Feature 0.1.1

.gitignore

@@ -0,0 +1,187 @@
+# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio, WebStorm and Rider
+# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839
+
+# User-specific stuff
+.idea/**/workspace.xml
+.idea/**/tasks.xml
+.idea/**/usage.statistics.xml
+.idea/**/dictionaries
+.idea/**/shelf
+
+# Generated files
+.idea/**/contentModel.xml
+
+# Sensitive or high-churn files
+.idea/**/dataSources/
+.idea/**/dataSources.ids
+.idea/**/dataSources.local.xml
+.idea/**/sqlDataSources.xml
+.idea/**/dynamic.xml
+.idea/**/uiDesigner.xml
+.idea/**/dbnavigator.xml
+
+# Gradle
+.idea/**/gradle.xml
+.idea/**/libraries
+
+# Gradle and Maven with auto-import
+# When using Gradle or Maven with auto-import, you should exclude module files,
+# since they will be recreated, and may cause churn.  Uncomment if using
+# auto-import.
+# .idea/artifacts
+# .idea/compiler.xml
+# .idea/jarRepositories.xml
+# .idea/modules.xml
+# .idea/*.iml
+# .idea/modules
+# *.iml
+# *.ipr
+
+# CMake
+cmake-build-*/
+
+# Mongo Explorer plugin
+.idea/**/mongoSettings.xml
+
+# File-based project format
+*.iws
+
+# IntelliJ
+out/
+.idea
+target
+*.iml
+.DS_Store
+*.log
+*.tmp
+*~
+*#
+metals*
+.bloop*
+**pass.txt
+*.sc
+
+# mpeltonen/sbt-idea plugin
+.idea_modules/
+
+# JIRA plugin
+atlassian-ide-plugin.xml
+
+# Cursive Clojure plugin
+.idea/replstate.xml
+
+# Crashlytics plugin (for Android Studio and IntelliJ)
+com_crashlytics_export_strings.xml
+crashlytics.properties
+crashlytics-build.properties
+fabric.properties
+
+# Editor-based Rest Client
+.idea/httpRequests
+
+# Android studio 3.1+ serialized cache file
+.idea/caches/build_file_checksums.se
+__pycache__/
+
+###### Serverless
+
+# Logs
+logs
+*.log
+npm-debug.log
+
+# Runtime data
+pids
+*.pid
+*.seed
+dist
+
+# Directory for instrumented libs generated by jscoverage/JSCover
+lib-cov
+
+# Coverage directory used by tools like istanbul
+coverage
+
+# Grunt intermediate storage (http://gruntjs.com/creating-plugins#storing-task-files)
+.grunt
+
+# node-waf configuration
+.lock-wscript
+
+# Compiled binary addons (http://nodejs.org/api/addons.html)
+build/Release
+
+# Dependency directory
+# https://www.npmjs.org/doc/misc/npm-faq.html#should-i-check-my-node_modules-folder-into-git
+node_modules
+
+#IDE Stuff
+**/.idea
+.vscode/
+
+#OS STUFF
+.DS_Store
+.tmp
+
+#SERVERLESS STUFF
+admin.env
+.env
+_meta
+.serverless
+
+#DOCUMENTATION EXTRAS
+
+
+#Python
+*.ipynb_checkpoints
+*pass.py
+analysis/data/*
+results/
+
+#Pipenv / PipFile
+*.lock
+
+#Creds
+*credentials
+# dependencies
+/node_modules
+/.pnp
+.pnp.js
+
+# testing
+/coverage
+
+# production
+/build
+
+# misc
+.DS_Store
+.env.local
+.env.development.local
+.env.test.local
+.env.production.local
+
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+
+.ipynb_checkpoints
+
+# streamlit
+**/secrets.toml
+**/secrets-server.toml
+**/.pytest_cache/
+**/Pipfile.lock
+*.p8
+app_data/*
+tests/cache/langchain/*
+notebooks/**/*.csv
+.deepeval-cache.json
+
+
+# Local .terraform directories
+**/.terraform/*
+.terraform.*
+tmp/
+*_tmp.txt
+*.zip

all_rag_techniques/adaptive_retrieval.ipynb

@@ -106,9 +106,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/Users/nicapotato/Library/Caches/pypoetry/virtualenvs/ds-data-app-eEW-Ncv_-py3.12/lib/python3.12/site-packages/IPython/core/interactiveshell.py:3577: LangChainDeprecationWarning: As of langchain-core 0.3.0, LangChain uses pydantic v2 internally. The langchain_core.pydantic_v1 module was a compatibility shim for pydantic v1, and should no longer be used. Please update the code to import from Pydantic directly.\n",
+      "\n",
+      "For example, replace imports like: `from langchain_core.pydantic_v1 import BaseModel`\n",
+      "with: `from pydantic import BaseModel`\n",
+      "or the v1 compatibility namespace if you are working in a code base that has not been fully upgraded to pydantic 2 yet. \tfrom pydantic.v1 import BaseModel\n",
+      "\n",
+      "  exec(code_obj, self.user_global_ns, self.user_ns)\n",
+      "2024-09-29 00:26:09.071 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
+      "2024-09-29 00:26:09.147 \n",
+      "  \u001b[33m\u001b[1mWarning:\u001b[0m to view this Streamlit app on a browser, run it with the following\n",
+      "  command:\n",
+      "\n",
+      "    streamlit run /Users/nicapotato/Library/Caches/pypoetry/virtualenvs/ds-data-app-eEW-Ncv_-py3.12/lib/python3.12/site-packages/ipykernel_launcher.py [ARGUMENTS]\n",
+      "2024-09-29 00:26:09.147 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n"
+     ]
+    },
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "No secrets found. Valid paths for a secrets.toml file or secret directories are: /Users/nicapotato/.streamlit/secrets.toml, /Users/nicapotato/Documents/repo/project/ds-data-app/ds_data_app/logic/langchain/rag/RAG_Techniques/all_rag_techniques/.streamlit/secrets.toml",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[1], line 18\u001b[0m\n\u001b[1;32m     14\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mlangchain_core\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mpydantic_v1\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m BaseModel, Field\n\u001b[1;32m     17\u001b[0m sys\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mappend(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mabspath(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(os\u001b[38;5;241m.\u001b[39mgetcwd(), \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m..\u001b[39m\u001b[38;5;124m'\u001b[39m))) \u001b[38;5;66;03m# Add the parent directory to the path sicnce we work with notebooks\u001b[39;00m\n\u001b[0;32m---> 18\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhelper_functions\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m     19\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mevaluation\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mevalute_rag\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m     21\u001b[0m \u001b[38;5;66;03m# Load environment variables from a .env file\u001b[39;00m\n",
+      "File \u001b[0;32m~/Documents/repo/project/ds-data-app/ds_data_app/logic/langchain/rag/RAG_Techniques/helper_functions.py:22\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m     20\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mds_data_app\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlogic\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m get_secret\n\u001b[0;32m---> 22\u001b[0m os\u001b[38;5;241m.\u001b[39menviron[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOPENAI_API_KEY\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mget_secret\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mchat-gpt\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mopenai-personal-key\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m     24\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mreplace_t_with_space\u001b[39m(list_of_documents):\n\u001b[1;32m     25\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m     26\u001b[0m \u001b[38;5;124;03m    Replaces all tab characters ('\\t') with spaces in the page content of each document.\u001b[39;00m\n\u001b[1;32m     27\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     32\u001b[0m \u001b[38;5;124;03m        The modified list of documents with tab characters replaced by spaces.\u001b[39;00m\n\u001b[1;32m     33\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n",
+      "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/ds-data-app-eEW-Ncv_-py3.12/lib/python3.12/site-packages/streamlit/runtime/secrets.py:491\u001b[0m, in \u001b[0;36mSecrets.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    485\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Return the value with the given key. If no such key\u001b[39;00m\n\u001b[1;32m    486\u001b[0m \u001b[38;5;124;03mexists, raise a KeyError.\u001b[39;00m\n\u001b[1;32m    487\u001b[0m \n\u001b[1;32m    488\u001b[0m \u001b[38;5;124;03mThread-safe.\u001b[39;00m\n\u001b[1;32m    489\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 491\u001b[0m     value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[key]\n\u001b[1;32m    492\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(value, Mapping):\n\u001b[1;32m    493\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m value\n",
+      "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/ds-data-app-eEW-Ncv_-py3.12/lib/python3.12/site-packages/streamlit/runtime/secrets.py:393\u001b[0m, in \u001b[0;36mSecrets._parse\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    387\u001b[0m     error_msg \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    388\u001b[0m         secret_error_messages_singleton\u001b[38;5;241m.\u001b[39mget_no_secrets_found_message(\n\u001b[1;32m    389\u001b[0m             file_paths\n\u001b[1;32m    390\u001b[0m         )\n\u001b[1;32m    391\u001b[0m     )\n\u001b[1;32m    392\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_print_exception_if_not_suppressed(error_msg)\n\u001b[0;32m--> 393\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m(error_msg)\n\u001b[1;32m    395\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m secrets\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m    396\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maybe_set_environment_variable(k, v)\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: No secrets found. Valid paths for a secrets.toml file or secret directories are: /Users/nicapotato/.streamlit/secrets.toml, /Users/nicapotato/Documents/repo/project/ds-data-app/ds_data_app/logic/langchain/rag/RAG_Techniques/all_rag_techniques/.streamlit/secrets.toml"
+     ]
+    }
+   ],
    "source": [
     "import os\n",
     "import sys\n",
@@ -123,7 +158,7 @@
     "from typing import Dict, Any\n",
     "from langchain.docstore.document import Document\n",
     "from langchain_openai import ChatOpenAI\n",
-    "from langchain_core.pydantic_v1 import BaseModel, Field\n",
+    "from pydantic import BaseModel, Field\n",
     "\n",
     "\n",
     "sys.path.append(os.path.abspath(os.path.join(os.getcwd(), '..'))) # Add the parent directory to the path sicnce we work with notebooks\n",
@@ -552,7 +587,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.0"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,

all_rag_techniques/contextual_compression.ipynb

@@ -74,9 +74,44 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/wb/qw2d5rfj7p95jckpfvkk7xsr0000gn/T/ipykernel_61287/3990753859.py:10: LangChainDeprecationWarning: As of langchain-core 0.3.0, LangChain uses pydantic v2 internally. The langchain_core.pydantic_v1 module was a compatibility shim for pydantic v1, and should no longer be used. Please update the code to import from Pydantic directly.\n",
+      "\n",
+      "For example, replace imports like: `from langchain_core.pydantic_v1 import BaseModel`\n",
+      "with: `from pydantic import BaseModel`\n",
+      "or the v1 compatibility namespace if you are working in a code base that has not been fully upgraded to pydantic 2 yet. \tfrom pydantic.v1 import BaseModel\n",
+      "\n",
+      "  from helper_functions import *\n",
+      "2024-09-29 00:25:48.767 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
+      "2024-09-29 00:25:48.848 \n",
+      "  \u001b[33m\u001b[1mWarning:\u001b[0m to view this Streamlit app on a browser, run it with the following\n",
+      "  command:\n",
+      "\n",
+      "    streamlit run /Users/nicapotato/Library/Caches/pypoetry/virtualenvs/ds-data-app-eEW-Ncv_-py3.12/lib/python3.12/site-packages/ipykernel_launcher.py [ARGUMENTS]\n",
+      "2024-09-29 00:25:48.848 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n"
+     ]
+    },
+    {
+     "ename": "FileNotFoundError",
+     "evalue": "No secrets found. Valid paths for a secrets.toml file or secret directories are: /Users/nicapotato/.streamlit/secrets.toml, /Users/nicapotato/Documents/repo/project/ds-data-app/ds_data_app/logic/langchain/rag/RAG_Techniques/all_rag_techniques/.streamlit/secrets.toml",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[1], line 10\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mlangchain\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mchains\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RetrievalQA\n\u001b[1;32m      9\u001b[0m sys\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mappend(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mabspath(os\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mjoin(os\u001b[38;5;241m.\u001b[39mgetcwd(), \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m..\u001b[39m\u001b[38;5;124m'\u001b[39m))) \u001b[38;5;66;03m# Add the parent directory to the path sicnce we work with notebooks\u001b[39;00m\n\u001b[0;32m---> 10\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhelper_functions\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m     11\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mevaluation\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mevalute_rag\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m     13\u001b[0m \u001b[38;5;66;03m# Load environment variables from a .env file\u001b[39;00m\n",
+      "File \u001b[0;32m~/Documents/repo/project/ds-data-app/ds_data_app/logic/langchain/rag/RAG_Techniques/helper_functions.py:22\u001b[0m\n\u001b[1;32m     18\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n\u001b[1;32m     20\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mds_data_app\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlogic\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m get_secret\n\u001b[0;32m---> 22\u001b[0m os\u001b[38;5;241m.\u001b[39menviron[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mOPENAI_API_KEY\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mget_secret\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mchat-gpt\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mopenai-personal-key\u001b[39m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m     24\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mreplace_t_with_space\u001b[39m(list_of_documents):\n\u001b[1;32m     25\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m     26\u001b[0m \u001b[38;5;124;03m    Replaces all tab characters ('\\t') with spaces in the page content of each document.\u001b[39;00m\n\u001b[1;32m     27\u001b[0m \n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     32\u001b[0m \u001b[38;5;124;03m        The modified list of documents with tab characters replaced by spaces.\u001b[39;00m\n\u001b[1;32m     33\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n",
+      "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/ds-data-app-eEW-Ncv_-py3.12/lib/python3.12/site-packages/streamlit/runtime/secrets.py:491\u001b[0m, in \u001b[0;36mSecrets.__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    485\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Return the value with the given key. If no such key\u001b[39;00m\n\u001b[1;32m    486\u001b[0m \u001b[38;5;124;03mexists, raise a KeyError.\u001b[39;00m\n\u001b[1;32m    487\u001b[0m \n\u001b[1;32m    488\u001b[0m \u001b[38;5;124;03mThread-safe.\u001b[39;00m\n\u001b[1;32m    489\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m    490\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 491\u001b[0m     value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_parse\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m[key]\n\u001b[1;32m    492\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(value, Mapping):\n\u001b[1;32m    493\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m value\n",
+      "File \u001b[0;32m~/Library/Caches/pypoetry/virtualenvs/ds-data-app-eEW-Ncv_-py3.12/lib/python3.12/site-packages/streamlit/runtime/secrets.py:393\u001b[0m, in \u001b[0;36mSecrets._parse\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    387\u001b[0m     error_msg \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    388\u001b[0m         secret_error_messages_singleton\u001b[38;5;241m.\u001b[39mget_no_secrets_found_message(\n\u001b[1;32m    389\u001b[0m             file_paths\n\u001b[1;32m    390\u001b[0m         )\n\u001b[1;32m    391\u001b[0m     )\n\u001b[1;32m    392\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_print_exception_if_not_suppressed(error_msg)\n\u001b[0;32m--> 393\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mFileNotFoundError\u001b[39;00m(error_msg)\n\u001b[1;32m    395\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m k, v \u001b[38;5;129;01min\u001b[39;00m secrets\u001b[38;5;241m.\u001b[39mitems():\n\u001b[1;32m    396\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_maybe_set_environment_variable(k, v)\n",
+      "\u001b[0;31mFileNotFoundError\u001b[0m: No secrets found. Valid paths for a secrets.toml file or secret directories are: /Users/nicapotato/.streamlit/secrets.toml, /Users/nicapotato/Documents/repo/project/ds-data-app/ds_data_app/logic/langchain/rag/RAG_Techniques/all_rag_techniques/.streamlit/secrets.toml"
+     ]
+    }
+   ],
    "source": [
     "import os\n",
     "import sys\n",
@@ -209,7 +244,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.12.1"
+   "version": "3.12.6"
   }
  },
  "nbformat": 4,