{ "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 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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" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }