Spaces:
Running
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daniel.diaz
commited on
Commit
·
1300f65
1
Parent(s):
2dc4537
DD Cambios POC
Browse files- Dockerfile +23 -0
- app.py +104 -0
- rag_jujutsu_poc_joblib.ipynb +479 -0
- requirements.txt +7 -0
Dockerfile
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FROM python:3.10-slim
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# Set working directory
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WORKDIR /app
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# Install system dependencies
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RUN apt-get update && apt-get install -y build-essential && rm -rf /var/lib/apt/lists/*
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# Copy requirements and install Python packages
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COPY requirements.txt .
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RUN pip install --no-cache-dir -r requirements.txt
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# Copy app files
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COPY . .
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# Default to environment variable (can be set in Hugging Face Secrets or locally)
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ENV OPENAI_API_KEY=${OPENAI_API_KEY}
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# Streamlit will bind to port 7860 on all interfaces
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EXPOSE 7860
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# Run the Streamlit app
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CMD ["streamlit", "run", "app.py", "--server.port=7860", "--server.address=0.0.0.0"]
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app.py
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@@ -0,0 +1,104 @@
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import streamlit as st
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from PyPDF2 import PdfReader
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from langchain.text_splitter import RecursiveCharacterTextSplitter
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from sentence_transformers import SentenceTransformer
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import openai
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import faiss
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import numpy as np
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import os
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import joblib
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from openai import OpenAI
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client = OpenAI() # Uses env var OPENAI_API_KEY
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@st.cache_data
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def load_pdf_chunks(pdf_path):
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reader = PdfReader(pdf_path)
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raw_text = ""
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for page in reader.pages:
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raw_text += page.extract_text() + "\n"
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splitter = RecursiveCharacterTextSplitter(chunk_size=500, chunk_overlap=50)
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return splitter.split_text(raw_text)
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@st.cache_resource
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def load_model_and_index(chunks):
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model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')
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embeddings = model.encode(chunks)
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faiss_index = faiss.IndexFlatL2(embeddings.shape[1])
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faiss_index.add(np.array(embeddings))
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joblib.dump((model, chunks, faiss_index), "rag_model.joblib")
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return model, chunks, faiss_index
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def search(query, model, chunks, index, k=3):
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query_vec = model.encode([query])
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scores, indices = index.search(np.array(query_vec), k)
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return [chunks[i] for i in indices[0]]
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def chat_no_rag(question, max_tokens=250):
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response = client.chat.completions.create(
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model="gpt-4o",
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messages=[
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{"role": "user", "content": question}
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],
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temperature=0.5,
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max_tokens=max_tokens
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)
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return response.choices[0].message.content
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def chat_with_rag(question, retrieved_chunks, max_tokens=300):
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context = "\n".join(retrieved_chunks)
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prompt = f"Usa el siguiente contexto para responder la pregunta:\n\n{context}\n\nPregunta: {question}"
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response = client.chat.completions.create(
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model="gpt-4o",
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messages=[{"role": "user", "content": prompt}],
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temperature=0.3,
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max_tokens=max_tokens
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)
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return response.choices[0].message.content
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def chat_with_rag_enhanced(question, retrieved_chunks, max_tokens=300):
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context = "\n".join(retrieved_chunks)
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prompt = (
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"Eres un experto en historia marcial. "
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"Usa el siguiente contexto histórico para responder con precisión y detalle.\n\n"
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f"Contexto:\n{context}\n\n"
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f"Pregunta: {question}\nRespuesta:"
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)
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response = client.chat.completions.create(
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model="gpt-4o",
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messages=[{"role": "user", "content": prompt}],
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temperature=0.2,
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max_tokens=max_tokens
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)
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return response.choices[0].message.content
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# Streamlit UI
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st.title("📜 RAG JuJutsu Historico - ChatGPT + HF + Streamlit")
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if "model" not in st.session_state:
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with st.spinner("Cargando y procesando el PDF..."):
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chunks = load_pdf_chunks("JuJutsu-Contexto-Significado-Conexiones-Historia.pdf")
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model, chunks, index = load_model_and_index(chunks)
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st.session_state.model = model
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st.session_state.chunks = chunks
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st.session_state.index = index
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query = st.text_input("Escribe tu pregunta sobre JuJutsu histórico:")
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max_tokens = st.slider("Máximo de tokens de respuesta", 50, 1000, 300, step=50)
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if query:
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model = st.session_state.model
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chunks = st.session_state.chunks
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index = st.session_state.index
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st.subheader("🔹 Respuesta sin RAG:")
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st.write(chat_no_rag(query, max_tokens=max_tokens))
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st.subheader("🔹 Respuesta con RAG:")
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retrieved = search(query, model, chunks, index)
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st.write(chat_with_rag(query, retrieved, max_tokens=max_tokens))
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st.subheader("🔹 Respuesta con RAG + Mejora de Prompt:")
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st.write(chat_with_rag_enhanced(query, retrieved, max_tokens=max_tokens))
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rag_jujutsu_poc_joblib.ipynb
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| 1 |
+
{
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| 2 |
+
"cells": [
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| 3 |
+
{
|
| 4 |
+
"cell_type": "markdown",
|
| 5 |
+
"id": "ebeba428",
|
| 6 |
+
"metadata": {},
|
| 7 |
+
"source": [
|
| 8 |
+
"# ✅ RAG JuJutsu PoC (Notebook with Joblib, FAISS, ChatGPT API)"
|
| 9 |
+
]
|
| 10 |
+
},
|
| 11 |
+
{
|
| 12 |
+
"cell_type": "code",
|
| 13 |
+
"execution_count": null,
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| 14 |
+
"id": "8bdfd3c8",
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| 15 |
+
"metadata": {},
|
| 16 |
+
"outputs": [
|
| 17 |
+
{
|
| 18 |
+
"name": "stdout",
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| 19 |
+
"output_type": "stream",
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| 20 |
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"text": [
|
| 21 |
+
"Requirement already satisfied: ipywidgets==7.7.2 in /opt/anaconda3/lib/python3.11/site-packages (7.7.2)\n",
|
| 22 |
+
"Requirement already satisfied: ipykernel>=4.5.1 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (6.28.0)\n",
|
| 23 |
+
"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",
|
| 24 |
+
"Requirement already satisfied: traitlets>=4.3.1 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (5.7.1)\n",
|
| 25 |
+
"Requirement already satisfied: widgetsnbextension~=3.6.0 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (3.6.10)\n",
|
| 26 |
+
"Requirement already satisfied: ipython>=4.0.0 in /opt/anaconda3/lib/python3.11/site-packages (from ipywidgets==7.7.2) (8.20.0)\n",
|
| 27 |
+
"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",
|
| 28 |
+
"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",
|
| 29 |
+
"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",
|
| 30 |
+
"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",
|
| 31 |
+
"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",
|
| 32 |
+
"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",
|
| 33 |
+
"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",
|
| 34 |
+
"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",
|
| 35 |
+
"Requirement already satisfied: packaging in /opt/anaconda3/lib/python3.11/site-packages (from ipykernel>=4.5.1->ipywidgets==7.7.2) (23.2)\n",
|
| 36 |
+
"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",
|
| 37 |
+
"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",
|
| 38 |
+
"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",
|
| 39 |
+
"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",
|
| 40 |
+
"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",
|
| 41 |
+
"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",
|
| 42 |
+
"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",
|
| 43 |
+
"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",
|
| 44 |
+
"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",
|
| 45 |
+
"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",
|
| 46 |
+
"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",
|
| 47 |
+
"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",
|
| 48 |
+
"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",
|
| 49 |
+
"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",
|
| 50 |
+
"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",
|
| 51 |
+
"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",
|
| 52 |
+
"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",
|
| 53 |
+
"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",
|
| 54 |
+
"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",
|
| 55 |
+
"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",
|
| 56 |
+
"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",
|
| 57 |
+
"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",
|
| 58 |
+
"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",
|
| 59 |
+
"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",
|
| 60 |
+
"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",
|
| 61 |
+
"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",
|
| 62 |
+
"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",
|
| 63 |
+
"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",
|
| 64 |
+
"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",
|
| 65 |
+
"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",
|
| 66 |
+
"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",
|
| 67 |
+
"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",
|
| 68 |
+
"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",
|
| 69 |
+
"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",
|
| 70 |
+
"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",
|
| 71 |
+
"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",
|
| 72 |
+
"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",
|
| 73 |
+
"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",
|
| 74 |
+
"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",
|
| 75 |
+
"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",
|
| 76 |
+
"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",
|
| 77 |
+
"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",
|
| 78 |
+
"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",
|
| 79 |
+
"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",
|
| 80 |
+
"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",
|
| 81 |
+
"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",
|
| 82 |
+
"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",
|
| 83 |
+
"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",
|
| 84 |
+
"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",
|
| 85 |
+
"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",
|
| 86 |
+
"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",
|
| 87 |
+
"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",
|
| 88 |
+
"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",
|
| 89 |
+
"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",
|
| 90 |
+
"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",
|
| 91 |
+
"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",
|
| 92 |
+
"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",
|
| 93 |
+
"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",
|
| 94 |
+
"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",
|
| 95 |
+
"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",
|
| 96 |
+
"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",
|
| 97 |
+
"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",
|
| 98 |
+
"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",
|
| 99 |
+
"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",
|
| 100 |
+
"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",
|
| 101 |
+
"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",
|
| 102 |
+
"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",
|
| 103 |
+
"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",
|
| 104 |
+
"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",
|
| 105 |
+
"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",
|
| 106 |
+
"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",
|
| 107 |
+
"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",
|
| 108 |
+
"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",
|
| 109 |
+
"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",
|
| 110 |
+
"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",
|
| 111 |
+
"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",
|
| 112 |
+
"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",
|
| 113 |
+
"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",
|
| 114 |
+
"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",
|
| 115 |
+
"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",
|
| 116 |
+
"usage: jupyter [-h] [--version] [--config-dir] [--data-dir] [--runtime-dir]\n",
|
| 117 |
+
" [--paths] [--json] [--debug]\n",
|
| 118 |
+
" [subcommand]\n",
|
| 119 |
+
"\n",
|
| 120 |
+
"Jupyter: Interactive Computing\n",
|
| 121 |
+
"\n",
|
| 122 |
+
"positional arguments:\n",
|
| 123 |
+
" subcommand the subcommand to launch\n",
|
| 124 |
+
"\n",
|
| 125 |
+
"options:\n",
|
| 126 |
+
" -h, --help show this help message and exit\n",
|
| 127 |
+
" --version show the versions of core jupyter packages and exit\n",
|
| 128 |
+
" --config-dir show Jupyter config dir\n",
|
| 129 |
+
" --data-dir show Jupyter data dir\n",
|
| 130 |
+
" --runtime-dir show Jupyter runtime dir\n",
|
| 131 |
+
" --paths show all Jupyter paths. Add --json for machine-readable\n",
|
| 132 |
+
" format.\n",
|
| 133 |
+
" --json output paths as machine-readable json\n",
|
| 134 |
+
" --debug output debug information about paths\n",
|
| 135 |
+
"\n",
|
| 136 |
+
"Available subcommands: console dejavu events execute kernel kernelspec lab\n",
|
| 137 |
+
"labextension labhub migrate nbconvert notebook qtconsole run server\n",
|
| 138 |
+
"troubleshoot trust\n",
|
| 139 |
+
"\n",
|
| 140 |
+
"Jupyter command `jupyter-nbextension` not found.\n",
|
| 141 |
+
"\u001b[32m[I 2025-06-14 22:49:12.578 ServerApp]\u001b[m Package notebook took 0.0000s to import\n",
|
| 142 |
+
"\u001b[32m[I 2025-06-14 22:49:12.740 ServerApp]\u001b[m Package aext_assistant took 0.1621s to import\n",
|
| 143 |
+
"\u001b[32m[I 2025-06-14 22:49:12.741 ServerApp]\u001b[m Package aext_core took 0.0011s to import\n",
|
| 144 |
+
"\u001b[33m[W 2025-06-14 22:49:12.748 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",
|
| 145 |
+
" Traceback (most recent call last):\n",
|
| 146 |
+
" File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/extension/manager.py\", line 321, in add_extension\n",
|
| 147 |
+
" extpkg = ExtensionPackage(name=extension_name, enabled=enabled)\n",
|
| 148 |
+
" ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
|
| 149 |
+
" File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/extension/manager.py\", line 185, in __init__\n",
|
| 150 |
+
" self._load_metadata()\n",
|
| 151 |
+
" File \"/opt/anaconda3/lib/python3.11/site-packages/jupyter_server/extension/manager.py\", line 200, in _load_metadata\n",
|
| 152 |
+
" raise ExtensionModuleNotFound(msg) from None\n",
|
| 153 |
+
" 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",
|
| 154 |
+
"\u001b[32m[I 2025-06-14 22:49:12.750 ServerApp]\u001b[m Package aext_share_notebook took 0.0009s to import\n",
|
| 155 |
+
"\u001b[32m[I 2025-06-14 22:49:12.757 ServerApp]\u001b[m Package jupyter_lsp took 0.0074s to import\n",
|
| 156 |
+
"\u001b[33m[W 2025-06-14 22:49:12.757 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",
|
| 157 |
+
"\u001b[32m[I 2025-06-14 22:49:12.761 ServerApp]\u001b[m Package jupyter_server_terminals took 0.0035s to import\n",
|
| 158 |
+
"\u001b[32m[I 2025-06-14 22:49:12.761 ServerApp]\u001b[m Package jupyterlab took 0.0000s to import\n",
|
| 159 |
+
"\u001b[32m[I 2025-06-14 22:49:13.042 ServerApp]\u001b[m Package notebook_shim took 0.0000s to import\n",
|
| 160 |
+
"\u001b[33m[W 2025-06-14 22:49:13.042 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",
|
| 161 |
+
"\u001b[32m[I 2025-06-14 22:49:13.470 ServerApp]\u001b[m Package panel.io.jupyter_server_extension took 0.4273s to import\n",
|
| 162 |
+
"\u001b[32m[I 2025-06-14 22:49:13.471 ServerApp]\u001b[m aext_assistant | extension was successfully linked.\n",
|
| 163 |
+
"\u001b[32m[I 2025-06-14 22:49:13.471 ServerApp]\u001b[m aext_core | extension was successfully linked.\n",
|
| 164 |
+
"\u001b[32m[I 2025-06-14 22:49:13.471 ServerApp]\u001b[m aext_share_notebook | extension was successfully linked.\n",
|
| 165 |
+
"\u001b[32m[I 2025-06-14 22:49:13.471 ServerApp]\u001b[m jupyter_lsp | extension was successfully linked.\n",
|
| 166 |
+
"\u001b[32m[I 2025-06-14 22:49:13.473 ServerApp]\u001b[m jupyter_server_terminals | extension was successfully linked.\n",
|
| 167 |
+
"\u001b[32m[I 2025-06-14 22:49:13.474 ServerApp]\u001b[m jupyterlab | extension was successfully linked.\n",
|
| 168 |
+
"\u001b[32m[I 2025-06-14 22:49:13.475 ServerApp]\u001b[m notebook | extension was successfully linked.\n",
|
| 169 |
+
"\u001b[32m[I 2025-06-14 22:49:13.564 ServerApp]\u001b[m notebook_shim | extension was successfully linked.\n",
|
| 170 |
+
"\u001b[32m[I 2025-06-14 22:49:13.564 ServerApp]\u001b[m panel.io.jupyter_server_extension | extension was successfully linked.\n",
|
| 171 |
+
"\u001b[32m[I 2025-06-14 22:49:13.584 ServerApp]\u001b[m notebook_shim | extension was successfully loaded.\n",
|
| 172 |
+
"\u001b[32m[I 2025-06-14 22:49:13.585 ServerApp]\u001b[m Registered aext_assistant server extension\n",
|
| 173 |
+
"\u001b[32m[I 2025-06-14 22:49:13.585 ServerApp]\u001b[m aext_assistant | extension was successfully loaded.\n",
|
| 174 |
+
"\u001b[32m[I 2025-06-14 22:49:13.585 ServerApp]\u001b[m Registered aext_core server extension\n",
|
| 175 |
+
"\u001b[32m[I 2025-06-14 22:49:13.585 ServerApp]\u001b[m aext_core | extension was successfully loaded.\n",
|
| 176 |
+
"\u001b[32m[I 2025-06-14 22:49:13.585 ServerApp]\u001b[m Registered aext_share_notebook_server server extension\n",
|
| 177 |
+
"\u001b[32m[I 2025-06-14 22:49:13.585 ServerApp]\u001b[m aext_share_notebook | extension was successfully loaded.\n",
|
| 178 |
+
"\u001b[32m[I 2025-06-14 22:49:13.586 ServerApp]\u001b[m jupyter_lsp | extension was successfully loaded.\n",
|
| 179 |
+
"\u001b[32m[I 2025-06-14 22:49:13.586 ServerApp]\u001b[m jupyter_server_terminals | extension was successfully loaded.\n",
|
| 180 |
+
"\u001b[32m[I 2025-06-14 22:49:13.588 LabApp]\u001b[m JupyterLab extension loaded from /opt/anaconda3/lib/python3.11/site-packages/jupyterlab\n",
|
| 181 |
+
"\u001b[32m[I 2025-06-14 22:49:13.588 LabApp]\u001b[m JupyterLab application directory is /opt/anaconda3/share/jupyter/lab\n",
|
| 182 |
+
"\u001b[32m[I 2025-06-14 22:49:13.589 LabApp]\u001b[m Extension Manager is 'pypi'.\n",
|
| 183 |
+
"\u001b[32m[I 2025-06-14 22:49:13.606 ServerApp]\u001b[m jupyterlab | extension was successfully loaded.\n",
|
| 184 |
+
"\u001b[32m[I 2025-06-14 22:49:13.608 ServerApp]\u001b[m notebook | extension was successfully loaded.\n",
|
| 185 |
+
"\u001b[32m[I 2025-06-14 22:49:13.608 ServerApp]\u001b[m panel.io.jupyter_server_extension | extension was successfully loaded.\n",
|
| 186 |
+
"\u001b[32m[I 2025-06-14 22:49:13.609 ServerApp]\u001b[m The port 8888 is already in use, trying another port.\n",
|
| 187 |
+
"\u001b[32m[I 2025-06-14 22:49:13.609 ServerApp]\u001b[m The port 8889 is already in use, trying another port.\n",
|
| 188 |
+
"\u001b[32m[I 2025-06-14 22:49:13.609 ServerApp]\u001b[m The port 8890 is already in use, trying another port.\n",
|
| 189 |
+
"\u001b[32m[I 2025-06-14 22:49:13.610 ServerApp]\u001b[m Serving notebooks from local directory: /Users/ddiaz/Desktop/Proyectos_ImageMarker/POC-JuJitsu\n",
|
| 190 |
+
"\u001b[32m[I 2025-06-14 22:49:13.610 ServerApp]\u001b[m Jupyter Server 2.10.0 is running at:\n",
|
| 191 |
+
"\u001b[32m[I 2025-06-14 22:49:13.610 ServerApp]\u001b[m http://localhost:8891/tree?token=da5dcdce5100318c25020e1cce57e2b157f8243ee0051999\n",
|
| 192 |
+
"\u001b[32m[I 2025-06-14 22:49:13.610 ServerApp]\u001b[m http://127.0.0.1:8891/tree?token=da5dcdce5100318c25020e1cce57e2b157f8243ee0051999\n",
|
| 193 |
+
"\u001b[32m[I 2025-06-14 22:49:13.610 ServerApp]\u001b[m Use Control-C to stop this server and shut down all kernels (twice to skip confirmation).\n",
|
| 194 |
+
"\u001b[35m[C 2025-06-14 22:49:13.611 ServerApp]\u001b[m \n",
|
| 195 |
+
" \n",
|
| 196 |
+
" To access the server, open this file in a browser:\n",
|
| 197 |
+
" file:///Users/ddiaz/Library/Jupyter/runtime/jpserver-72351-open.html\n",
|
| 198 |
+
" Or copy and paste one of these URLs:\n",
|
| 199 |
+
" http://localhost:8891/tree?token=da5dcdce5100318c25020e1cce57e2b157f8243ee0051999\n",
|
| 200 |
+
" http://127.0.0.1:8891/tree?token=da5dcdce5100318c25020e1cce57e2b157f8243ee0051999\n",
|
| 201 |
+
"\u001b[32m[I 2025-06-14 22:49:13.912 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",
|
| 202 |
+
"0.00s - Debugger warning: It seems that frozen modules are being used, which may\n",
|
| 203 |
+
"0.00s - make the debugger miss breakpoints. Please pass -Xfrozen_modules=off\n",
|
| 204 |
+
"0.00s - to python to disable frozen modules.\n",
|
| 205 |
+
"0.00s - Note: Debugging will proceed. Set PYDEVD_DISABLE_FILE_VALIDATION=1 to disable this validation.\n",
|
| 206 |
+
"\u001b[33m[W 2025-06-14 22:49:15.430 ServerApp]\u001b[m wrote error: 'Forbidden'\n",
|
| 207 |
+
" Traceback (most recent call last):\n",
|
| 208 |
+
" File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
|
| 209 |
+
" result = await result\n",
|
| 210 |
+
" ^^^^^^^^^^^^\n",
|
| 211 |
+
" File \"/opt/anaconda3/lib/python3.11/site-packages/aext_assistant_server/handlers.py\", line 117, in get\n",
|
| 212 |
+
" raise HTTPError(403, reason=\"missing nucleus_token\")\n",
|
| 213 |
+
" tornado.web.HTTPError: HTTP 403: missing nucleus_token\n",
|
| 214 |
+
"\u001b[33m[W 2025-06-14 22:49:15.432 ServerApp]\u001b[m 403 GET /aext_assistant_server/nucleus_token?1749962955366 (e1bb6698e462478ab1b1bdda87374748@::1) 2.68ms referer=http://localhost:8891/tree\n",
|
| 215 |
+
"\u001b[33m[W 2025-06-14 22:49:31.915 ServerApp]\u001b[m wrote error: 'Forbidden'\n",
|
| 216 |
+
" Traceback (most recent call last):\n",
|
| 217 |
+
" File \"/opt/anaconda3/lib/python3.11/site-packages/tornado/web.py\", line 1786, in _execute\n",
|
| 218 |
+
" result = await result\n",
|
| 219 |
+
" ^^^^^^^^^^^^\n",
|
| 220 |
+
" File \"/opt/anaconda3/lib/python3.11/site-packages/aext_assistant_server/handlers.py\", line 117, in get\n",
|
| 221 |
+
" raise HTTPError(403, reason=\"missing nucleus_token\")\n",
|
| 222 |
+
" tornado.web.HTTPError: HTTP 403: missing nucleus_token\n",
|
| 223 |
+
"\u001b[33m[W 2025-06-14 22:49:31.915 ServerApp]\u001b[m 403 GET /aext_assistant_server/nucleus_token?1749962971861 (e1bb6698e462478ab1b1bdda87374748@::1) 1.29ms referer=http://localhost:8891/tree\n"
|
| 224 |
+
]
|
| 225 |
+
}
|
| 226 |
+
],
|
| 227 |
+
"source": [
|
| 228 |
+
"\n",
|
| 229 |
+
"!pip install --quiet openai langchain faiss-cpu PyPDF2 sentence-transformers joblib\n",
|
| 230 |
+
"!pip install ipywidgets==7.7.2\n",
|
| 231 |
+
"!jupyter nbextension enable --py widgetsnbextension\n",
|
| 232 |
+
"!jupyter notebook\n"
|
| 233 |
+
]
|
| 234 |
+
},
|
| 235 |
+
{
|
| 236 |
+
"cell_type": "code",
|
| 237 |
+
"execution_count": 1,
|
| 238 |
+
"id": "49ee7721",
|
| 239 |
+
"metadata": {},
|
| 240 |
+
"outputs": [
|
| 241 |
+
{
|
| 242 |
+
"name": "stdout",
|
| 243 |
+
"output_type": "stream",
|
| 244 |
+
"text": [
|
| 245 |
+
"Loaded 329 chunks\n"
|
| 246 |
+
]
|
| 247 |
+
}
|
| 248 |
+
],
|
| 249 |
+
"source": [
|
| 250 |
+
"\n",
|
| 251 |
+
"from PyPDF2 import PdfReader\n",
|
| 252 |
+
"from langchain.text_splitter import RecursiveCharacterTextSplitter\n",
|
| 253 |
+
"\n",
|
| 254 |
+
"def load_pdf_chunks(pdf_path):\n",
|
| 255 |
+
" reader = PdfReader(pdf_path)\n",
|
| 256 |
+
" raw_text = \"\"\n",
|
| 257 |
+
" for page in reader.pages:\n",
|
| 258 |
+
" raw_text += page.extract_text() + \"\\n\"\n",
|
| 259 |
+
"\n",
|
| 260 |
+
" splitter = RecursiveCharacterTextSplitter(chunk_size=500, chunk_overlap=50)\n",
|
| 261 |
+
" return splitter.split_text(raw_text)\n",
|
| 262 |
+
"\n",
|
| 263 |
+
"chunks = load_pdf_chunks(\"JuJutsu-Contexto-Significado-Conexiones-Historia.pdf\")\n",
|
| 264 |
+
"print(f\"Loaded {len(chunks)} chunks\")\n"
|
| 265 |
+
]
|
| 266 |
+
},
|
| 267 |
+
{
|
| 268 |
+
"cell_type": "code",
|
| 269 |
+
"execution_count": 3,
|
| 270 |
+
"id": "371c637e",
|
| 271 |
+
"metadata": {},
|
| 272 |
+
"outputs": [
|
| 273 |
+
{
|
| 274 |
+
"name": "stdout",
|
| 275 |
+
"output_type": "stream",
|
| 276 |
+
"text": [
|
| 277 |
+
"Model, chunks, and index serialized to rag_model.joblib\n"
|
| 278 |
+
]
|
| 279 |
+
}
|
| 280 |
+
],
|
| 281 |
+
"source": [
|
| 282 |
+
"\n",
|
| 283 |
+
"from sentence_transformers import SentenceTransformer\n",
|
| 284 |
+
"import faiss\n",
|
| 285 |
+
"import numpy as np\n",
|
| 286 |
+
"import joblib\n",
|
| 287 |
+
"\n",
|
| 288 |
+
"model = SentenceTransformer('sentence-transformers/all-MiniLM-L6-v2')\n",
|
| 289 |
+
"embeddings = model.encode(chunks)\n",
|
| 290 |
+
"\n",
|
| 291 |
+
"index = faiss.IndexFlatL2(embeddings.shape[1])\n",
|
| 292 |
+
"index.add(np.array(embeddings))\n",
|
| 293 |
+
"\n",
|
| 294 |
+
"joblib.dump((model, chunks, index), \"rag_model.joblib\")\n",
|
| 295 |
+
"print(\"Model, chunks, and index serialized to rag_model.joblib\")\n"
|
| 296 |
+
]
|
| 297 |
+
},
|
| 298 |
+
{
|
| 299 |
+
"cell_type": "code",
|
| 300 |
+
"execution_count": 5,
|
| 301 |
+
"id": "28ce4963",
|
| 302 |
+
"metadata": {},
|
| 303 |
+
"outputs": [
|
| 304 |
+
{
|
| 305 |
+
"name": "stdout",
|
| 306 |
+
"output_type": "stream",
|
| 307 |
+
"text": [
|
| 308 |
+
"Model, chunks, and index loaded from rag_model.joblib\n"
|
| 309 |
+
]
|
| 310 |
+
}
|
| 311 |
+
],
|
| 312 |
+
"source": [
|
| 313 |
+
"\n",
|
| 314 |
+
"import joblib\n",
|
| 315 |
+
"\n",
|
| 316 |
+
"model, chunks, index = joblib.load(\"rag_model.joblib\")\n",
|
| 317 |
+
"print(\"Model, chunks, and index loaded from rag_model.joblib\")\n"
|
| 318 |
+
]
|
| 319 |
+
},
|
| 320 |
+
{
|
| 321 |
+
"cell_type": "code",
|
| 322 |
+
"execution_count": 7,
|
| 323 |
+
"id": "51a89e77",
|
| 324 |
+
"metadata": {},
|
| 325 |
+
"outputs": [],
|
| 326 |
+
"source": [
|
| 327 |
+
"\n",
|
| 328 |
+
"def search(query, k=3):\n",
|
| 329 |
+
" query_vec = model.encode([query])\n",
|
| 330 |
+
" scores, indices = index.search(np.array(query_vec), k)\n",
|
| 331 |
+
" return [chunks[i] for i in indices[0]]\n"
|
| 332 |
+
]
|
| 333 |
+
},
|
| 334 |
+
{
|
| 335 |
+
"cell_type": "code",
|
| 336 |
+
"execution_count": 23,
|
| 337 |
+
"id": "34315775",
|
| 338 |
+
"metadata": {},
|
| 339 |
+
"outputs": [],
|
| 340 |
+
"source": [
|
| 341 |
+
"\n",
|
| 342 |
+
"import os\n",
|
| 343 |
+
"\n",
|
| 344 |
+
"import openai\n",
|
| 345 |
+
"from openai import OpenAI\n",
|
| 346 |
+
"\n",
|
| 347 |
+
"os.environ[\"OPENAI_API_KEY\"] = \"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\"\n",
|
| 348 |
+
"\n",
|
| 349 |
+
"\n",
|
| 350 |
+
"client = OpenAI() # Uses env variable OPENAI_API_KEY\n",
|
| 351 |
+
"\n",
|
| 352 |
+
"def chat_no_rag(question):\n",
|
| 353 |
+
" response = client.chat.completions.create(\n",
|
| 354 |
+
" model=\"gpt-4o\",\n",
|
| 355 |
+
" messages=[\n",
|
| 356 |
+
" {\"role\": \"user\", \"content\": question}\n",
|
| 357 |
+
" ],\n",
|
| 358 |
+
" temperature=0.5,\n",
|
| 359 |
+
" max_tokens=200, # 👈 Limit output to ~150-200 words\n",
|
| 360 |
+
"\n",
|
| 361 |
+
" )\n",
|
| 362 |
+
" return response.choices[0].message.content\n",
|
| 363 |
+
"\n",
|
| 364 |
+
"def chat_with_rag(question, retrieved_chunks):\n",
|
| 365 |
+
" context = \"\\n\".join(retrieved_chunks)\n",
|
| 366 |
+
" prompt = f\"Usa el siguiente contexto para responder la pregunta:\\n\\n{context}\\n\\nPregunta: {question}\"\n",
|
| 367 |
+
"\n",
|
| 368 |
+
" response = client.chat.completions.create(\n",
|
| 369 |
+
" model=\"gpt-4o\",\n",
|
| 370 |
+
" messages=[\n",
|
| 371 |
+
" {\"role\": \"user\", \"content\": prompt}\n",
|
| 372 |
+
" ],\n",
|
| 373 |
+
" temperature=0.3,\n",
|
| 374 |
+
" max_tokens=200, # 👈 Limit output to ~150-200 words\n",
|
| 375 |
+
" )\n",
|
| 376 |
+
" return response.choices[0].message.content\n",
|
| 377 |
+
"\n",
|
| 378 |
+
"\n",
|
| 379 |
+
"def chat_with_rag_enhanced(question, retrieved_chunks):\n",
|
| 380 |
+
" context = \"\\n\".join(retrieved_chunks)\n",
|
| 381 |
+
" prompt = (\n",
|
| 382 |
+
" \"Eres un experto en historia marcial. \"\n",
|
| 383 |
+
" \"Usa el siguiente contexto histórico para responder con precisión y detalle.\\n\\n\"\n",
|
| 384 |
+
" f\"Contexto:\\n{context}\\n\\n\"\n",
|
| 385 |
+
" f\"Pregunta: {question}\\nRespuesta:\"\n",
|
| 386 |
+
" )\n",
|
| 387 |
+
"\n",
|
| 388 |
+
" response = client.chat.completions.create(\n",
|
| 389 |
+
" model=\"gpt-4o\",\n",
|
| 390 |
+
" messages=[\n",
|
| 391 |
+
" {\"role\": \"user\", \"content\": prompt}\n",
|
| 392 |
+
" ],\n",
|
| 393 |
+
" temperature=0.2,\n",
|
| 394 |
+
" max_tokens=200, # 👈 Limit output to ~150-200 words\n",
|
| 395 |
+
" )\n",
|
| 396 |
+
" return response.choices[0].message.content\n",
|
| 397 |
+
"\n",
|
| 398 |
+
"\n",
|
| 399 |
+
"\n",
|
| 400 |
+
"\n"
|
| 401 |
+
]
|
| 402 |
+
},
|
| 403 |
+
{
|
| 404 |
+
"cell_type": "code",
|
| 405 |
+
"execution_count": 25,
|
| 406 |
+
"id": "900dfdfa",
|
| 407 |
+
"metadata": {},
|
| 408 |
+
"outputs": [
|
| 409 |
+
{
|
| 410 |
+
"name": "stdout",
|
| 411 |
+
"output_type": "stream",
|
| 412 |
+
"text": [
|
| 413 |
+
"🔹 Sin RAG:\n"
|
| 414 |
+
]
|
| 415 |
+
},
|
| 416 |
+
{
|
| 417 |
+
"ename": "RateLimitError",
|
| 418 |
+
"evalue": "Error code: 429 - {'error': {'message': 'You exceeded your current quota, please check your plan and billing details. For more information on this error, read the docs: https://platform.openai.com/docs/guides/error-codes/api-errors.', 'type': 'insufficient_quota', 'param': None, 'code': 'insufficient_quota'}}",
|
| 419 |
+
"output_type": "error",
|
| 420 |
+
"traceback": [
|
| 421 |
+
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
| 422 |
+
"\u001b[0;31mRateLimitError\u001b[0m Traceback (most recent call last)",
|
| 423 |
+
"Cell \u001b[0;32mIn[25], line 6\u001b[0m\n\u001b[1;32m 3\u001b[0m retrieved \u001b[38;5;241m=\u001b[39m search(query)\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m🔹 Sin RAG:\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m----> 6\u001b[0m \u001b[38;5;28mprint\u001b[39m(chat_no_rag(query))\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m🔹 Con RAG:\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28mprint\u001b[39m(chat_with_rag(query, retrieved))\n",
|
| 424 |
+
"Cell \u001b[0;32mIn[23], line 12\u001b[0m, in \u001b[0;36mchat_no_rag\u001b[0;34m(question)\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mchat_no_rag\u001b[39m(question):\n\u001b[0;32m---> 12\u001b[0m response \u001b[38;5;241m=\u001b[39m client\u001b[38;5;241m.\u001b[39mchat\u001b[38;5;241m.\u001b[39mcompletions\u001b[38;5;241m.\u001b[39mcreate(\n\u001b[1;32m 13\u001b[0m model\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgpt-4o\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 14\u001b[0m messages\u001b[38;5;241m=\u001b[39m[\n\u001b[1;32m 15\u001b[0m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mrole\u001b[39m\u001b[38;5;124m\"\u001b[39m: \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muser\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcontent\u001b[39m\u001b[38;5;124m\"\u001b[39m: question}\n\u001b[1;32m 16\u001b[0m ],\n\u001b[1;32m 17\u001b[0m temperature\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m0.5\u001b[39m,\n\u001b[1;32m 18\u001b[0m )\n\u001b[1;32m 19\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m response\u001b[38;5;241m.\u001b[39mchoices[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39mmessage\u001b[38;5;241m.\u001b[39mcontent\n",
|
| 425 |
+
"File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/openai/_utils/_utils.py:287\u001b[0m, in \u001b[0;36mrequired_args.<locals>.inner.<locals>.wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 285\u001b[0m msg \u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mMissing required argument: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mquote(missing[\u001b[38;5;241m0\u001b[39m])\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 286\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 287\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
|
| 426 |
+
"File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/openai/resources/chat/completions/completions.py:925\u001b[0m, in \u001b[0;36mCompletions.create\u001b[0;34m(self, messages, model, audio, frequency_penalty, function_call, functions, logit_bias, logprobs, max_completion_tokens, max_tokens, metadata, modalities, n, parallel_tool_calls, prediction, presence_penalty, reasoning_effort, response_format, seed, service_tier, stop, store, stream, stream_options, temperature, tool_choice, tools, top_logprobs, top_p, user, web_search_options, extra_headers, extra_query, extra_body, timeout)\u001b[0m\n\u001b[1;32m 882\u001b[0m \u001b[38;5;129m@required_args\u001b[39m([\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m], [\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m])\n\u001b[1;32m 883\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcreate\u001b[39m(\n\u001b[1;32m 884\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 922\u001b[0m timeout: \u001b[38;5;28mfloat\u001b[39m \u001b[38;5;241m|\u001b[39m httpx\u001b[38;5;241m.\u001b[39mTimeout \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m|\u001b[39m NotGiven \u001b[38;5;241m=\u001b[39m NOT_GIVEN,\n\u001b[1;32m 923\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ChatCompletion \u001b[38;5;241m|\u001b[39m Stream[ChatCompletionChunk]:\n\u001b[1;32m 924\u001b[0m validate_response_format(response_format)\n\u001b[0;32m--> 925\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_post(\n\u001b[1;32m 926\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m/chat/completions\u001b[39m\u001b[38;5;124m\"\u001b[39m,\n\u001b[1;32m 927\u001b[0m body\u001b[38;5;241m=\u001b[39mmaybe_transform(\n\u001b[1;32m 928\u001b[0m {\n\u001b[1;32m 929\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmessages\u001b[39m\u001b[38;5;124m\"\u001b[39m: messages,\n\u001b[1;32m 930\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodel\u001b[39m\u001b[38;5;124m\"\u001b[39m: model,\n\u001b[1;32m 931\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maudio\u001b[39m\u001b[38;5;124m\"\u001b[39m: audio,\n\u001b[1;32m 932\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfrequency_penalty\u001b[39m\u001b[38;5;124m\"\u001b[39m: frequency_penalty,\n\u001b[1;32m 933\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfunction_call\u001b[39m\u001b[38;5;124m\"\u001b[39m: function_call,\n\u001b[1;32m 934\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mfunctions\u001b[39m\u001b[38;5;124m\"\u001b[39m: functions,\n\u001b[1;32m 935\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlogit_bias\u001b[39m\u001b[38;5;124m\"\u001b[39m: logit_bias,\n\u001b[1;32m 936\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mlogprobs\u001b[39m\u001b[38;5;124m\"\u001b[39m: logprobs,\n\u001b[1;32m 937\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax_completion_tokens\u001b[39m\u001b[38;5;124m\"\u001b[39m: max_completion_tokens,\n\u001b[1;32m 938\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmax_tokens\u001b[39m\u001b[38;5;124m\"\u001b[39m: max_tokens,\n\u001b[1;32m 939\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmetadata\u001b[39m\u001b[38;5;124m\"\u001b[39m: metadata,\n\u001b[1;32m 940\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodalities\u001b[39m\u001b[38;5;124m\"\u001b[39m: modalities,\n\u001b[1;32m 941\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mn\u001b[39m\u001b[38;5;124m\"\u001b[39m: n,\n\u001b[1;32m 942\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mparallel_tool_calls\u001b[39m\u001b[38;5;124m\"\u001b[39m: parallel_tool_calls,\n\u001b[1;32m 943\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mprediction\u001b[39m\u001b[38;5;124m\"\u001b[39m: prediction,\n\u001b[1;32m 944\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpresence_penalty\u001b[39m\u001b[38;5;124m\"\u001b[39m: presence_penalty,\n\u001b[1;32m 945\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreasoning_effort\u001b[39m\u001b[38;5;124m\"\u001b[39m: reasoning_effort,\n\u001b[1;32m 946\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mresponse_format\u001b[39m\u001b[38;5;124m\"\u001b[39m: response_format,\n\u001b[1;32m 947\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mseed\u001b[39m\u001b[38;5;124m\"\u001b[39m: seed,\n\u001b[1;32m 948\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mservice_tier\u001b[39m\u001b[38;5;124m\"\u001b[39m: service_tier,\n\u001b[1;32m 949\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstop\u001b[39m\u001b[38;5;124m\"\u001b[39m: stop,\n\u001b[1;32m 950\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstore\u001b[39m\u001b[38;5;124m\"\u001b[39m: store,\n\u001b[1;32m 951\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream\u001b[39m\u001b[38;5;124m\"\u001b[39m: stream,\n\u001b[1;32m 952\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstream_options\u001b[39m\u001b[38;5;124m\"\u001b[39m: stream_options,\n\u001b[1;32m 953\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtemperature\u001b[39m\u001b[38;5;124m\"\u001b[39m: temperature,\n\u001b[1;32m 954\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtool_choice\u001b[39m\u001b[38;5;124m\"\u001b[39m: tool_choice,\n\u001b[1;32m 955\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtools\u001b[39m\u001b[38;5;124m\"\u001b[39m: tools,\n\u001b[1;32m 956\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtop_logprobs\u001b[39m\u001b[38;5;124m\"\u001b[39m: top_logprobs,\n\u001b[1;32m 957\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtop_p\u001b[39m\u001b[38;5;124m\"\u001b[39m: top_p,\n\u001b[1;32m 958\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124muser\u001b[39m\u001b[38;5;124m\"\u001b[39m: user,\n\u001b[1;32m 959\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mweb_search_options\u001b[39m\u001b[38;5;124m\"\u001b[39m: web_search_options,\n\u001b[1;32m 960\u001b[0m },\n\u001b[1;32m 961\u001b[0m completion_create_params\u001b[38;5;241m.\u001b[39mCompletionCreateParamsStreaming\n\u001b[1;32m 962\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m stream\n\u001b[1;32m 963\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m completion_create_params\u001b[38;5;241m.\u001b[39mCompletionCreateParamsNonStreaming,\n\u001b[1;32m 964\u001b[0m ),\n\u001b[1;32m 965\u001b[0m options\u001b[38;5;241m=\u001b[39mmake_request_options(\n\u001b[1;32m 966\u001b[0m extra_headers\u001b[38;5;241m=\u001b[39mextra_headers, extra_query\u001b[38;5;241m=\u001b[39mextra_query, extra_body\u001b[38;5;241m=\u001b[39mextra_body, timeout\u001b[38;5;241m=\u001b[39mtimeout\n\u001b[1;32m 967\u001b[0m ),\n\u001b[1;32m 968\u001b[0m cast_to\u001b[38;5;241m=\u001b[39mChatCompletion,\n\u001b[1;32m 969\u001b[0m stream\u001b[38;5;241m=\u001b[39mstream \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m 970\u001b[0m stream_cls\u001b[38;5;241m=\u001b[39mStream[ChatCompletionChunk],\n\u001b[1;32m 971\u001b[0m )\n",
|
| 427 |
+
"File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/openai/_base_client.py:1242\u001b[0m, in \u001b[0;36mSyncAPIClient.post\u001b[0;34m(self, path, cast_to, body, options, files, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1228\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpost\u001b[39m(\n\u001b[1;32m 1229\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1230\u001b[0m path: \u001b[38;5;28mstr\u001b[39m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1237\u001b[0m stream_cls: \u001b[38;5;28mtype\u001b[39m[_StreamT] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m 1238\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m ResponseT \u001b[38;5;241m|\u001b[39m _StreamT:\n\u001b[1;32m 1239\u001b[0m opts \u001b[38;5;241m=\u001b[39m FinalRequestOptions\u001b[38;5;241m.\u001b[39mconstruct(\n\u001b[1;32m 1240\u001b[0m method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url\u001b[38;5;241m=\u001b[39mpath, json_data\u001b[38;5;241m=\u001b[39mbody, files\u001b[38;5;241m=\u001b[39mto_httpx_files(files), \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39moptions\n\u001b[1;32m 1241\u001b[0m )\n\u001b[0;32m-> 1242\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m cast(ResponseT, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mrequest(cast_to, opts, stream\u001b[38;5;241m=\u001b[39mstream, stream_cls\u001b[38;5;241m=\u001b[39mstream_cls))\n",
|
| 428 |
+
"File \u001b[0;32m/opt/anaconda3/lib/python3.11/site-packages/openai/_base_client.py:1037\u001b[0m, in \u001b[0;36mSyncAPIClient.request\u001b[0;34m(self, cast_to, options, stream, stream_cls)\u001b[0m\n\u001b[1;32m 1034\u001b[0m err\u001b[38;5;241m.\u001b[39mresponse\u001b[38;5;241m.\u001b[39mread()\n\u001b[1;32m 1036\u001b[0m log\u001b[38;5;241m.\u001b[39mdebug(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mRe-raising status error\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m-> 1037\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_make_status_error_from_response(err\u001b[38;5;241m.\u001b[39mresponse) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m 1039\u001b[0m \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[1;32m 1041\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m response \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcould not resolve response (should never happen)\u001b[39m\u001b[38;5;124m\"\u001b[39m\n",
|
| 429 |
+
"\u001b[0;31mRateLimitError\u001b[0m: Error code: 429 - {'error': {'message': 'You exceeded your current quota, please check your plan and billing details. For more information on this error, read the docs: https://platform.openai.com/docs/guides/error-codes/api-errors.', 'type': 'insufficient_quota', 'param': None, 'code': 'insufficient_quota'}}"
|
| 430 |
+
]
|
| 431 |
+
}
|
| 432 |
+
],
|
| 433 |
+
"source": [
|
| 434 |
+
"\n",
|
| 435 |
+
"# Example query\n",
|
| 436 |
+
"query = \"¿Cuál es el origen del JuJutsu en Japón?\"\n",
|
| 437 |
+
"retrieved = search(query)\n",
|
| 438 |
+
"\n",
|
| 439 |
+
"print(\"🔹 Sin RAG:\")\n",
|
| 440 |
+
"print(chat_no_rag(query))\n",
|
| 441 |
+
"\n",
|
| 442 |
+
"print(\"\\n🔹 Con RAG:\")\n",
|
| 443 |
+
"print(chat_with_rag(query, retrieved))\n",
|
| 444 |
+
"\n",
|
| 445 |
+
"print(\"\\n🔹 Con RAG + Prompt mejorado:\")\n",
|
| 446 |
+
"print(chat_with_rag_enhanced(query, retrieved))\n"
|
| 447 |
+
]
|
| 448 |
+
},
|
| 449 |
+
{
|
| 450 |
+
"cell_type": "code",
|
| 451 |
+
"execution_count": null,
|
| 452 |
+
"id": "0b852f41-946b-4684-b3c8-5ee2b416710b",
|
| 453 |
+
"metadata": {},
|
| 454 |
+
"outputs": [],
|
| 455 |
+
"source": []
|
| 456 |
+
}
|
| 457 |
+
],
|
| 458 |
+
"metadata": {
|
| 459 |
+
"kernelspec": {
|
| 460 |
+
"display_name": "Python 3 (ipykernel)",
|
| 461 |
+
"language": "python",
|
| 462 |
+
"name": "python3"
|
| 463 |
+
},
|
| 464 |
+
"language_info": {
|
| 465 |
+
"codemirror_mode": {
|
| 466 |
+
"name": "ipython",
|
| 467 |
+
"version": 3
|
| 468 |
+
},
|
| 469 |
+
"file_extension": ".py",
|
| 470 |
+
"mimetype": "text/x-python",
|
| 471 |
+
"name": "python",
|
| 472 |
+
"nbconvert_exporter": "python",
|
| 473 |
+
"pygments_lexer": "ipython3",
|
| 474 |
+
"version": "3.11.7"
|
| 475 |
+
}
|
| 476 |
+
},
|
| 477 |
+
"nbformat": 4,
|
| 478 |
+
"nbformat_minor": 5
|
| 479 |
+
}
|
requirements.txt
ADDED
|
@@ -0,0 +1,7 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
openai
|
| 2 |
+
streamlit
|
| 3 |
+
langchain
|
| 4 |
+
PyPDF2
|
| 5 |
+
faiss-cpu
|
| 6 |
+
sentence-transformers
|
| 7 |
+
joblib
|