Daethyra · Daethyra · Jan 26, 2024 · Jan 22, 2024 · Jan 22, 2024 · Jan 22, 2024
diff --git a/...htforward_Examples_and_Beginners_Guide.md → ...htforward_Examples_and_Beginners_Guide.md b/...htforward_Examples_and_Beginners_Guide.md → ...htforward_Examples_and_Beginners_Guide.md
diff --git a/...pression_Language-Build_Your_First_App.md → ...pression_Language-Build_Your_First_App.md b/...pression_Language-Build_Your_First_App.md → ...pression_Language-Build_Your_First_App.md
diff --git a/...ng-Prompt_Size_Management-Code_Writing.md → ...ng-Prompt_Size_Management-Code_Writing.md b/...ng-Prompt_Size_Management-Code_Writing.md → ...ng-Prompt_Size_Management-Code_Writing.md
diff --git a/...-Deploy_LangChain_Runnables_and_Chains.md → ...-Deploy_LangChain_Runnables_and_Chains.md b/...-Deploy_LangChain_Runnables_and_Chains.md → ...-Deploy_LangChain_Runnables_and_Chains.md
diff --git a/...mith-Guide-Tracing-Evaluation-Auditing.md → ...mith-Guide-Tracing-Evaluation-Auditing.md b/...mith-Guide-Tracing-Evaluation-Auditing.md → ...mith-Guide-Tracing-Evaluation-Auditing.md
diff --git a/..._Architect/6-LangChain-VectorDatabases.md → ..._Architect/6-LangChain-VectorDatabases.md b/..._Architect/6-LangChain-VectorDatabases.md → ..._Architect/6-LangChain-VectorDatabases.md
diff --git a/...t/7-HuggingFace-Transformers-Pipelines.md → ...t/7-HuggingFace-Transformers-Pipelines.md b/...t/7-HuggingFace-Transformers-Pipelines.md → ...t/7-HuggingFace-Transformers-Pipelines.md
diff --git a/...sistant_Architect/Custom_Instructions.txt → ...sistant_Architect/Custom_Instructions.txt b/...sistant_Architect/Custom_Instructions.txt → ...sistant_Architect/Custom_Instructions.txt
diff --git a/.../Custom GPTs/Assistant_Architect/map.json → .../Custom GPTs/Assistant_Architect/map.json b/.../Custom GPTs/Assistant_Architect/map.json → .../Custom GPTs/Assistant_Architect/map.json
diff --git a/.github/archive/agentexecutor_rag.ipynb b/.github/archive/agentexecutor_rag.ipynb
diff --git a/src/langchain/notebooks/learn_rag_OLD.ipynb → .github/archive/learn_rag_OLD.ipynb b/src/langchain/notebooks/learn_rag_OLD.ipynb → .github/archive/learn_rag_OLD.ipynb
diff --git a/docs/README.md b/docs/README.md
@@ -10,10 +10,15 @@ Documents created by those much more experienced than I. This directory is meant
 2. "Needle In A Haystack" Analysis: Pressure Testing GPT-4 & Claude 2.1's Long Context Retrieval Accuracy
   - An exported email from Greg Kramradt's mailing list. He personally pressure tested these models with the intention of helping others make smarter decisions when it comes to retrieval.
 
+
+<s>
+
 ## Custom-GPT - Uploadable Knowledge Base
 
 A directory to hold file-base files.
 
 Currently only contains the [Assistant Architect](https://chat.openai.com/g/g-gOeFNMJ8Z-assistant-architect-aa4llm "Daethyra's Custom LangChain Programming Asisstant")'s files which may be useful for inspiration or insight.
 
-The files available may be turned into helpful templates, or if you're unsatisfied with how AA4LLM works, you might learn what *not* to do for your own Custom GPT.
+The files available may be turned into helpful templates, or if you're unsatisfied with how AA4LLM works, you might learn what *not* to do for your own Custom GPT.
+
+</s>
diff --git a/pyproject.toml b/pyproject.toml
@@ -1,6 +1,6 @@
 [project]
 name = "Build-RAGAI"
-version = "1.1.33"
+version = "1.1.4"
 description = "Retrieval Augmented Generation code for AI. Prebuilt Python components for leveraging generative AI via Large Language Models."
 authors = [
     {name = "Daethyra", email = "[email protected]"},

diff --git a/src/langchain/notebooks/agentexecutor_custom_tools.ipynb b/src/langchain/notebooks/agentexecutor_custom_tools.ipynb
diff --git a/src/langchain/notebooks/agentexecutor_rag.ipynb b/src/langchain/notebooks/agentexecutor_rag.ipynb
diff --git a/src/langchain/notebooks/langsmith_walkthrough.ipynb b/src/langchain/notebooks/langsmith_walkthrough.ipynb
diff --git a/src/langchain/notebooks/learn_rag.ipynb → ...angchain/notebooks/learn_rag_basics.ipynb b/src/langchain/notebooks/learn_rag.ipynb → ...angchain/notebooks/learn_rag_basics.ipynb
@@ -97,15 +97,15 @@
    "source": [
     "import chardet\n",
     "\n",
-    "from langchain.chat_models import ChatOpenAI\n",
+    "from langchain_openai.chat_models import ChatOpenAI\n",
     "from langchain.prompts import ChatPromptTemplate\n",
     "from langchain_core.output_parsers import StrOutputParser\n",
     "from langchain_core.runnables import RunnablePassthrough\n",
     "from langchain_community.document_loaders.unstructured import UnstructuredFileLoader\n",
     "from unstructured.cleaners.core import clean_extra_whitespace\n",
     "\n",
     "# Set API Key\n",
-    "os.environ['OPENAI_API_KEY'] = \"sk-\""
+    "os.environ['OPENAI_API_KEY'] = \"\""
    ]
   },
   {
@@ -299,6 +299,7 @@
    "outputs": [],
    "source": [
     "from langchain_community.document_loaders import WebBaseLoader\n",
+    "\n",
     "loader = WebBaseLoader(\"https://python.langchain.com/docs/expression_language/\")\n",
     "\n",
     "docs = loader.load()"

diff --git a/src/langchain/notebooks/learn_rag_mongoDB.ipynb b/src/langchain/notebooks/learn_rag_mongoDB.ipynb
@@ -35,7 +35,7 @@
    "source": [
     "import os\n",
     "\n",
-    "os.environ[\"OPENAI_API_KEY\"] = \"sk-\""
+    "os.environ[\"OPENAI_API_KEY\"] = \"\""
    ]
   },
   {
@@ -105,8 +105,8 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "from langchain.embeddings import OpenAIEmbeddings\n",
-    "from langchain.vectorstores import MongoDBAtlasVectorSearch\n",
+    "from langchain_openai.embeddings import OpenAIEmbeddings\n",
+    "from langchain_community.vectorstores import MongoDBAtlasVectorSearch\n",
     "\n",
     "# insert the documents in MongoDB Atlas with their embedding\n",
     "vector_search = MongoDBAtlasVectorSearch.from_documents(\n",
@@ -230,7 +230,7 @@
    ],
    "source": [
     "from langchain.chains import RetrievalQA\n",
-    "from langchain.chat_models import ChatOpenAI\n",
+    "from langchain_community.chat_models import ChatOpenAI\n",
     "\n",
     "qa = RetrievalQA.from_chain_type(\n",
     "    llm=ChatOpenAI(model_name=\"gpt-3.5-turbo-1106\", temperature=0.7),\n",

diff --git a/src/langchain/notebooks/learn_rag_pinecone_chromadb.ipynb b/src/langchain/notebooks/learn_rag_pinecone_chromadb.ipynb
@@ -5,7 +5,9 @@
       "id": "0d85fde0",
       "metadata": {},
       "source": [
-        "# Similarity Searching using top_k\n",
+        "# RAG with Pinecone and Chroma\n",
+        "\n",
+        "## Similarity Searching using top_k\n",
         "\n",
         "In this notebook, you will learn to load data, split it, retrieve and store embeddings in either Pinecone or ChromaDB, and perform similarity searching which is a way to ask your documents questions.\n",
         "\n",
@@ -448,8 +450,13 @@
       "source": [
         "I use `ChatOpenAI` because I prefer the other classes from LangChain that go with it. You may also use an llm for the same task.\n",
         "\n",
+        "<s>\n",
         "I encourage you to specify the model name because you will save money.\n",
-        "- For example, \"gpt-3.5-turbo-1106\" is ***far far far*** cheaper than the base models."
+        "\n",
+        "- For example, \"gpt-3.5-turbo-1106\" is ***far far far*** cheaper than the base models.\n",
+        "</s>\n",
+        "\n",
+        "Base models were deprecated on January 4th, 2023."
       ]
     },
     {