note.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: langsmith<0.3,>=0.1.17 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain) (0.2.4)\n",
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      "Requirement already satisfied: annotated-types>=0.6.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic<3.0.0,>=2.7.4->langchain) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.27.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic<3.0.0,>=2.7.4->langchain) (2.27.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langchain) (3.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langchain) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langchain) (2.3.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langchain) (2024.12.14)\n",
      "Requirement already satisfied: anyio in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->langsmith<0.3,>=0.1.17->langchain) (4.7.0)\n",
      "Requirement already satisfied: httpcore==1.* in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->langsmith<0.3,>=0.1.17->langchain) (1.0.7)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->langsmith<0.3,>=0.1.17->langchain) (0.14.0)\n",
      "Requirement already satisfied: jsonpointer>=1.9 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from jsonpatch<2.0,>=1.33->langchain-core<0.4.0,>=0.3.26->langchain) (3.0.0)\n",
      "Requirement already satisfied: sniffio>=1.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from anyio->httpx<1,>=0.23.0->langsmith<0.3,>=0.1.17->langchain) (1.3.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install langchain"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: langchain-groq in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (0.2.2)\n",
      "Requirement already satisfied: groq<1,>=0.4.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain-groq) (0.13.1)\n",
      "Requirement already satisfied: langchain-core<0.4.0,>=0.3.27 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain-groq) (0.3.28)\n",
      "Requirement already satisfied: anyio<5,>=3.5.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from groq<1,>=0.4.1->langchain-groq) (4.7.0)\n",
      "Requirement already satisfied: distro<2,>=1.7.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from groq<1,>=0.4.1->langchain-groq) (1.9.0)\n",
      "Requirement already satisfied: httpx<1,>=0.23.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from groq<1,>=0.4.1->langchain-groq) (0.28.1)\n",
      "Requirement already satisfied: pydantic<3,>=1.9.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from groq<1,>=0.4.1->langchain-groq) (2.10.4)\n",
      "Requirement already satisfied: sniffio in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from groq<1,>=0.4.1->langchain-groq) (1.3.1)\n",
      "Requirement already satisfied: typing-extensions<5,>=4.10 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from groq<1,>=0.4.1->langchain-groq) (4.12.2)\n",
      "Requirement already satisfied: PyYAML>=5.3 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain-core<0.4.0,>=0.3.27->langchain-groq) (6.0.2)\n",
      "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain-core<0.4.0,>=0.3.27->langchain-groq) (1.33)\n",
      "Requirement already satisfied: langsmith<0.3,>=0.1.125 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain-core<0.4.0,>=0.3.27->langchain-groq) (0.2.4)\n",
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      "Requirement already satisfied: certifi in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain-groq) (2024.12.14)\n",
      "Requirement already satisfied: httpcore==1.* in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->groq<1,>=0.4.1->langchain-groq) (1.0.7)\n",
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      "Requirement already satisfied: annotated-types>=0.6.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic<3,>=1.9.0->groq<1,>=0.4.1->langchain-groq) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.27.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic<3,>=1.9.0->groq<1,>=0.4.1->langchain-groq) (2.27.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langsmith<0.3,>=0.1.125->langchain-core<0.4.0,>=0.3.27->langchain-groq) (3.4.0)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langsmith<0.3,>=0.1.125->langchain-core<0.4.0,>=0.3.27->langchain-groq) (2.3.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install langchain-groq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "content=\"The first dog to go in space was Laika, a Soviet space dog who was launched on November 3, 1957, aboard the Sputnik 2 spacecraft. Laika, also known as Kudryavka or Little Curly, was a stray dog from Moscow who was chosen for the mission due to her small size and calm temperament.\\n\\nUnfortunately, Laika did not survive the flight, as the technology at the time did not allow for her to be safely returned to Earth. The Sputnik 2 spacecraft was not designed to be recovered, and Laika died from overheating and stress shortly after launch.\\n\\nDespite the tragic outcome, Laika's mission marked an important milestone in the exploration of space and paved the way for future human spaceflight. She will always be remembered as a pioneering canine astronaut who helped to advance our understanding of space travel.\" additional_kwargs={} response_metadata={'token_usage': {'completion_tokens': 177, 'prompt_tokens': 44, 'total_tokens': 221, 'completion_time': 0.643636364, 'prompt_time': 0.00891218, 'queue_time': 0.303444206, 'total_time': 0.652548544}, 'model_name': 'llama-3.1-70b-versatile', 'system_fingerprint': 'fp_fcc3b74982', 'finish_reason': 'stop', 'logprobs': None} id='run-ef846264-5634-4fa9-9130-713c8095b335-0' usage_metadata={'input_tokens': 44, 'output_tokens': 177, 'total_tokens': 221}\n"
     ]
    }
   ],
   "source": [
    "from langchain_groq import ChatGroq\n",
    "llm=ChatGroq(\n",
    "    model_name=\"llama-3.1-70b-versatile\",\n",
    "    groq_api_key=\"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\",\n",
    "    temperature=0.5,\n",
    ")\n",
    "response=llm.invoke(\"Who was first dog to go in space?\")\n",
    "print(response)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "Requirement already satisfied: kubernetes>=28.1.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from chromadb) (31.0.0)\n",
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      "Requirement already satisfied: six>=1.9.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (1.17.0)\n",
      "Requirement already satisfied: python-dateutil>=2.5.3 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (2.9.0.post0)\n",
      "Requirement already satisfied: google-auth>=1.0.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (2.37.0)\n",
      "Requirement already satisfied: websocket-client!=0.40.0,!=0.41.*,!=0.42.*,>=0.32.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (1.8.0)\n",
      "Requirement already satisfied: requests in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (2.32.3)\n",
      "Requirement already satisfied: requests-oauthlib in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (2.0.0)\n",
      "Requirement already satisfied: oauthlib>=3.2.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (3.2.2)\n",
      "Requirement already satisfied: urllib3>=1.24.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (2.3.0)\n",
      "Requirement already satisfied: durationpy>=0.7 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from kubernetes>=28.1.0->chromadb) (0.9)\n",
      "Requirement already satisfied: coloredlogs in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from onnxruntime>=1.14.1->chromadb) (15.0.1)\n",
      "Requirement already satisfied: flatbuffers in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from onnxruntime>=1.14.1->chromadb) (24.3.25)\n",
      "Requirement already satisfied: protobuf in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from onnxruntime>=1.14.1->chromadb) (5.29.2)\n",
      "Requirement already satisfied: sympy in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from onnxruntime>=1.14.1->chromadb) (1.13.3)\n",
      "Requirement already satisfied: deprecated>=1.2.6 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-api>=1.2.0->chromadb) (1.2.15)\n",
      "Requirement already satisfied: importlib-metadata<=8.5.0,>=6.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-api>=1.2.0->chromadb) (8.5.0)\n",
      "Requirement already satisfied: googleapis-common-protos~=1.52 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.66.0)\n",
      "Requirement already satisfied: opentelemetry-exporter-otlp-proto-common==1.29.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.29.0)\n",
      "Requirement already satisfied: opentelemetry-proto==1.29.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-exporter-otlp-proto-grpc>=1.2.0->chromadb) (1.29.0)\n",
      "Requirement already satisfied: opentelemetry-instrumentation-asgi==0.50b0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.50b0)\n",
      "Requirement already satisfied: opentelemetry-instrumentation==0.50b0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.50b0)\n",
      "Requirement already satisfied: opentelemetry-semantic-conventions==0.50b0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.50b0)\n",
      "Requirement already satisfied: opentelemetry-util-http==0.50b0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (0.50b0)\n",
      "Requirement already satisfied: wrapt<2.0.0,>=1.0.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-instrumentation==0.50b0->opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (1.17.0)\n",
      "Requirement already satisfied: asgiref~=3.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from opentelemetry-instrumentation-asgi==0.50b0->opentelemetry-instrumentation-fastapi>=0.41b0->chromadb) (3.8.1)\n",
      "Requirement already satisfied: monotonic>=1.5 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from posthog>=2.4.0->chromadb) (1.6)\n",
      "Requirement already satisfied: backoff>=1.10.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from posthog>=2.4.0->chromadb) (2.2.1)\n",
      "Requirement already satisfied: annotated-types>=0.6.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic>=1.9->chromadb) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.27.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic>=1.9->chromadb) (2.27.2)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from rich>=10.11.0->chromadb) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from rich>=10.11.0->chromadb) (2.18.0)\n",
      "Requirement already satisfied: huggingface-hub<1.0,>=0.16.4 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from tokenizers<=0.20.3,>=0.13.2->chromadb) (0.27.0)\n",
      "Requirement already satisfied: click>=8.0.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from typer>=0.9.0->chromadb) (8.1.8)\n",
      "Requirement already satisfied: shellingham>=1.3.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from typer>=0.9.0->chromadb) (1.5.4)\n",
      "Requirement already satisfied: httptools>=0.6.3 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (0.6.4)\n",
      "Requirement already satisfied: python-dotenv>=0.13 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (1.0.1)\n",
      "Requirement already satisfied: uvloop!=0.15.0,!=0.15.1,>=0.14.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (0.21.0)\n",
      "Requirement already satisfied: watchfiles>=0.13 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (1.0.3)\n",
      "Requirement already satisfied: websockets>=10.4 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from uvicorn[standard]>=0.18.3->chromadb) (14.1)\n",
      "Requirement already satisfied: cachetools<6.0,>=2.0.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (5.5.0)\n",
      "Requirement already satisfied: pyasn1-modules>=0.2.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.4.1)\n",
      "Requirement already satisfied: rsa<5,>=3.1.4 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (4.9)\n",
      "Requirement already satisfied: filelock in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from huggingface-hub<1.0,>=0.16.4->tokenizers<=0.20.3,>=0.13.2->chromadb) (3.16.1)\n",
      "Requirement already satisfied: fsspec>=2023.5.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from huggingface-hub<1.0,>=0.16.4->tokenizers<=0.20.3,>=0.13.2->chromadb) (2024.12.0)\n",
      "Requirement already satisfied: zipp>=3.20 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from importlib-metadata<=8.5.0,>=6.0->opentelemetry-api>=1.2.0->chromadb) (3.21.0)\n",
      "Requirement already satisfied: mdurl~=0.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->chromadb) (0.1.2)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests->kubernetes>=28.1.0->chromadb) (3.4.0)\n",
      "Requirement already satisfied: sniffio>=1.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from anyio->httpx>=0.27.0->chromadb) (1.3.1)\n",
      "Requirement already satisfied: humanfriendly>=9.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from coloredlogs->onnxruntime>=1.14.1->chromadb) (10.0)\n",
      "Requirement already satisfied: mpmath<1.4,>=1.1.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from sympy->onnxruntime>=1.14.1->chromadb) (1.3.0)\n",
      "Requirement already satisfied: pyasn1<0.7.0,>=0.4.6 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pyasn1-modules>=0.2.1->google-auth>=1.0.1->kubernetes>=28.1.0->chromadb) (0.6.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install chromadb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: langchain_community in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (0.3.13)\n",
      "Requirement already satisfied: PyYAML>=5.3 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (6.0.2)\n",
      "Requirement already satisfied: SQLAlchemy<3,>=1.4 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (2.0.36)\n",
      "Requirement already satisfied: aiohttp<4.0.0,>=3.8.3 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (3.11.11)\n",
      "Requirement already satisfied: dataclasses-json<0.7,>=0.5.7 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (0.6.7)\n",
      "Requirement already satisfied: httpx-sse<0.5.0,>=0.4.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (0.4.0)\n",
      "Requirement already satisfied: langchain<0.4.0,>=0.3.13 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (0.3.13)\n",
      "Requirement already satisfied: langchain-core<0.4.0,>=0.3.27 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (0.3.28)\n",
      "Requirement already satisfied: langsmith<0.3,>=0.1.125 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (0.2.4)\n",
      "Requirement already satisfied: numpy<3,>=1.26.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (2.2.1)\n",
      "Requirement already satisfied: pydantic-settings<3.0.0,>=2.4.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (2.7.0)\n",
      "Requirement already satisfied: requests<3,>=2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (2.32.3)\n",
      "Requirement already satisfied: tenacity!=8.4.0,<10,>=8.1.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_community) (9.0.0)\n",
      "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain_community) (2.4.4)\n",
      "Requirement already satisfied: aiosignal>=1.1.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain_community) (1.3.2)\n",
      "Requirement already satisfied: attrs>=17.3.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain_community) (24.3.0)\n",
      "Requirement already satisfied: frozenlist>=1.1.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain_community) (1.5.0)\n",
      "Requirement already satisfied: multidict<7.0,>=4.5 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain_community) (6.1.0)\n",
      "Requirement already satisfied: propcache>=0.2.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain_community) (0.2.1)\n",
      "Requirement already satisfied: yarl<2.0,>=1.17.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from aiohttp<4.0.0,>=3.8.3->langchain_community) (1.18.3)\n",
      "Requirement already satisfied: marshmallow<4.0.0,>=3.18.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from dataclasses-json<0.7,>=0.5.7->langchain_community) (3.23.2)\n",
      "Requirement already satisfied: typing-inspect<1,>=0.4.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from dataclasses-json<0.7,>=0.5.7->langchain_community) (0.9.0)\n",
      "Requirement already satisfied: langchain-text-splitters<0.4.0,>=0.3.3 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain<0.4.0,>=0.3.13->langchain_community) (0.3.4)\n",
      "Requirement already satisfied: pydantic<3.0.0,>=2.7.4 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain<0.4.0,>=0.3.13->langchain_community) (2.10.4)\n",
      "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain-core<0.4.0,>=0.3.27->langchain_community) (1.33)\n",
      "Requirement already satisfied: packaging<25,>=23.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain-core<0.4.0,>=0.3.27->langchain_community) (24.2)\n",
      "Requirement already satisfied: typing-extensions>=4.7 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain-core<0.4.0,>=0.3.27->langchain_community) (4.12.2)\n",
      "Requirement already satisfied: httpx<1,>=0.23.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langsmith<0.3,>=0.1.125->langchain_community) (0.28.1)\n",
      "Requirement already satisfied: orjson<4.0.0,>=3.9.14 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langsmith<0.3,>=0.1.125->langchain_community) (3.10.12)\n",
      "Requirement already satisfied: requests-toolbelt<2.0.0,>=1.0.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langsmith<0.3,>=0.1.125->langchain_community) (1.0.0)\n",
      "Requirement already satisfied: python-dotenv>=0.21.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic-settings<3.0.0,>=2.4.0->langchain_community) (1.0.1)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langchain_community) (3.4.0)\n",
      "Requirement already satisfied: idna<4,>=2.5 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langchain_community) (3.10)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langchain_community) (2.3.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langchain_community) (2024.12.14)\n",
      "Requirement already satisfied: anyio in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_community) (4.7.0)\n",
      "Requirement already satisfied: httpcore==1.* in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_community) (1.0.7)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_community) (0.14.0)\n",
      "Requirement already satisfied: jsonpointer>=1.9 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from jsonpatch<2.0,>=1.33->langchain-core<0.4.0,>=0.3.27->langchain_community) (3.0.0)\n",
      "Requirement already satisfied: annotated-types>=0.6.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic<3.0.0,>=2.7.4->langchain<0.4.0,>=0.3.13->langchain_community) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.27.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic<3.0.0,>=2.7.4->langchain<0.4.0,>=0.3.13->langchain_community) (2.27.2)\n",
      "Requirement already satisfied: mypy-extensions>=0.3.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from typing-inspect<1,>=0.4.0->dataclasses-json<0.7,>=0.5.7->langchain_community) (1.0.0)\n",
      "Requirement already satisfied: sniffio>=1.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from anyio->httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_community) (1.3.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install langchain_community"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "USER_AGENT environment variable not set, consider setting it to identify your requests.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Software Development Engineer - Job ID: 2822322 | Amazon.jobs\n",
      "Skip to main contentHomeTeamsLocationsJob categoriesMy careerMy applicationsMy profileAccount securitySettingsSign outResourcesDisability accommodationsBenefitsDiversity, equity, and inclusionInterview tipsLeadership principlesWorking at AmazonFAQ×Software Development EngineerJob ID: 2822322 | ADCI - KarnatakaApply nowDESCRIPTIONIN Reach Videos & Live team is responsible for acquisition, curation, and distribution of rich Video and Live content for IN shoppers, to help initiate new shopping journeys and aid in pre-purchase research and product evaluation. We are seeking Software Development Engineers excited by the opportunity to work with multiple Amazon platforms and leverage data science to experiment bold new initiatives.Our SDEs at RE innovates and builds new capabilities by working backwards from the needs of shoppers, sellers in IN Marketplace. They work on a wide range of technologies (including Lambda, Step Function, Kinesis and ML, Gen AI), build and operate highly scalable, low latency products and services, which can be launched WW on Day 1. SDEs are instrumental in shaping the product direction and actively involve in defining key product features that impact the business. They work with Sr.SDEs / PEs at Amazon to evolve the design of the products owned by the team. They are responsible to set up and hold a high software quality bar. They focus on improving team’s engineering & operational excellence practices. They mentor SDEs, train new team-mates on how your team’s software is constructed, how it operates, how secure it is, and how it fits into the bigger picture.If you are looking for an opportunity to build creative technology solutions that positively impact hundreds of millions of international customers, and relish large ownership and diverse technologies, join our team today! You will be instrumental in shaping the product direction and will be actively involved in defining key product features that impact the business. You will work with Sr.Engineers at Amazon to evolve the design of the products owned by this team. You will be responsible to set up and hold a high software quality bar as part of our highly technical team of Software Engineers.Position Responsibilities:Work closely with senior engineers to design, implement and deploy applications that impact the Amazon.in business with an emphasis on Mobile, Payments, and e-Commerce website development.Own the delivery of an integral piece of a system or application.Management and execution against project plans and delivery commitmentsAssist directly and indirectly in the continual hiring and development of technical talent.Create and execute appropriate quality plans, project plans, test strategies and processes for development activities in concert with business and project management effortsThe ideal candidate will be a leader, quick learner and be able to work independently. He/she should be able to operate in a very fast paced environment where time to hit market is super critical. The candidate will need to balance technical leadership and savvy with strong business judgment to make the right decisions about technology choices.BASIC QUALIFICATIONS- 1+ years of non-internship professional software development experience- Experience programming with at least one software programming languagePREFERRED QUALIFICATIONS- Bachelor's degree in computer science or equivalentJob detailsIND, KA, BangaloreSoftware DevelopmentShare this jobJOIN US ONFind CareersJob CategoriesTeamsLocationsUS and EU Military recruitingWarehouse and Hourly JobsWorking At AmazonCultureBenefitsAmazon NewsletterDiversity at AmazonOur leadership principlesHelpFAQInterview tipsReview application statusDisability accommodationsEU background checksAmazon is committed to a diverse and inclusive workplace. Amazon is an equal opportunity employer and does not discriminate on the basis of race, national origin, gender, gender identity, sexual orientation, protected veteran status, disability, age, or other legally protected status.Privacy and DataImpressum© 1996-2024, Amazon.com, Inc. or its affiliates\n"
     ]
    }
   ],
   "source": [
    "from langchain_community.document_loaders import WebBaseLoader\n",
    "loader=WebBaseLoader('https://www.amazon.jobs/en/jobs/2822322/software-development-engineer?cmpid=SPLICX0248M&utm_source=linkedin.com&utm_campaign=cxro&utm_medium=social_media&utm_content=job_posting&ss=paid')\n",
    "page_data=loader.load().pop().page_content\n",
    "print(page_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: langchain_core in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (0.3.28)\n",
      "Requirement already satisfied: PyYAML>=5.3 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_core) (6.0.2)\n",
      "Requirement already satisfied: jsonpatch<2.0,>=1.33 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_core) (1.33)\n",
      "Requirement already satisfied: langsmith<0.3,>=0.1.125 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_core) (0.2.4)\n",
      "Requirement already satisfied: packaging<25,>=23.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_core) (24.2)\n",
      "Requirement already satisfied: pydantic<3.0.0,>=2.7.4 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_core) (2.10.4)\n",
      "Requirement already satisfied: tenacity!=8.4.0,<10.0.0,>=8.1.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_core) (9.0.0)\n",
      "Requirement already satisfied: typing-extensions>=4.7 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langchain_core) (4.12.2)\n",
      "Requirement already satisfied: jsonpointer>=1.9 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from jsonpatch<2.0,>=1.33->langchain_core) (3.0.0)\n",
      "Requirement already satisfied: httpx<1,>=0.23.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langsmith<0.3,>=0.1.125->langchain_core) (0.28.1)\n",
      "Requirement already satisfied: orjson<4.0.0,>=3.9.14 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langsmith<0.3,>=0.1.125->langchain_core) (3.10.12)\n",
      "Requirement already satisfied: requests<3,>=2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langsmith<0.3,>=0.1.125->langchain_core) (2.32.3)\n",
      "Requirement already satisfied: requests-toolbelt<2.0.0,>=1.0.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from langsmith<0.3,>=0.1.125->langchain_core) (1.0.0)\n",
      "Requirement already satisfied: annotated-types>=0.6.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic<3.0.0,>=2.7.4->langchain_core) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.27.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pydantic<3.0.0,>=2.7.4->langchain_core) (2.27.2)\n",
      "Requirement already satisfied: anyio in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_core) (4.7.0)\n",
      "Requirement already satisfied: certifi in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_core) (2024.12.14)\n",
      "Requirement already satisfied: httpcore==1.* in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_core) (1.0.7)\n",
      "Requirement already satisfied: idna in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_core) (3.10)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from httpcore==1.*->httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_core) (0.14.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langsmith<0.3,>=0.1.125->langchain_core) (3.4.0)\n",
      "Requirement already satisfied: urllib3<3,>=1.21.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from requests<3,>=2->langsmith<0.3,>=0.1.125->langchain_core) (2.3.0)\n",
      "Requirement already satisfied: sniffio>=1.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from anyio->httpx<1,>=0.23.0->langsmith<0.3,>=0.1.125->langchain_core) (1.3.1)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install langchain_core"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "```json\n",
      "{\n",
      "  \"role\": \"Software Development Engineer\",\n",
      "  \"experience\": \"1+ years of non-internship professional software development experience\",\n",
      "  \"skills\": [\n",
      "    \"Programming with at least one software programming language\",\n",
      "    \"Lambda\",\n",
      "    \"Step Function\",\n",
      "    \"Kinesis\",\n",
      "    \"ML\",\n",
      "    \"Gen AI\"\n",
      "  ],\n",
      "  \"description\": \"We are seeking Software Development Engineers excited by the opportunity to work with multiple Amazon platforms and leverage data science to experiment bold new initiatives. Our SDEs at RE innovates and builds new capabilities by working backwards from the needs of shoppers, sellers in IN Marketplace.\"\n",
      "}\n",
      "```\n"
     ]
    }
   ],
   "source": [
    "from langchain_core.prompts import PromptTemplate\n",
    "\n",
    "\n",
    "prompt_extract = PromptTemplate.from_template(\n",
    "        \"\"\"\n",
    "        ### SCRAPED TEXT FROM WEBSITE:\n",
    "        {page_data}\n",
    "        ### INSTRUCTION:\n",
    "        The scraped text is from the career's page of a website.\n",
    "        Your job is to extract the job postings and return them in JSON format containing the \n",
    "        following keys: `role`, `experience`, `skills` and `description`.\n",
    "        Only return the valid JSON.\n",
    "        ### VALID JSON (NO PREAMBLE):    \n",
    "        \"\"\"\n",
    ")\n",
    "\n",
    "chain_extract=prompt_extract | llm \n",
    "res=chain_extract.invoke(input={'page_data':page_data})\n",
    "print(res.content)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'role': 'Software Development Engineer', 'experience': '1+ years of non-internship professional software development experience', 'skills': ['Programming with at least one software programming language', 'Lambda', 'Step Function', 'Kinesis', 'ML', 'Gen AI'], 'description': 'We are seeking Software Development Engineers excited by the opportunity to work with multiple Amazon platforms and leverage data science to experiment bold new initiatives. Our SDEs at RE innovates and builds new capabilities by working backwards from the needs of shoppers, sellers in IN Marketplace.'}\n"
     ]
    }
   ],
   "source": [
    "from langchain_core.output_parsers import JsonOutputParser\n",
    "Json_parser=JsonOutputParser()\n",
    "json_res=Json_parser.parse(res.content)\n",
    "print(json_res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(json_res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pandas in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (2.2.3)\n",
      "Requirement already satisfied: numpy>=1.26.0 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pandas) (2.2.1)\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pandas) (2.9.0.post0)\n",
      "Requirement already satisfied: pytz>=2020.1 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pandas) (2024.2)\n",
      "Requirement already satisfied: tzdata>=2022.7 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from pandas) (2024.2)\n",
      "Requirement already satisfied: six>=1.5 in /Library/Frameworks/Python.framework/Versions/3.13/lib/python3.13/site-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install pandas"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Techstack</th>\n",
       "      <th>Links</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>React, Node.js, MongoDB</td>\n",
       "      <td>https://example.com/react-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Angular,.NET, SQL Server</td>\n",
       "      <td>https://example.com/angular-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Vue.js, Ruby on Rails, PostgreSQL</td>\n",
       "      <td>https://example.com/vue-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Python, Django, MySQL</td>\n",
       "      <td>https://example.com/python-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Java, Spring Boot, Oracle</td>\n",
       "      <td>https://example.com/java-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Flutter, Firebase, GraphQL</td>\n",
       "      <td>https://example.com/flutter-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>WordPress, PHP, MySQL</td>\n",
       "      <td>https://example.com/wordpress-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Magento, PHP, MySQL</td>\n",
       "      <td>https://example.com/magento-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>React Native, Node.js, MongoDB</td>\n",
       "      <td>https://example.com/react-native-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>iOS, Swift, Core Data</td>\n",
       "      <td>https://example.com/ios-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Android, Java, Room Persistence</td>\n",
       "      <td>https://example.com/android-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Kotlin, Android, Firebase</td>\n",
       "      <td>https://example.com/kotlin-android-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Android TV, Kotlin, Android NDK</td>\n",
       "      <td>https://example.com/android-tv-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>iOS, Swift, ARKit</td>\n",
       "      <td>https://example.com/ios-ar-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Cross-platform, Xamarin, Azure</td>\n",
       "      <td>https://example.com/xamarin-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Backend, Kotlin, Spring Boot</td>\n",
       "      <td>https://example.com/kotlin-backend-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Frontend, TypeScript, Angular</td>\n",
       "      <td>https://example.com/typescript-frontend-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Full-stack, JavaScript, Express.js</td>\n",
       "      <td>https://example.com/full-stack-js-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Machine Learning, Python, TensorFlow</td>\n",
       "      <td>https://example.com/ml-python-portfolio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>DevOps, Jenkins, Docker</td>\n",
       "      <td>https://example.com/devops-portfolio</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               Techstack  \\\n",
       "0                React, Node.js, MongoDB   \n",
       "1               Angular,.NET, SQL Server   \n",
       "2      Vue.js, Ruby on Rails, PostgreSQL   \n",
       "3                  Python, Django, MySQL   \n",
       "4              Java, Spring Boot, Oracle   \n",
       "5             Flutter, Firebase, GraphQL   \n",
       "6                  WordPress, PHP, MySQL   \n",
       "7                    Magento, PHP, MySQL   \n",
       "8         React Native, Node.js, MongoDB   \n",
       "9                  iOS, Swift, Core Data   \n",
       "10       Android, Java, Room Persistence   \n",
       "11             Kotlin, Android, Firebase   \n",
       "12       Android TV, Kotlin, Android NDK   \n",
       "13                     iOS, Swift, ARKit   \n",
       "14        Cross-platform, Xamarin, Azure   \n",
       "15          Backend, Kotlin, Spring Boot   \n",
       "16         Frontend, TypeScript, Angular   \n",
       "17    Full-stack, JavaScript, Express.js   \n",
       "18  Machine Learning, Python, TensorFlow   \n",
       "19               DevOps, Jenkins, Docker   \n",
       "\n",
       "                                                Links  \n",
       "0                 https://example.com/react-portfolio  \n",
       "1               https://example.com/angular-portfolio  \n",
       "2                   https://example.com/vue-portfolio  \n",
       "3                https://example.com/python-portfolio  \n",
       "4                  https://example.com/java-portfolio  \n",
       "5               https://example.com/flutter-portfolio  \n",
       "6             https://example.com/wordpress-portfolio  \n",
       "7               https://example.com/magento-portfolio  \n",
       "8          https://example.com/react-native-portfolio  \n",
       "9                   https://example.com/ios-portfolio  \n",
       "10              https://example.com/android-portfolio  \n",
       "11       https://example.com/kotlin-android-portfolio  \n",
       "12           https://example.com/android-tv-portfolio  \n",
       "13               https://example.com/ios-ar-portfolio  \n",
       "14              https://example.com/xamarin-portfolio  \n",
       "15       https://example.com/kotlin-backend-portfolio  \n",
       "16  https://example.com/typescript-frontend-portfolio  \n",
       "17        https://example.com/full-stack-js-portfolio  \n",
       "18            https://example.com/ml-python-portfolio  \n",
       "19               https://example.com/devops-portfolio  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df=pd.read_csv(\"my_portfolio.csv\")\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "import chromadb\n",
    "import uuid\n",
    "client =chromadb.PersistentClient('vectorstore')  # we use persistantClient instead of client because when we use client it will create the chromadb in memory and when we use persistantClient it will create the chromadb in disk\n",
    "collection=client.get_or_create_collection(name='portfolio')\n",
    "\n",
    "if not collection.count():\n",
    "    for _, row in df.iterrows():\n",
    "        collection.add(documents=row[\"Techstack\"],\n",
    "                        metadatas={\"links\":row[\"Links\"]},\n",
    "                        ids=[str(uuid.uuid4())]  # Generates a unique ID for each document \n",
    "        )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[{'links': 'https://example.com/ml-python-portfolio'},\n",
       "  {'links': 'https://example.com/python-portfolio'}],\n",
       " [{'links': 'https://example.com/react-portfolio'},\n",
       "  {'links': 'https://example.com/react-native-portfolio'}]]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result=collection.query(\n",
    "    query_texts=[\n",
    "        \"Experience with Python\",\n",
    "        \"Experience with React\"\n",
    "    ],\n",
    "    n_results=2\n",
    ").get('metadatas', [])\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Programming with at least one software programming language',\n",
       " 'Lambda',\n",
       " 'Step Function',\n",
       " 'Kinesis',\n",
       " 'ML',\n",
       " 'Gen AI']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "job=json_res\n",
    "job['skills']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[{'links': 'https://example.com/ml-python-portfolio'},\n",
       "  {'links': 'https://example.com/magento-portfolio'}],\n",
       " [{'links': 'https://example.com/ios-ar-portfolio'},\n",
       "  {'links': 'https://example.com/ml-python-portfolio'}],\n",
       " [{'links': 'https://example.com/ml-python-portfolio'},\n",
       "  {'links': 'https://example.com/devops-portfolio'}],\n",
       " [{'links': 'https://example.com/ml-python-portfolio'},\n",
       "  {'links': 'https://example.com/kotlin-backend-portfolio'}],\n",
       " [{'links': 'https://example.com/ml-python-portfolio'},\n",
       "  {'links': 'https://example.com/magento-portfolio'}],\n",
       " [{'links': 'https://example.com/ml-python-portfolio'},\n",
       "  {'links': 'https://example.com/ios-ar-portfolio'}]]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = []\n",
    "for skill in job['skills']:\n",
    "    query_result = collection.query(\n",
    "        query_texts=[skill],\n",
    "        n_results=2\n",
    "    ).get('metadatas', [])\n",
    "    results.extend(query_result)  # Aggregate results\n",
    "\n",
    "results\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Subject: Expert Software Development Solutions for Amazon Platforms\n",
      "\n",
      "Dear Hiring Manager,\n",
      "\n",
      "I came across the job description for a Software Development Engineer at your esteemed organization, and I am excited to introduce AtliQ, an AI & Software Consulting company that can fulfill your needs. With our expertise in software development and data science, we are confident that we can provide innovative solutions to enhance your Amazon platforms.\n",
      "\n",
      "Our team of skilled engineers has experience in programming with multiple software programming languages, including proficiency in Lambda, Step Function, Kinesis, ML, and Gen AI. We have a proven track record of delivering tailored solutions that foster scalability, process optimization, cost reduction, and heightened overall efficiency.\n",
      "\n",
      "I would like to highlight some of our relevant portfolio pieces that demonstrate our capabilities:\n",
      "\n",
      "* https://example.com/ml-python-portfolio (Machine Learning and Python expertise)\n",
      "* https://example.com/devops-portfolio (DevOps capabilities for streamlined development and deployment)\n",
      "* https://example.com/magento-portfolio (E-commerce solutions for seamless marketplace integration)\n",
      "\n",
      "Our team is well-equipped to work with multiple Amazon platforms, leveraging data science to experiment with bold new initiatives. We innovate and build new capabilities by working backwards from the needs of shoppers and sellers, aligning with your organization's goals.\n",
      "\n",
      "I would be delighted to discuss how AtliQ can support your Software Development Engineer needs. Please feel free to contact me to explore further.\n",
      "\n",
      "Best regards,\n",
      "Aditya\n",
      "Business Development Executive, AtliQ\n"
     ]
    }
   ],
   "source": [
    "prompt_email = PromptTemplate.from_template(\n",
    "        \"\"\"\n",
    "        ### JOB DESCRIPTION:\n",
    "        {job_description}\n",
    "        \n",
    "        ### INSTRUCTION:\n",
    "        You are Aditya, a business development executive at AtliQ. AtliQ is an AI & Software Consulting company dedicated to facilitating\n",
    "        the seamless integration of business processes through automated tools. \n",
    "        Over our experience, we have empowered numerous enterprises with tailored solutions, fostering scalability, \n",
    "        process optimization, cost reduction, and heightened overall efficiency. \n",
    "        Your job is to write a cold email to the client regarding the job mentioned above describing the capability of AtliQ \n",
    "        in fulfilling their needs.\n",
    "        Also add the most relevant ones from the following links to showcase Atliq's portfolio: {link_list}\n",
    "        Remember you are Mohan, BDE at AtliQ. \n",
    "        Do not provide a preamble.\n",
    "        ### EMAIL (NO PREAMBLE):\n",
    "        \n",
    "        \"\"\"\n",
    "        )\n",
    "\n",
    "chain_email = prompt_email | llm\n",
    "res = chain_email.invoke({\"job_description\": str(job), \"link_list\": results})\n",
    "print(res.content)"
   ]
  }
 ],
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