==7.7.2) (0.8.3)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets==7.7.2) (2.9.0.post0)\n",
      "Requirement already satisfied: platformdirs>=2.5 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-core!=5.0.*,>=4.12->ipykernel>=4.5.1->ipywidgets==7.7.2) (3.10.0)\n",
      "Requirement already satisfied: jupyter-server<3,>=2.4.0 in /opt/anaconda3/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.10.0)\n",
      "Requirement already satisfied: jupyterlab-server<3,>=2.27.1 in /opt/anaconda3/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.27.3)\n",
      "Requirement already satisfied: jupyterlab<4.4,>=4.3.4 in /opt/anaconda3/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (4.3.4)\n",
      "Requirement already satisfied: notebook-shim<0.3,>=0.2 in /opt/anaconda3/lib/python3.11/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.2.3)\n",
      "Requirement already satisfied: ptyprocess>=0.5 in /opt/anaconda3/lib/python3.11/site-packages (from pexpect>4.3->ipython>=4.0.0->ipywidgets==7.7.2) (0.7.0)\n",
      "Requirement already satisfied: wcwidth in /opt/anaconda3/lib/python3.11/site-packages (from prompt-toolkit<3.1.0,>=3.0.41->ipython>=4.0.0->ipywidgets==7.7.2) (0.2.5)\n",
      "Requirement already satisfied: executing in /opt/anaconda3/lib/python3.11/site-packages (from stack-data->ipython>=4.0.0->ipywidgets==7.7.2) (0.8.3)\n",
      "Requirement already satisfied: asttokens in /opt/anaconda3/lib/python3.11/site-packages (from stack-data->ipython>=4.0.0->ipywidgets==7.7.2) (2.0.5)\n",
      "Requirement already satisfied: pure-eval in /opt/anaconda3/lib/python3.11/site-packages (from stack-data->ipython>=4.0.0->ipywidgets==7.7.2) (0.2.2)\n",
      "Requirement already satisfied: anyio>=3.1.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (4.2.0)\n",
      "Requirement already satisfied: argon2-cffi in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (21.3.0)\n",
      "Requirement already satisfied: jinja2 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (3.1.3)\n",
      "Requirement already satisfied: jupyter-events>=0.6.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.8.0)\n",
      "Requirement already satisfied: jupyter-server-terminals in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.4.4)\n",
      "Requirement already satisfied: nbconvert>=6.4.4 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (7.16.3)\n",
      "Requirement already satisfied: nbformat>=5.3.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (5.9.2)\n",
      "Requirement already satisfied: overrides in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (7.4.0)\n",
      "Requirement already satisfied: prometheus-client in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.14.1)\n",
      "Requirement already satisfied: send2trash>=1.8.2 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.8.2)\n",
      "Requirement already satisfied: terminado>=0.8.3 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.17.1)\n",
      "Requirement already satisfied: websocket-client in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.58.0)\n",
      "Requirement already satisfied: async-lru>=1.0.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyterlab<4.4,>=4.3.4->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.0.4)\n",
      "Requirement already satisfied: httpx>=0.25.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyterlab<4.4,>=4.3.4->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.26.0)\n",
      "Requirement already satisfied: jupyter-lsp>=2.0.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyterlab<4.4,>=4.3.4->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.2.0)\n",
      "Requirement already satisfied: setuptools>=40.8.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyterlab<4.4,>=4.3.4->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (68.2.2)\n",
      "Requirement already satisfied: babel>=2.10 in /opt/anaconda3/lib/python3.11/site-packages (from jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.11.0)\n",
      "Requirement already satisfied: json5>=0.9.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.9.6)\n",
      "Requirement already satisfied: jsonschema>=4.18.0 in /opt/anaconda3/lib/python3.11/site-packages (from jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (4.19.2)\n",
      "Requirement already satisfied: requests>=2.31 in /opt/anaconda3/lib/python3.11/site-packages (from jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.32.3)\n",
      "Requirement already satisfied: six>=1.5 in /opt/anaconda3/lib/python3.11/site-packages (from python-dateutil>=2.8.2->jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets==7.7.2) (1.17.0)\n",
      "Requirement already satisfied: idna>=2.8 in /opt/anaconda3/lib/python3.11/site-packages (from anyio>=3.1.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (3.4)\n",
      "Requirement already satisfied: sniffio>=1.1 in /opt/anaconda3/lib/python3.11/site-packages (from anyio>=3.1.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.3.0)\n",
      "Requirement already satisfied: pytz>=2015.7 in /opt/anaconda3/lib/python3.11/site-packages (from babel>=2.10->jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2025.2)\n",
      "Requirement already satisfied: certifi in /opt/anaconda3/lib/python3.11/site-packages (from httpx>=0.25.0->jupyterlab<4.4,>=4.3.4->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2025.1.31)\n",
      "Requirement already satisfied: httpcore==1.* in /opt/anaconda3/lib/python3.11/site-packages (from httpx>=0.25.0->jupyterlab<4.4,>=4.3.4->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.0.2)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in /opt/anaconda3/lib/python3.11/site-packages (from httpcore==1.*->httpx>=0.25.0->jupyterlab<4.4,>=4.3.4->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.14.0)\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /opt/anaconda3/lib/python3.11/site-packages (from jinja2->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.1.3)\n",
      "Requirement already satisfied: attrs>=22.2.0 in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema>=4.18.0->jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (23.1.0)\n",
      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema>=4.18.0->jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2023.7.1)\n",
      "Requirement already satisfied: referencing>=0.28.4 in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema>=4.18.0->jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.30.2)\n",
      "Requirement already satisfied: rpds-py>=0.7.1 in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema>=4.18.0->jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.10.6)\n",
      "Requirement already satisfied: python-json-logger>=2.0.4 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.0.7)\n",
      "Requirement already satisfied: pyyaml>=5.3 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (6.0.1)\n",
      "Requirement already satisfied: rfc3339-validator in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.1.4)\n",
      "Requirement already satisfied: rfc3986-validator>=0.1.1 in /opt/anaconda3/lib/python3.11/site-packages (from jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.1.1)\n",
      "Requirement already satisfied: beautifulsoup4 in /opt/anaconda3/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (4.12.2)\n",
      "Requirement already satisfied: bleach!=5.0.0 in /opt/anaconda3/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (4.1.0)\n",
      "Requirement already satisfied: defusedxml in /opt/anaconda3/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.7.1)\n",
      "Requirement already satisfied: jupyterlab-pygments in /opt/anaconda3/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.1.2)\n",
      "Requirement already satisfied: mistune<4,>=2.0.3 in /opt/anaconda3/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.0.4)\n",
      "Requirement already satisfied: nbclient>=0.5.0 in /opt/anaconda3/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.8.0)\n",
      "Requirement already satisfied: pandocfilters>=1.4.1 in /opt/anaconda3/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.5.0)\n",
      "Requirement already satisfied: tinycss2 in /opt/anaconda3/lib/python3.11/site-packages (from nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.2.1)\n",
      "Requirement already satisfied: fastjsonschema in /opt/anaconda3/lib/python3.11/site-packages (from nbformat>=5.3.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.16.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /opt/anaconda3/lib/python3.11/site-packages (from requests>=2.31->jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.0.4)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /opt/anaconda3/lib/python3.11/site-packages (from requests>=2.31->jupyterlab-server<3,>=2.27.1->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.0.7)\n",
      "Requirement already satisfied: argon2-cffi-bindings in /opt/anaconda3/lib/python3.11/site-packages (from argon2-cffi->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (21.2.0)\n",
      "Requirement already satisfied: webencodings in /opt/anaconda3/lib/python3.11/site-packages (from bleach!=5.0.0->nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (0.5.1)\n",
      "Requirement already satisfied: fqdn in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.5.1)\n",
      "Requirement already satisfied: isoduration in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (20.11.0)\n",
      "Requirement already satisfied: jsonpointer>1.13 in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.1)\n",
      "Requirement already satisfied: uri-template in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.3.0)\n",
      "Requirement already satisfied: webcolors>=1.11 in /opt/anaconda3/lib/python3.11/site-packages (from jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (24.11.1)\n",
      "Requirement already satisfied: cffi>=1.0.1 in /opt/anaconda3/lib/python3.11/site-packages (from argon2-cffi-bindings->argon2-cffi->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.16.0)\n",
      "Requirement already satisfied: soupsieve>1.2 in /opt/anaconda3/lib/python3.11/site-packages (from beautifulsoup4->nbconvert>=6.4.4->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.5)\n",
      "Requirement already satisfied: pycparser in /opt/anaconda3/lib/python3.11/site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (2.21)\n",
      "Requirement already satisfied: arrow>=0.15.0 in /opt/anaconda3/lib/python3.11/site-packages (from isoduration->jsonschema[format-nongpl]>=4.18.0->jupyter-events>=0.6.0->jupyter-server<3,>=2.4.0->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets==7.7.2) (1.2.3)\n",
      "usage: jupyter [-h] [--version] [--config-dir] [--data-dir] [--runtime-dir]\n",
      "               [--paths] [--json] [--debug]\n",
      "               [subcommand]\n",
      "\n",
      "Jupyter: Interactive Computing\n",
      "\n",
      "positional arguments:\n",
      "  subcommand     the subcommand to launch\n",
      "\n",
      "options:\n",
      "  -h, --help     show this help message and exit\n",
      "  --version      show the versions of core jupyter packages and exit\n",
      "  --config-dir   show Jupyter config dir\n",
      "  --data-dir     show Jupyter data dir\n",
      "  --runtime-dir  show Jupyter runtime dir\n",
      "  --paths        show all Jupyter paths. Add --json for machine-readable\n",
      "                 format.\n",
      "  --json         output paths as machine-readable json\n",
      "  --debug        output debug information about paths\n",
      "\n",
      "Available subcommands: console dejavu events execute kernel kernelspec lab\n",
      "labextension labhub migrate nbconvert notebook qtconsole run server\n",
      "troubleshoot trust\n",
      "\n",
      "Jupyter command `jupyter-nbextension` not found.\n",
      "\u001b[32m[I 2025-06-20 15:36:39.629 ServerApp]\u001b[m Package notebook took 0.0000s to import\n",
      "\u001b[32m[I 2025-06-20 15:36:39.804 ServerApp]\u001b[m Package aext_assistant took 0.1753s to import\n",
      "\u001b[32m[I 2025-06-20 15:36:39.805 ServerApp]\u001b[m Package aext_core took 0.0010s to import\n",
      "\u001b[33m[W 2025-06-20 15:36:39.812 ServerApp]\u001b[m aext_panels | error adding extension (enabled: True): The module 'aext_panels' could not be found (cannot import name 'AuthConfig' from 'anaconda_cloud_auth.client' (/opt/anaconda3/lib/python3.11/site-packages/anaconda_cloud_auth/client.py)). Are you sure the extension is installed?\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/extension/manager.py\", line 321, in add_extension\n",
      "        extpkg = ExtensionPackage(name=extension_name, enabled=enabled)\n",
      "                 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/extension/manager.py\", line 185, in __init__\n",
      "        self._load_metadata()\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/extension/manager.py\", line 200, in _load_metadata\n",
      "        raise ExtensionModuleNotFound(msg) from None\n",
      "    jupyter_server.extension.utils.ExtensionModuleNotFound: The module 'aext_panels' could not be found (cannot import name 'AuthConfig' from 'anaconda_cloud_auth.client' (/opt/anaconda3/lib/python3.11/site-packages/anaconda_cloud_auth/client.py)). Are you sure the extension is installed?\n",
      "\u001b[32m[I 2025-06-20 15:36:39.814 ServerApp]\u001b[m Package aext_share_notebook took 0.0009s to import\n",
      "\u001b[32m[I 2025-06-20 15:36:39.824 ServerApp]\u001b[m Package jupyter_lsp took 0.0104s to import\n",
      "\u001b[33m[W 2025-06-20 15:36:39.824 ServerApp]\u001b[m A `_jupyter_server_extension_points` function was not found in jupyter_lsp. Instead, a `_jupyter_server_extension_paths` function was found and will be used for now. This function name will be deprecated in future releases of Jupyter Server.\n",
      "\u001b[32m[I 2025-06-20 15:36:39.828 ServerApp]\u001b[m Package jupyter_server_terminals took 0.0042s to import\n",
      "\u001b[32m[I 2025-06-20 15:36:39.829 ServerApp]\u001b[m Package jupyterlab took 0.0000s to import\n",
      "\u001b[32m[I 2025-06-20 15:36:40.122 ServerApp]\u001b[m Package notebook_shim took 0.0000s to import\n",
      "\u001b[33m[W 2025-06-20 15:36:40.122 ServerApp]\u001b[m A `_jupyter_server_extension_points` function was not found in notebook_shim. Instead, a `_jupyter_server_extension_paths` function was found and will be used for now. This function name will be deprecated in future releases of Jupyter Server.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.544 ServerApp]\u001b[m Package panel.io.jupyter_server_extension took 0.4215s to import\n",
      "\u001b[32m[I 2025-06-20 15:36:40.544 ServerApp]\u001b[m aext_assistant | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.544 ServerApp]\u001b[m aext_core | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.545 ServerApp]\u001b[m aext_share_notebook | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.545 ServerApp]\u001b[m jupyter_lsp | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.546 ServerApp]\u001b[m jupyter_server_terminals | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.548 ServerApp]\u001b[m jupyterlab | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.549 ServerApp]\u001b[m notebook | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.712 ServerApp]\u001b[m notebook_shim | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.712 ServerApp]\u001b[m panel.io.jupyter_server_extension | extension was successfully linked.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.733 ServerApp]\u001b[m notebook_shim | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.734 ServerApp]\u001b[m Registered aext_assistant server extension\n",
      "\u001b[32m[I 2025-06-20 15:36:40.734 ServerApp]\u001b[m aext_assistant | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.734 ServerApp]\u001b[m Registered aext_core server extension\n",
      "\u001b[32m[I 2025-06-20 15:36:40.734 ServerApp]\u001b[m aext_core | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.734 ServerApp]\u001b[m Registered aext_share_notebook_server server extension\n",
      "\u001b[32m[I 2025-06-20 15:36:40.734 ServerApp]\u001b[m aext_share_notebook | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.735 ServerApp]\u001b[m jupyter_lsp | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.736 ServerApp]\u001b[m jupyter_server_terminals | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.738 LabApp]\u001b[m JupyterLab extension loaded from /opt/anaconda3/lib/python3.11/site-packages/jupyterlab\n",
      "\u001b[32m[I 2025-06-20 15:36:40.738 LabApp]\u001b[m JupyterLab application directory is /opt/anaconda3/share/jupyter/lab\n",
      "\u001b[32m[I 2025-06-20 15:36:40.739 LabApp]\u001b[m Extension Manager is 'pypi'.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.755 ServerApp]\u001b[m jupyterlab | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.757 ServerApp]\u001b[m notebook | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.758 ServerApp]\u001b[m panel.io.jupyter_server_extension | extension was successfully loaded.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.759 ServerApp]\u001b[m The port 8888 is already in use, trying another port.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.759 ServerApp]\u001b[m The port 8889 is already in use, trying another port.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.759 ServerApp]\u001b[m The port 8890 is already in use, trying another port.\n",
      "\u001b[32m[I 2025-06-20 15:36:40.760 ServerApp]\u001b[m Serving notebooks from local directory: /Users/ddiaz/Desktop/Proyectos_ImageMarker/JuJitsuPOC\n",
      "\u001b[32m[I 2025-06-20 15:36:40.760 ServerApp]\u001b[m Jupyter Server 2.10.0 is running at:\n",
      "\u001b[32m[I 2025-06-20 15:36:40.760 ServerApp]\u001b[m http://localhost:8891/tree?token=53dae3fcd0d912651e64cf45e29de3d9920a8fdccf3339e8\n",
      "\u001b[32m[I 2025-06-20 15:36:40.760 ServerApp]\u001b[m     http://127.0.0.1:8891/tree?token=53dae3fcd0d912651e64cf45e29de3d9920a8fdccf3339e8\n",
      "\u001b[32m[I 2025-06-20 15:36:40.760 ServerApp]\u001b[m Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).\n",
      "\u001b[35m[C 2025-06-20 15:36:40.762 ServerApp]\u001b[m \n",
      "    \n",
      "    To access the server, open this file in a browser:\n",
      "        file:///Users/ddiaz/Library/Jupyter/runtime/jpserver-74191-open.html\n",
      "    Or copy and paste one of these URLs:\n",
      "        http://localhost:8891/tree?token=53dae3fcd0d912651e64cf45e29de3d9920a8fdccf3339e8\n",
      "        http://127.0.0.1:8891/tree?token=53dae3fcd0d912651e64cf45e29de3d9920a8fdccf3339e8\n",
      "\u001b[32m[I 2025-06-20 15:36:41.078 ServerApp]\u001b[m Skipped non-installed server(s): bash-language-server, dockerfile-language-server-nodejs, javascript-typescript-langserver, jedi-language-server, julia-language-server, pyright, python-language-server, r-languageserver, sql-language-server, texlab, typescript-language-server, unified-language-server, vscode-css-languageserver-bin, vscode-html-languageserver-bin, vscode-json-languageserver-bin, yaml-language-server\n",
      "0.00s - Debugger warning: It seems that frozen modules are being used, which may\n",
      "0.00s - make the debugger miss breakpoints. Please pass -Xfrozen_modules=off\n",
      "0.00s - to python to disable frozen modules.\n",
      "0.00s - Note: Debugging will proceed. Set PYDEVD_DISABLE_FILE_VALIDATION=1 to disable this validation.\n",
      "\u001b[33m[W 2025-06-20 15:36:42.687 ServerApp]\u001b[m wrote error: 'Forbidden'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/aext_assistant_server/handlers.py\", line 117, in get\n",
      "        raise HTTPError(403, reason=\"missing nucleus_token\")\n",
      "    tornado.web.HTTPError: HTTP 403: missing nucleus_token\n",
      "\u001b[33m[W 2025-06-20 15:36:42.689 ServerApp]\u001b[m 403 GET /aext_assistant_server/nucleus_token?1750455402620 (e1bb6698e462478ab1b1bdda87374748@::1) 3.10ms referer=http://localhost:8891/tree\n",
      "\u001b[33m[W 2025-06-20 15:36:46.989 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455406980 (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:36:46.990 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa)\n",
      "\u001b[33m[W 2025-06-20 15:36:46.998 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455406980 (e1bb6698e462478ab1b1bdda87374748@::1) 12.23ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_jujutsu_poc_joblib.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:36:47.991 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:36:48.019 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (e1bb6698e462478ab1b1bdda87374748@::1) 29.49ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:36:48.026 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455408020 (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:36:48.026 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa)\n",
      "\u001b[33m[W 2025-06-20 15:36:48.027 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455408020 (e1bb6698e462478ab1b1bdda87374748@::1) 1.63ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_jujutsu_poc_joblib.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:36:50.989 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455410980 (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:36:50.989 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf)\n",
      "\u001b[33m[W 2025-06-20 15:36:50.992 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455410980 (e1bb6698e462478ab1b1bdda87374748@::1) 6.25ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_openai_gpt35_ready.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:36:50.992 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:36:50.994 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (e1bb6698e462478ab1b1bdda87374748@::1) 7.37ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:36:50.998 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455410995 (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:36:50.998 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa)\n",
      "\u001b[33m[W 2025-06-20 15:36:50.999 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455410995 (e1bb6698e462478ab1b1bdda87374748@::1) 1.96ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_jujutsu_poc_joblib.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:36:51.990 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:36:51.992 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (e1bb6698e462478ab1b1bdda87374748@::1) 3.70ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:36:51.997 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455411993 (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:36:51.997 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf)\n",
      "\u001b[33m[W 2025-06-20 15:36:52.000 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455411993 (e1bb6698e462478ab1b1bdda87374748@::1) 3.70ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_openai_gpt35_ready.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:36:52.991 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:36:52.992 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (e1bb6698e462478ab1b1bdda87374748@::1) 3.42ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:36:52.998 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455412993 (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:36:52.998 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf)\n",
      "\u001b[33m[W 2025-06-20 15:36:53.000 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455412993 (e1bb6698e462478ab1b1bdda87374748@::1) 3.60ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_openai_gpt35_ready.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:36:57.986 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:36:57.988 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (e1bb6698e462478ab1b1bdda87374748@::1) 2.83ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:36:57.991 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455417989 (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:36:57.991 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa)\n",
      "\u001b[33m[W 2025-06-20 15:36:57.992 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455417989 (e1bb6698e462478ab1b1bdda87374748@::1) 1.93ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_jujutsu_poc_joblib.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:36:58.994 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:36:58.996 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (e1bb6698e462478ab1b1bdda87374748@::1) 3.84ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:36:59.002 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455418997 (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:36:59.002 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf)\n",
      "\u001b[33m[W 2025-06-20 15:36:59.004 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455418997 (e1bb6698e462478ab1b1bdda87374748@::1) 2.38ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_openai_gpt35_ready.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:37:01.992 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:37:01.994 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (e1bb6698e462478ab1b1bdda87374748@::1) 3.18ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:37:01.998 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455421995 (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:37:01.999 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf)\n",
      "\u001b[33m[W 2025-06-20 15:37:02.000 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455421995 (e1bb6698e462478ab1b1bdda87374748@::1) 3.65ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_openai_gpt35_ready.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:37:04.002 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:37:04.005 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (e1bb6698e462478ab1b1bdda87374748@::1) 4.70ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:37:04.010 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455424007 (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:37:04.011 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf)\n",
      "\u001b[33m[W 2025-06-20 15:37:04.012 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455424007 (e1bb6698e462478ab1b1bdda87374748@::1) 2.51ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_openai_gpt35_ready.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:37:13.014 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:37:13.016 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (e1bb6698e462478ab1b1bdda87374748@::1) 4.59ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:37:13.024 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455433018 (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:37:13.024 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa)\n",
      "\u001b[33m[W 2025-06-20 15:37:13.026 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455433018 (e1bb6698e462478ab1b1bdda87374748@::1) 3.66ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_jujutsu_poc_joblib.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:37:28.064 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:37:28.066 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (e1bb6698e462478ab1b1bdda87374748@::1) 4.62ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:37:28.073 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455448068 (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:37:28.073 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa)\n",
      "\u001b[33m[W 2025-06-20 15:37:28.075 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455448068 (e1bb6698e462478ab1b1bdda87374748@::1) 3.14ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_jujutsu_poc_joblib.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:37:40.108 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:37:40.111 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf/channels?session_id=63a22fbe-d2d9-4ed1-b322-a3cecb79555a (e1bb6698e462478ab1b1bdda87374748@::1) 3.90ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:37:40.118 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455460113 (::1): Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf\n",
      "\u001b[33m[W 2025-06-20 15:37:40.118 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 7bbdf51a-7ef3-4011-a075-14e70db1f6bf)\n",
      "\u001b[33m[W 2025-06-20 15:37:40.120 ServerApp]\u001b[m 404 GET /api/kernels/7bbdf51a-7ef3-4011-a075-14e70db1f6bf?1750455460113 (e1bb6698e462478ab1b1bdda87374748@::1) 2.96ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_openai_gpt35_ready.ipynb?\n",
      "\u001b[33m[W 2025-06-20 15:38:08.988 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:38:08.989 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa/channels?session_id=b956cf22-30ff-4115-a9c3-10439728645b (e1bb6698e462478ab1b1bdda87374748@::1) 1.60ms referer=None\n",
      "\u001b[33m[W 2025-06-20 15:38:08.992 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455488990 (::1): Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa\n",
      "\u001b[33m[W 2025-06-20 15:38:08.992 ServerApp]\u001b[m wrote error: 'Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa'\n",
      "    Traceback (most recent call last):\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
      "        result = await result\n",
      "                 ^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/handlers.py\", line 75, in get\n",
      "        model = await ensure_async(km.kernel_model(kernel_id))\n",
      "                                   ^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 500, in kernel_model\n",
      "        self._check_kernel_id(kernel_id)\n",
      "      File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/services/kernels/kernelmanager.py\", line 531, in _check_kernel_id\n",
      "        raise web.HTTPError(404, \"Kernel does not exist: %s\" % kernel_id)\n",
      "    tornado.web.HTTPError: HTTP 404: Not Found (Kernel does not exist: 506aad0a-4f83-4a48-b055-a123e7f186aa)\n",
      "\u001b[33m[W 2025-06-20 15:38:08.992 ServerApp]\u001b[m 404 GET /api/kernels/506aad0a-4f83-4a48-b055-a123e7f186aa?1750455488990 (e1bb6698e462478ab1b1bdda87374748@::1) 1.43ms referer=http://localhost:8891/notebooks/Desktop/Proyectos_ImageMarker/POC-JuJitsu/rag_jujutsu_poc_joblib.ipynb?\n",
      "^C\n",
      "\u001b[32m[I 2025-06-20 15:39:52.966 ServerApp]\u001b[m interrupted\n",
      "\u001b[32m[I 2025-06-20 15:39:52.966 ServerApp]\u001b[m Serving notebooks from local directory: /Users/ddiaz/Desktop/Proyectos_ImageMarker/JuJitsuPOC\n",
      "    0 active kernels\n",
      "    Jupyter Server 2.10.0 is running at:\n",
      "    http://localhost:8891/tree?token=53dae3fcd0d912651e64cf45e29de3d9920a8fdccf3339e8\n",
      "        http://127.0.0.1:8891/tree?token=53dae3fcd0d912651e64cf45e29de3d9920a8fdccf3339e8\n",
      "Shutdown this Jupyter server (y/[n])? \u001b[32m[I 2025-06-20 15:39:52.966 ServerApp]\u001b[m resuming operation...\n"
     ]
    }
   ],
   "source": [
    "\n",
    "!pip install --quiet openai langchain faiss-cpu PyPDF2 sentence-transformers joblib\n",
    "!pip install ipywidgets==7.7.2\n",
    "!jupyter nbextension enable --py widgetsnbextension\n",
    "!jupyter notebook\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "49ee7721",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded 329 chunks\n"
     ]
    }
   ],
   "source": [
    "from PyPDF2 import PdfReader\n",
    "from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
    "\n",
    "def load_pdf_chunks(pdf_path):\n",
    "    reader = PdfReader(pdf_path)\n",
    "    raw_text = \"\"\n",
    "    for page in reader.pages:\n",
    "        raw_text += page.extract_text() + \"\\n\"\n",
    "\n",
    "    splitter = RecursiveCharacterTextSplitter(chunk_size=500, chunk_overlap=50)\n",
    "    return splitter.split_text(raw_text)\n",
    "\n",
    "chunks = load_pdf_chunks(\"JuJutsu-Contexto-Significado-Conexiones-Historia.pdf\")\n",
    "print(f\"Loaded {len(chunks)} chunks\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "371c637e",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[3], line 20\u001b[0m\n\u001b[1;32m     18\u001b[0m embeddings \u001b[38;5;241m=\u001b[39m []\n\u001b[1;32m     19\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m chunk \u001b[38;5;129;01min\u001b[39;00m chunks:\n\u001b[0;32m---> 20\u001b[0m     response \u001b[38;5;241m=\u001b[39m client\u001b[38;5;241m.\u001b[39membeddings\u001b[38;5;241m.\u001b[39mcreate(\n\u001b[1;32m     21\u001b[0m         model\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtext-embedding-3-small\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m     22\u001b[0m         \u001b[38;5;28minput\u001b[39m\u001b[38;5;241m=\u001b[39mchunk\n\u001b[1;32m     23\u001b[0m     )\n\u001b[1;32m     24\u001b[0m     embedding \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(response\u001b[38;5;241m.\u001b[39mdata[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39membedding, dtype\u001b[38;5;241m=\u001b[39mnp\u001b[38;5;241m.\u001b[39mfloat32)\n\u001b[1;32m     25\u001b[0m     embeddings\u001b[38;5;241m.\u001b[39mappend(embedding)\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/openai/resources/embeddings.py:129\u001b[0m, in \u001b[0;36mEmbeddings.create\u001b[0;34m(self, input, model, dimensions, encoding_format, user, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m    123\u001b[0m             embedding\u001b[38;5;241m.\u001b[39membedding \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mfrombuffer(  \u001b[38;5;66;03m# type: ignore[no-untyped-call]\u001b[39;00m\n\u001b[1;32m    124\u001b[0m                 base64\u001b[38;5;241m.\u001b[39mb64decode(data), dtype\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfloat32\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    125\u001b[0m             )\u001b[38;5;241m.\u001b[39mtolist()\n\u001b[1;32m    127\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m obj\n\u001b[0;32m--> 129\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_post(\n\u001b[1;32m    130\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/embeddings\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m    131\u001b[0m     body\u001b[38;5;241m=\u001b[39mmaybe_transform(params, embedding_create_params\u001b[38;5;241m.\u001b[39mEmbeddingCreateParams),\n\u001b[1;32m    132\u001b[0m     options\u001b[38;5;241m=\u001b[39mmake_request_options(\n\u001b[1;32m    133\u001b[0m         extra_headers\u001b[38;5;241m=\u001b[39mextra_headers,\n\u001b[1;32m    134\u001b[0m         extra_query\u001b[38;5;241m=\u001b[39mextra_query,\n\u001b[1;32m    135\u001b[0m         extra_body\u001b[38;5;241m=\u001b[39mextra_body,\n\u001b[1;32m    136\u001b[0m         timeout\u001b[38;5;241m=\u001b[39mtimeout,\n\u001b[1;32m    137\u001b[0m         post_parser\u001b[38;5;241m=\u001b[39mparser,\n\u001b[1;32m    138\u001b[0m     ),\n\u001b[1;32m    139\u001b[0m     cast_to\u001b[38;5;241m=\u001b[39mCreateEmbeddingResponse,\n\u001b[1;32m    140\u001b[0m )\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/openai/_base_client.py:1242\u001b[0m, in \u001b[0;36mSyncAPIClient.post\u001b[0;34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[0m\n\u001b[1;32m   1228\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpost\u001b[39m(\n\u001b[1;32m   1229\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m   1230\u001b[0m     path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   1237\u001b[0m     stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m   1238\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[1;32m   1239\u001b[0m     opts \u001b[38;5;241m=\u001b[39m FinalRequestOptions\u001b[38;5;241m.\u001b[39mconstruct(\n\u001b[1;32m   1240\u001b[0m         method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url\u001b[38;5;241m=\u001b[39mpath, json_data\u001b[38;5;241m=\u001b[39mbody, files\u001b[38;5;241m=\u001b[39mto_httpx_files(files), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions\n\u001b[1;32m   1241\u001b[0m     )\n\u001b[0;32m-> 1242\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrequest(cast_to, opts, stream\u001b[38;5;241m=\u001b[39mstream, stream_cls\u001b[38;5;241m=\u001b[39mstream_cls))\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/openai/_base_client.py:972\u001b[0m, in \u001b[0;36mSyncAPIClient.request\u001b[0;34m(self, cast_to, options, stream, stream_cls)\u001b[0m\n\u001b[1;32m    970\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    971\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 972\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_client\u001b[38;5;241m.\u001b[39msend(\n\u001b[1;32m    973\u001b[0m         request,\n\u001b[1;32m    974\u001b[0m         stream\u001b[38;5;241m=\u001b[39mstream \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_should_stream_response_body(request\u001b[38;5;241m=\u001b[39mrequest),\n\u001b[1;32m    975\u001b[0m         \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs,\n\u001b[1;32m    976\u001b[0m     )\n\u001b[1;32m    977\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m httpx\u001b[38;5;241m.\u001b[39mTimeoutException \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m    978\u001b[0m     log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mEncountered httpx.TimeoutException\u001b[39m\u001b[38;5;124m\"\u001b[39m, exc_info\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpx/_client.py:915\u001b[0m, in \u001b[0;36mClient.send\u001b[0;34m(self, request, stream, auth, follow_redirects)\u001b[0m\n\u001b[1;32m    907\u001b[0m follow_redirects \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    908\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mfollow_redirects\n\u001b[1;32m    909\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(follow_redirects, UseClientDefault)\n\u001b[1;32m    910\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m follow_redirects\n\u001b[1;32m    911\u001b[0m )\n\u001b[1;32m    913\u001b[0m auth \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_build_request_auth(request, auth)\n\u001b[0;32m--> 915\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_send_handling_auth(\n\u001b[1;32m    916\u001b[0m     request,\n\u001b[1;32m    917\u001b[0m     auth\u001b[38;5;241m=\u001b[39mauth,\n\u001b[1;32m    918\u001b[0m     follow_redirects\u001b[38;5;241m=\u001b[39mfollow_redirects,\n\u001b[1;32m    919\u001b[0m     history\u001b[38;5;241m=\u001b[39m[],\n\u001b[1;32m    920\u001b[0m )\n\u001b[1;32m    921\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    922\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m stream:\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpx/_client.py:943\u001b[0m, in \u001b[0;36mClient._send_handling_auth\u001b[0;34m(self, request, auth, follow_redirects, history)\u001b[0m\n\u001b[1;32m    940\u001b[0m request \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mnext\u001b[39m(auth_flow)\n\u001b[1;32m    942\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 943\u001b[0m     response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_send_handling_redirects(\n\u001b[1;32m    944\u001b[0m         request,\n\u001b[1;32m    945\u001b[0m         follow_redirects\u001b[38;5;241m=\u001b[39mfollow_redirects,\n\u001b[1;32m    946\u001b[0m         history\u001b[38;5;241m=\u001b[39mhistory,\n\u001b[1;32m    947\u001b[0m     )\n\u001b[1;32m    948\u001b[0m     \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    949\u001b[0m         \u001b[38;5;28;01mtry\u001b[39;00m:\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpx/_client.py:980\u001b[0m, in \u001b[0;36mClient._send_handling_redirects\u001b[0;34m(self, request, follow_redirects, history)\u001b[0m\n\u001b[1;32m    977\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m hook \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_event_hooks[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrequest\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n\u001b[1;32m    978\u001b[0m     hook(request)\n\u001b[0;32m--> 980\u001b[0m response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_send_single_request(request)\n\u001b[1;32m    981\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m    982\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m hook \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_event_hooks[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresponse\u001b[39m\u001b[38;5;124m\"\u001b[39m]:\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpx/_client.py:1016\u001b[0m, in \u001b[0;36mClient._send_single_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m   1011\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mRuntimeError\u001b[39;00m(\n\u001b[1;32m   1012\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAttempted to send an async request with a sync Client instance.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   1013\u001b[0m     )\n\u001b[1;32m   1015\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m request_context(request\u001b[38;5;241m=\u001b[39mrequest):\n\u001b[0;32m-> 1016\u001b[0m     response \u001b[38;5;241m=\u001b[39m transport\u001b[38;5;241m.\u001b[39mhandle_request(request)\n\u001b[1;32m   1018\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(response\u001b[38;5;241m.\u001b[39mstream, SyncByteStream)\n\u001b[1;32m   1020\u001b[0m response\u001b[38;5;241m.\u001b[39mrequest \u001b[38;5;241m=\u001b[39m request\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpx/_transports/default.py:231\u001b[0m, in \u001b[0;36mHTTPTransport.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    218\u001b[0m req \u001b[38;5;241m=\u001b[39m httpcore\u001b[38;5;241m.\u001b[39mRequest(\n\u001b[1;32m    219\u001b[0m     method\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mmethod,\n\u001b[1;32m    220\u001b[0m     url\u001b[38;5;241m=\u001b[39mhttpcore\u001b[38;5;241m.\u001b[39mURL(\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    228\u001b[0m     extensions\u001b[38;5;241m=\u001b[39mrequest\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m    229\u001b[0m )\n\u001b[1;32m    230\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_httpcore_exceptions():\n\u001b[0;32m--> 231\u001b[0m     resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pool\u001b[38;5;241m.\u001b[39mhandle_request(req)\n\u001b[1;32m    233\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(resp\u001b[38;5;241m.\u001b[39mstream, typing\u001b[38;5;241m.\u001b[39mIterable)\n\u001b[1;32m    235\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m Response(\n\u001b[1;32m    236\u001b[0m     status_code\u001b[38;5;241m=\u001b[39mresp\u001b[38;5;241m.\u001b[39mstatus,\n\u001b[1;32m    237\u001b[0m     headers\u001b[38;5;241m=\u001b[39mresp\u001b[38;5;241m.\u001b[39mheaders,\n\u001b[1;32m    238\u001b[0m     stream\u001b[38;5;241m=\u001b[39mResponseStream(resp\u001b[38;5;241m.\u001b[39mstream),\n\u001b[1;32m    239\u001b[0m     extensions\u001b[38;5;241m=\u001b[39mresp\u001b[38;5;241m.\u001b[39mextensions,\n\u001b[1;32m    240\u001b[0m )\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py:268\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    266\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m ShieldCancellation():\n\u001b[1;32m    267\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mresponse_closed(status)\n\u001b[0;32m--> 268\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[1;32m    269\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    270\u001b[0m     \u001b[38;5;28;01mbreak\u001b[39;00m\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpcore/_sync/connection_pool.py:251\u001b[0m, in \u001b[0;36mConnectionPool.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    248\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m exc\n\u001b[1;32m    250\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 251\u001b[0m     response \u001b[38;5;241m=\u001b[39m connection\u001b[38;5;241m.\u001b[39mhandle_request(request)\n\u001b[1;32m    252\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m ConnectionNotAvailable:\n\u001b[1;32m    253\u001b[0m     \u001b[38;5;66;03m# The ConnectionNotAvailable exception is a special case, that\u001b[39;00m\n\u001b[1;32m    254\u001b[0m     \u001b[38;5;66;03m# indicates we need to retry the request on a new connection.\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    258\u001b[0m     \u001b[38;5;66;03m# might end up as an HTTP/2 connection, but which actually ends\u001b[39;00m\n\u001b[1;32m    259\u001b[0m     \u001b[38;5;66;03m# up as HTTP/1.1.\u001b[39;00m\n\u001b[1;32m    260\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pool_lock:\n\u001b[1;32m    261\u001b[0m         \u001b[38;5;66;03m# Maintain our position in the request queue, but reset the\u001b[39;00m\n\u001b[1;32m    262\u001b[0m         \u001b[38;5;66;03m# status so that the request becomes queued again.\u001b[39;00m\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpcore/_sync/connection.py:103\u001b[0m, in \u001b[0;36mHTTPConnection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    100\u001b[0m     \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_connection\u001b[38;5;241m.\u001b[39mis_available():\n\u001b[1;32m    101\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m ConnectionNotAvailable()\n\u001b[0;32m--> 103\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_connection\u001b[38;5;241m.\u001b[39mhandle_request(request)\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpcore/_sync/http11.py:133\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    131\u001b[0m     \u001b[38;5;28;01mwith\u001b[39;00m Trace(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresponse_closed\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m    132\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_response_closed()\n\u001b[0;32m--> 133\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m exc\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpcore/_sync/http11.py:111\u001b[0m, in \u001b[0;36mHTTP11Connection.handle_request\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    101\u001b[0m     \u001b[38;5;28;01mpass\u001b[39;00m\n\u001b[1;32m    103\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m Trace(\n\u001b[1;32m    104\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreceive_response_headers\u001b[39m\u001b[38;5;124m\"\u001b[39m, logger, request, kwargs\n\u001b[1;32m    105\u001b[0m ) \u001b[38;5;28;01mas\u001b[39;00m trace:\n\u001b[1;32m    106\u001b[0m     (\n\u001b[1;32m    107\u001b[0m         http_version,\n\u001b[1;32m    108\u001b[0m         status,\n\u001b[1;32m    109\u001b[0m         reason_phrase,\n\u001b[1;32m    110\u001b[0m         headers,\n\u001b[0;32m--> 111\u001b[0m     ) \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_receive_response_headers(\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m    112\u001b[0m     trace\u001b[38;5;241m.\u001b[39mreturn_value \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    113\u001b[0m         http_version,\n\u001b[1;32m    114\u001b[0m         status,\n\u001b[1;32m    115\u001b[0m         reason_phrase,\n\u001b[1;32m    116\u001b[0m         headers,\n\u001b[1;32m    117\u001b[0m     )\n\u001b[1;32m    119\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m Response(\n\u001b[1;32m    120\u001b[0m     status\u001b[38;5;241m=\u001b[39mstatus,\n\u001b[1;32m    121\u001b[0m     headers\u001b[38;5;241m=\u001b[39mheaders,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    127\u001b[0m     },\n\u001b[1;32m    128\u001b[0m )\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpcore/_sync/http11.py:176\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_response_headers\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m    173\u001b[0m timeout \u001b[38;5;241m=\u001b[39m timeouts\u001b[38;5;241m.\u001b[39mget(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mread\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m    175\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m \u001b[38;5;28;01mTrue\u001b[39;00m:\n\u001b[0;32m--> 176\u001b[0m     event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_receive_event(timeout\u001b[38;5;241m=\u001b[39mtimeout)\n\u001b[1;32m    177\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(event, h11\u001b[38;5;241m.\u001b[39mResponse):\n\u001b[1;32m    178\u001b[0m         \u001b[38;5;28;01mbreak\u001b[39;00m\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpcore/_sync/http11.py:212\u001b[0m, in \u001b[0;36mHTTP11Connection._receive_event\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m    209\u001b[0m     event \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mnext_event()\n\u001b[1;32m    211\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m event \u001b[38;5;129;01mis\u001b[39;00m h11\u001b[38;5;241m.\u001b[39mNEED_DATA:\n\u001b[0;32m--> 212\u001b[0m     data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_network_stream\u001b[38;5;241m.\u001b[39mread(\n\u001b[1;32m    213\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mREAD_NUM_BYTES, timeout\u001b[38;5;241m=\u001b[39mtimeout\n\u001b[1;32m    214\u001b[0m     )\n\u001b[1;32m    216\u001b[0m     \u001b[38;5;66;03m# If we feed this case through h11 we'll raise an exception like:\u001b[39;00m\n\u001b[1;32m    217\u001b[0m     \u001b[38;5;66;03m#\u001b[39;00m\n\u001b[1;32m    218\u001b[0m     \u001b[38;5;66;03m#     httpcore.RemoteProtocolError: can't handle event type\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m    222\u001b[0m     \u001b[38;5;66;03m# perspective. Instead we handle this case distinctly and treat\u001b[39;00m\n\u001b[1;32m    223\u001b[0m     \u001b[38;5;66;03m# it as a ConnectError.\u001b[39;00m\n\u001b[1;32m    224\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m data \u001b[38;5;241m==\u001b[39m \u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_h11_state\u001b[38;5;241m.\u001b[39mtheir_state \u001b[38;5;241m==\u001b[39m h11\u001b[38;5;241m.\u001b[39mSEND_RESPONSE:\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/httpcore/_backends/sync.py:126\u001b[0m, in \u001b[0;36mSyncStream.read\u001b[0;34m(self, max_bytes, timeout)\u001b[0m\n\u001b[1;32m    124\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m map_exceptions(exc_map):\n\u001b[1;32m    125\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sock\u001b[38;5;241m.\u001b[39msettimeout(timeout)\n\u001b[0;32m--> 126\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sock\u001b[38;5;241m.\u001b[39mrecv(max_bytes)\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/ssl.py:1296\u001b[0m, in \u001b[0;36mSSLSocket.recv\u001b[0;34m(self, buflen, flags)\u001b[0m\n\u001b[1;32m   1292\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m flags \u001b[38;5;241m!=\u001b[39m \u001b[38;5;241m0\u001b[39m:\n\u001b[1;32m   1293\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[1;32m   1294\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnon-zero flags not allowed in calls to recv() on \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;241m%\u001b[39m\n\u001b[1;32m   1295\u001b[0m             \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__class__\u001b[39m)\n\u001b[0;32m-> 1296\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mread(buflen)\n\u001b[1;32m   1297\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1298\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mrecv(buflen, flags)\n",
      "File \u001b[0;32m/opt/anaconda3/lib/python3.11/ssl.py:1169\u001b[0m, in \u001b[0;36mSSLSocket.read\u001b[0;34m(self, len, buffer)\u001b[0m\n\u001b[1;32m   1167\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sslobj\u001b[38;5;241m.\u001b[39mread(\u001b[38;5;28mlen\u001b[39m, buffer)\n\u001b[1;32m   1168\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 1169\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_sslobj\u001b[38;5;241m.\u001b[39mread(\u001b[38;5;28mlen\u001b[39m)\n\u001b[1;32m   1170\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m SSLError \u001b[38;5;28;01mas\u001b[39;00m x:\n\u001b[1;32m   1171\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m x\u001b[38;5;241m.\u001b[39margs[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;241m==\u001b[39m SSL_ERROR_EOF \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msuppress_ragged_eofs:\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "import openai\n",
    "import faiss\n",
    "import numpy as np\n",
    "import joblib\n",
    "import hnswlib\n",
    "from openai import OpenAI\n",
    "\n",
    "import os\n",
    "\n",
    "import openai\n",
    "from openai import OpenAI\n",
    "os.environ[\"OPENAI_API_KEY\"] = \"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\"\n",
    "\n",
    "client = OpenAI()\n",
    "# 2. Define embedding function\n",
    "\n",
    "# 2. Get embeddings from OpenAI (batching for efficiency)\n",
    "batch_size = 20  # You can adjust this value depending on limits\n",
    "embeddings = []\n",
    "\n",
    "for i in range(0, len(chunks), batch_size):\n",
    "    batch = chunks[i:i + batch_size]\n",
    "    response = client.embeddings.create(\n",
    "        model=\"text-embedding-3-small\",\n",
    "        input=batch\n",
    "    )\n",
    "    batch_embeddings = [np.array(res.embedding, dtype=np.float32) for res in response.data]\n",
    "    embeddings.extend(batch_embeddings)\n",
    "\n",
    "embeddings = np.vstack(embeddings)\n",
    "\n",
    "\n",
    "# 3. Build HNSWlib index\n",
    "dim = embeddings.shape[1]\n",
    "p = hnswlib.Index(space='l2', dim=dim)\n",
    "p.init_index(max_elements=len(embeddings), ef_construction=200, M=16)\n",
    "p.add_items(embeddings)\n",
    "p.set_ef(10)\n",
    "\n",
    "# 4. Save serialized model\n",
    "joblib.dump({\"chunks\": chunks, \"index\": p}, \"rag_model_hnsw.joblib\")\n",
    "print(\"✅ HNSW RAG model saved to rag_model_hnsw.joblib\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b633d481-e061-4192-b66c-32685939d688",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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