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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": "8109b626-0179-43e2-b924-65afe9af1e4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import openai"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "371c637e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✅ Chunks and FAISS index serialized to rag_model.joblib\n"
     ]
    }
   ],
   "source": [
    "import faiss\n",
    "import numpy as np\n",
    "import joblib\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",
    "def get_openai_embeddings(texts, batch_size=20):\n",
    "    all_embeddings = []\n",
    "    for i in range(0, len(texts), batch_size):\n",
    "        batch = texts[i:i + batch_size]\n",
    "        try:\n",
    "            response = client.embeddings.create(\n",
    "                model=\"text-embedding-3-small\",\n",
    "                input=batch\n",
    "            )\n",
    "            batch_embeddings = [e.embedding for e in response.data]\n",
    "            all_embeddings.extend(batch_embeddings)\n",
    "        except Exception as e:\n",
    "            print(f\"⚠️ Failed on batch {i}-{i+batch_size}: {e}\")\n",
    "    return np.array(all_embeddings)\n",
    "\n",
    "# 3. Get embeddings from your loaded `chunks` (make sure chunks is defined)\n",
    "embeddings = get_openai_embeddings(chunks)\n",
    "\n",
    "# 4. Build FAISS index\n",
    "index = faiss.IndexFlatL2(embeddings.shape[1])\n",
    "index.add(embeddings)\n",
    "\n",
    "# 5. Serialize chunks and index (no need to save model)\n",
    "joblib.dump((chunks, index), \"rag_model.joblib\")\n",
    "print(\"✅ Chunks and FAISS index serialized to rag_model.joblib\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28ce4963",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import joblib\n",
    "chunks, index = joblib.load(\"rag_model.joblib\")\n",
    "print(\"Chunks and index loaded from rag_model.joblib\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "51a89e77",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def search(query, k=3):\n",
    "    response = openai.Embedding.create(\n",
    "        model=\"text-embedding-3-small\",\n",
    "        input=query\n",
    "    )\n",
    "    query_vec = np.array([response['data'][0]['embedding']])\n",
    "    scores, indices = index.search(query_vec, k)\n",
    "    return [chunks[i] for i in indices[0]]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "34315775",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import os\n",
    "import openai\n",
    "from openai import OpenAI\n",
    "\n",
    "os.environ[\"OPENAI_API_KEY\"] = os.getenv(\"OPENAI_API_KEY\")\n",
    "client = OpenAI()\n",
    "\n",
    "def chat_no_rag(question):\n",
    "    response = client.chat.completions.create(\n",
    "        model=\"gpt-3.5-turbo\",\n",
    "        messages=[\n",
    "            {\"role\": \"user\", \"content\": question}\n",
    "        ],\n",
    "        temperature=0.5,\n",
    "        max_tokens=200,\n",
    "    )\n",
    "    return response.choices[0].message.content\n",
    "\n",
    "def chat_with_rag(question, retrieved_chunks):\n",
    "    context = \"\\n\".join(retrieved_chunks)\n",
    "    prompt = f\"Usa el siguiente contexto para responder la pregunta:\\n\\n{context}\\n\\nPregunta: {question}\"\n",
    "\n",
    "    response = client.chat.completions.create(\n",
    "        model=\"gpt-3.5-turbo\",\n",
    "        messages=[\n",
    "            {\"role\": \"user\", \"content\": prompt}\n",
    "        ],\n",
    "        temperature=0.3,\n",
    "        max_tokens=200,\n",
    "    )\n",
    "    return response.choices[0].message.content\n",
    "\n",
    "def chat_with_rag_enhanced(question, retrieved_chunks):\n",
    "    context = \"\\n\".join(retrieved_chunks)\n",
    "    prompt = (\n",
    "        \"Eres un experto en historia marcial. \"\n",
    "        \"Usa el siguiente contexto histórico para responder con precisión y detalle.\\n\\n\"\n",
    "        f\"Contexto:\\n{context}\\n\\n\"\n",
    "        f\"Pregunta: {question}\\nRespuesta:\"\n",
    "    )\n",
    "\n",
    "    response = client.chat.completions.create(\n",
    "        model=\"gpt-3.5-turbo\",\n",
    "        messages=[\n",
    "            {\"role\": \"user\", \"content\": prompt}\n",
    "        ],\n",
    "        temperature=0.2,\n",
    "        max_tokens=200,\n",
    "    )\n",
    "    return response.choices[0].message.content\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "900dfdfa",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "# Example query\n",
    "query = \"¿Cuál es el origen del JuJutsu en Japón?\"\n",
    "retrieved = search(query)\n",
    "\n",
    "print(\"🔹 Sin RAG:\")\n",
    "print(chat_no_rag(query))\n",
    "\n",
    "print(\"\\n🔹 Con RAG:\")\n",
    "print(chat_with_rag(query, retrieved))\n",
    "\n",
    "print(\"\\n🔹 Con RAG + Prompt mejorado:\")\n",
    "print(chat_with_rag_enhanced(query, retrieved))\n"
   ]
  }
 ],
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