{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "5c7d8fe6-69ca-4f29-9046-0b0bc9f31911",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "99ee6b03c5154644998c23c837444e83",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(Button(button_style='success', description='Record', icon='microphone', style=ButtonStyle()), B…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2b3e4f24da8d4c198b5d15f0f3f7399d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import ipywidgets as widgets\n",
    "from IPython.display import display, clear_output\n",
    "from threading import Thread\n",
    "from queue import Queue\n",
    "import time\n",
    "\n",
    "messages = Queue()\n",
    "recordings = Queue()\n",
    "\n",
    "record_button = widgets.Button(\n",
    "    description=\"Record\",\n",
    "    disabled=False,\n",
    "    button_style=\"success\",\n",
    "    icon=\"microphone\"\n",
    ")\n",
    "\n",
    "stop_button = widgets.Button(\n",
    "    description=\"Stop\",\n",
    "    disabled=False,\n",
    "    button_style=\"warning\",\n",
    "    icon=\"stop\"\n",
    ")\n",
    "\n",
    "output = widgets.Output()\n",
    "\n",
    "def record_microphone():\n",
    "    while not messages.empty():\n",
    "        time.sleep(1)  # Simulate recording\n",
    "        recordings.put(\"Audio recorded.\")  # Simulated recorded audio data\n",
    "\n",
    "def speech_recognition(output_widget):\n",
    "    while not messages.empty():\n",
    "        time.sleep(2)  # Simulate transcription\n",
    "        with output_widget:\n",
    "            clear_output(wait=True)\n",
    "            display(\"Transcription: Hello, how are you?\")  # Simulated transcription result\n",
    "\n",
    "def start_recording(data):\n",
    "    if not messages.empty():\n",
    "        return  # Recording already in progress\n",
    "\n",
    "    messages.put(True)\n",
    "    with output:\n",
    "        clear_output(wait=True)\n",
    "        display(\"Starting...\")\n",
    "\n",
    "    record = Thread(target=record_microphone)\n",
    "    record.start()\n",
    "\n",
    "    transcribe = Thread(target=speech_recognition, args=(output,))\n",
    "    transcribe.start()\n",
    "\n",
    "def stop_recording(data):\n",
    "    if messages.empty():\n",
    "        return  # No recording in progress\n",
    "\n",
    "    messages.get()\n",
    "    with output:\n",
    "        clear_output(wait=True)\n",
    "        display(\"Stopped.\")\n",
    "\n",
    "record_button.on_click(start_recording)\n",
    "stop_button.on_click(stop_recording)\n",
    "\n",
    "display(widgets.HBox([record_button, stop_button]), output)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bdcb9097-ab31-4dcc-9e2a-4e0818fceb3f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pyaudio in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (0.2.14)\n"
     ]
    }
   ],
   "source": [
    "!python -m pip install pyaudio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "34112777-1845-4aff-80de-099ceed52f01",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'index': 0, 'structVersion': 2, 'name': 'Microsoft Sound Mapper - Input', 'hostApi': 0, 'maxInputChannels': 2, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.09, 'defaultLowOutputLatency': 0.09, 'defaultHighInputLatency': 0.18, 'defaultHighOutputLatency': 0.18, 'defaultSampleRate': 44100.0}\n",
      "{'index': 1, 'structVersion': 2, 'name': 'Microphone Array (Intel® Smart ', 'hostApi': 0, 'maxInputChannels': 4, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.09, 'defaultLowOutputLatency': 0.09, 'defaultHighInputLatency': 0.18, 'defaultHighOutputLatency': 0.18, 'defaultSampleRate': 44100.0}\n",
      "{'index': 2, 'structVersion': 2, 'name': 'Microsoft Sound Mapper - Output', 'hostApi': 0, 'maxInputChannels': 0, 'maxOutputChannels': 2, 'defaultLowInputLatency': 0.09, 'defaultLowOutputLatency': 0.09, 'defaultHighInputLatency': 0.18, 'defaultHighOutputLatency': 0.18, 'defaultSampleRate': 44100.0}\n",
      "{'index': 3, 'structVersion': 2, 'name': 'Speakers (Realtek(R) Audio)', 'hostApi': 0, 'maxInputChannels': 0, 'maxOutputChannels': 2, 'defaultLowInputLatency': 0.09, 'defaultLowOutputLatency': 0.09, 'defaultHighInputLatency': 0.18, 'defaultHighOutputLatency': 0.18, 'defaultSampleRate': 44100.0}\n",
      "{'index': 4, 'structVersion': 2, 'name': 'Primary Sound Capture Driver', 'hostApi': 1, 'maxInputChannels': 2, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.12, 'defaultLowOutputLatency': 0.0, 'defaultHighInputLatency': 0.24, 'defaultHighOutputLatency': 0.0, 'defaultSampleRate': 44100.0}\n",
      "{'index': 5, 'structVersion': 2, 'name': 'Microphone Array (Intel® Smart Sound Technology (Intel® SST))', 'hostApi': 1, 'maxInputChannels': 4, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.12, 'defaultLowOutputLatency': 0.0, 'defaultHighInputLatency': 0.24, 'defaultHighOutputLatency': 0.0, 'defaultSampleRate': 44100.0}\n",
      "{'index': 6, 'structVersion': 2, 'name': 'Primary Sound Driver', 'hostApi': 1, 'maxInputChannels': 0, 'maxOutputChannels': 8, 'defaultLowInputLatency': 0.0, 'defaultLowOutputLatency': 0.12, 'defaultHighInputLatency': 0.0, 'defaultHighOutputLatency': 0.24, 'defaultSampleRate': 44100.0}\n",
      "{'index': 7, 'structVersion': 2, 'name': 'Speakers (Realtek(R) Audio)', 'hostApi': 1, 'maxInputChannels': 0, 'maxOutputChannels': 2, 'defaultLowInputLatency': 0.0, 'defaultLowOutputLatency': 0.12, 'defaultHighInputLatency': 0.0, 'defaultHighOutputLatency': 0.24, 'defaultSampleRate': 44100.0}\n",
      "{'index': 8, 'structVersion': 2, 'name': 'Speakers (Realtek(R) Audio)', 'hostApi': 2, 'maxInputChannels': 0, 'maxOutputChannels': 8, 'defaultLowInputLatency': 0.0, 'defaultLowOutputLatency': 0.003, 'defaultHighInputLatency': 0.0, 'defaultHighOutputLatency': 0.01, 'defaultSampleRate': 48000.0}\n",
      "{'index': 9, 'structVersion': 2, 'name': 'Microphone Array (Intel® Smart Sound Technology (Intel® SST))', 'hostApi': 2, 'maxInputChannels': 2, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.002, 'defaultLowOutputLatency': 0.0, 'defaultHighInputLatency': 0.01, 'defaultHighOutputLatency': 0.0, 'defaultSampleRate': 48000.0}\n",
      "{'index': 10, 'structVersion': 2, 'name': 'Microphone Array 1 (Intel® Smart Sound Technology (Intel® SST) Microphone)', 'hostApi': 3, 'maxInputChannels': 2, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.01, 'defaultLowOutputLatency': 0.01, 'defaultHighInputLatency': 0.04, 'defaultHighOutputLatency': 0.04, 'defaultSampleRate': 48000.0}\n",
      "{'index': 11, 'structVersion': 2, 'name': 'Microphone Array 2 (Intel® Smart Sound Technology (Intel® SST) Microphone)', 'hostApi': 3, 'maxInputChannels': 4, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.01, 'defaultLowOutputLatency': 0.01, 'defaultHighInputLatency': 0.04, 'defaultHighOutputLatency': 0.04, 'defaultSampleRate': 16000.0}\n",
      "{'index': 12, 'structVersion': 2, 'name': 'Microphone Array 3 (Intel® Smart Sound Technology (Intel® SST) Microphone)', 'hostApi': 3, 'maxInputChannels': 4, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.01, 'defaultLowOutputLatency': 0.01, 'defaultHighInputLatency': 0.04, 'defaultHighOutputLatency': 0.04, 'defaultSampleRate': 16000.0}\n",
      "{'index': 13, 'structVersion': 2, 'name': 'Stereo Mix (Realtek HD Audio Stereo input)', 'hostApi': 3, 'maxInputChannels': 2, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.01, 'defaultLowOutputLatency': 0.01, 'defaultHighInputLatency': 0.04, 'defaultHighOutputLatency': 0.04, 'defaultSampleRate': 48000.0}\n",
      "{'index': 14, 'structVersion': 2, 'name': 'Headphones (Realtek HD Audio 2nd output with SST)', 'hostApi': 3, 'maxInputChannels': 0, 'maxOutputChannels': 2, 'defaultLowInputLatency': 0.01, 'defaultLowOutputLatency': 0.01, 'defaultHighInputLatency': 0.04, 'defaultHighOutputLatency': 0.04, 'defaultSampleRate': 48000.0}\n",
      "{'index': 15, 'structVersion': 2, 'name': 'Speakers (Realtek HD Audio output with SST)', 'hostApi': 3, 'maxInputChannels': 0, 'maxOutputChannels': 2, 'defaultLowInputLatency': 0.01, 'defaultLowOutputLatency': 0.01, 'defaultHighInputLatency': 0.04, 'defaultHighOutputLatency': 0.04, 'defaultSampleRate': 48000.0}\n",
      "{'index': 16, 'structVersion': 2, 'name': 'Microphone (Realtek HD Audio Mic input)', 'hostApi': 3, 'maxInputChannels': 2, 'maxOutputChannels': 0, 'defaultLowInputLatency': 0.01, 'defaultLowOutputLatency': 0.01, 'defaultHighInputLatency': 0.04, 'defaultHighOutputLatency': 0.04, 'defaultSampleRate': 44100.0}\n"
     ]
    }
   ],
   "source": [
    "import pyaudio\n",
    "\n",
    "p = pyaudio.PyAudio()\n",
    "for i in range(p.get_device_count()):\n",
    "    print(p.get_device_info_by_index(i))\n",
    "\n",
    "p.terminate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "2e74dacf-1a91-4dfa-bf91-c64c72755d75",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyaudio\n",
    "from queue import Queue\n",
    "\n",
    "CHANNELS = 1\n",
    "FRAME_RATE = 16000\n",
    "RECORD_SECONDS = 20\n",
    "AUDIO_FORMAT = pyaudio.paInt16\n",
    "SAMPLE_SIZE = 2\n",
    "\n",
    "messages = Queue()\n",
    "recordings = Queue()\n",
    "\n",
    "def record_microphone(chunk=1024):\n",
    "    p = pyaudio.PyAudio()\n",
    "\n",
    "    stream = p.open(format=AUDIO_FORMAT,\n",
    "                    channels=CHANNELS,\n",
    "                    rate=FRAME_RATE,\n",
    "                    input=True,\n",
    "                    input_device_index=1,\n",
    "                    frames_per_buffer=chunk)\n",
    "\n",
    "    frames = []\n",
    "\n",
    "    while not messages.empty():\n",
    "        data = stream.read(chunk)\n",
    "        frames.append(data)\n",
    "\n",
    "        if len(frames) >= int(FRAME_RATE * RECORD_SECONDS / chunk):\n",
    "            recordings.put(frames.copy())\n",
    "            frames = []\n",
    "\n",
    "    stream.stop_stream()\n",
    "    stream.close()\n",
    "    p.terminate()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "931dc754-e034-45e7-981b-a9210c1fe6e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "import subprocess\n",
    "import json\n",
    "from vosk import Model, KaldiRecognizer\n",
    "\n",
    "model = Model(model_name=\"vosk-model-en-us-0.42-gigaspeech\")\n",
    "rec = KaldiRecognizer(model, FRAME_RATE)\n",
    "rec.SetWords(True)\n",
    "\n",
    "def speech_recognition(output):\n",
    "    while not messages.empty():\n",
    "        frames = recordings.get()\n",
    "\n",
    "        rec.AcceptWaveform(b''.join(frames))\n",
    "        result = rec.Result()\n",
    "        text = json.loads(result)[\"text\"]\n",
    "\n",
    "        cased = subprocess.check_output(\"python recasepunc/recasepunc.py predict recasepunc/checkpoint\", shell=True, text=True, input=text)\n",
    "        output.append_stdout(cased)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a27fb138-d3a9-4e04-83fe-23aca2921d92",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: gradio in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (4.36.1)\n",
      "Requirement already satisfied: aiofiles<24.0,>=22.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (23.2.1)\n",
      "Requirement already satisfied: altair<6.0,>=4.2.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (5.3.0)\n",
      "Requirement already satisfied: fastapi in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.111.0)\n",
      "Requirement already satisfied: ffmpy in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.3.2)\n",
      "Requirement already satisfied: gradio-client==1.0.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (1.0.1)\n",
      "Requirement already satisfied: httpx>=0.24.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.27.0)\n",
      "Requirement already satisfied: huggingface-hub>=0.19.3 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.23.4)\n",
      "Requirement already satisfied: importlib-resources<7.0,>=1.3 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (6.4.0)\n",
      "Requirement already satisfied: jinja2<4.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (3.1.4)\n",
      "Requirement already satisfied: markupsafe~=2.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (2.1.5)\n",
      "Requirement already satisfied: matplotlib~=3.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (3.9.0)\n",
      "Requirement already satisfied: numpy<3.0,>=1.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (1.26.4)\n",
      "Requirement already satisfied: orjson~=3.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (3.10.5)\n",
      "Requirement already satisfied: packaging in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (24.1)\n",
      "Requirement already satisfied: pandas<3.0,>=1.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (2.2.2)\n",
      "Requirement already satisfied: pillow<11.0,>=8.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (10.3.0)\n",
      "Requirement already satisfied: pydantic>=2.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (2.7.4)\n",
      "Requirement already satisfied: pydub in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.25.1)\n",
      "Requirement already satisfied: python-multipart>=0.0.9 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.0.9)\n",
      "Requirement already satisfied: pyyaml<7.0,>=5.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (6.0.1)\n",
      "Requirement already satisfied: ruff>=0.2.2 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.4.10)\n",
      "Requirement already satisfied: semantic-version~=2.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (2.10.0)\n",
      "Requirement already satisfied: tomlkit==0.12.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.12.0)\n",
      "Requirement already satisfied: typer<1.0,>=0.12 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.12.3)\n",
      "Requirement already satisfied: typing-extensions~=4.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (4.12.2)\n",
      "Requirement already satisfied: urllib3~=2.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (2.2.1)\n",
      "Requirement already satisfied: uvicorn>=0.14.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio) (0.30.1)\n",
      "Requirement already satisfied: fsspec in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio-client==1.0.1->gradio) (2024.6.0)\n",
      "Requirement already satisfied: websockets<12.0,>=10.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from gradio-client==1.0.1->gradio) (11.0.3)\n",
      "Requirement already satisfied: jsonschema>=3.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from altair<6.0,>=4.2.0->gradio) (4.22.0)\n",
      "Requirement already satisfied: toolz in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from altair<6.0,>=4.2.0->gradio) (0.12.1)\n",
      "Requirement already satisfied: anyio in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from httpx>=0.24.1->gradio) (4.4.0)\n",
      "Requirement already satisfied: certifi in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from httpx>=0.24.1->gradio) (2024.6.2)\n",
      "Requirement already satisfied: httpcore==1.* in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from httpx>=0.24.1->gradio) (1.0.5)\n",
      "Requirement already satisfied: idna in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from httpx>=0.24.1->gradio) (3.7)\n",
      "Requirement already satisfied: sniffio in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from httpx>=0.24.1->gradio) (1.3.1)\n",
      "Requirement already satisfied: h11<0.15,>=0.13 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from httpcore==1.*->httpx>=0.24.1->gradio) (0.14.0)\n",
      "Requirement already satisfied: filelock in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from huggingface-hub>=0.19.3->gradio) (3.15.1)\n",
      "Requirement already satisfied: requests in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from huggingface-hub>=0.19.3->gradio) (2.32.3)\n",
      "Requirement already satisfied: tqdm>=4.42.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from huggingface-hub>=0.19.3->gradio) (4.66.4)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib~=3.0->gradio) (1.2.1)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib~=3.0->gradio) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib~=3.0->gradio) (4.53.0)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib~=3.0->gradio) (1.4.5)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib~=3.0->gradio) (3.1.2)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from matplotlib~=3.0->gradio) (2.9.0.post0)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from pandas<3.0,>=1.0->gradio) (2024.1)\n",
      "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from pandas<3.0,>=1.0->gradio) (2024.1)\n",
      "Requirement already satisfied: annotated-types>=0.4.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from pydantic>=2.0->gradio) (0.7.0)\n",
      "Requirement already satisfied: pydantic-core==2.18.4 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from pydantic>=2.0->gradio) (2.18.4)\n",
      "Requirement already satisfied: click>=8.0.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from typer<1.0,>=0.12->gradio) (8.1.7)\n",
      "Requirement already satisfied: shellingham>=1.3.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from typer<1.0,>=0.12->gradio) (1.5.4)\n",
      "Requirement already satisfied: rich>=10.11.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from typer<1.0,>=0.12->gradio) (13.7.1)\n",
      "Requirement already satisfied: starlette<0.38.0,>=0.37.2 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastapi->gradio) (0.37.2)\n",
      "Requirement already satisfied: fastapi-cli>=0.0.2 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastapi->gradio) (0.0.4)\n",
      "Requirement already satisfied: ujson!=4.0.2,!=4.1.0,!=4.2.0,!=4.3.0,!=5.0.0,!=5.1.0,>=4.0.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastapi->gradio) (5.10.0)\n",
      "Requirement already satisfied: email_validator>=2.0.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from fastapi->gradio) (2.2.0)\n",
      "Requirement already satisfied: colorama in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from click>=8.0.0->typer<1.0,>=0.12->gradio) (0.4.6)\n",
      "Requirement already satisfied: dnspython>=2.0.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from email_validator>=2.0.0->fastapi->gradio) (2.6.1)\n",
      "Requirement already satisfied: attrs>=22.2.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (23.2.0)\n",
      "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (2023.12.1)\n",
      "Requirement already satisfied: referencing>=0.28.4 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.35.1)\n",
      "Requirement already satisfied: rpds-py>=0.7.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from jsonschema>=3.0->altair<6.0,>=4.2.0->gradio) (0.18.1)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from python-dateutil>=2.7->matplotlib~=3.0->gradio) (1.16.0)\n",
      "Requirement already satisfied: markdown-it-py>=2.2.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (3.0.0)\n",
      "Requirement already satisfied: pygments<3.0.0,>=2.13.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from rich>=10.11.0->typer<1.0,>=0.12->gradio) (2.18.0)\n",
      "Requirement already satisfied: httptools>=0.5.0 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from uvicorn[standard]>=0.12.0->fastapi->gradio) (0.6.1)\n",
      "Requirement already satisfied: python-dotenv>=0.13 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from uvicorn[standard]>=0.12.0->fastapi->gradio) (1.0.1)\n",
      "Requirement already satisfied: watchfiles>=0.13 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from uvicorn[standard]>=0.12.0->fastapi->gradio) (0.22.0)\n",
      "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from requests->huggingface-hub>=0.19.3->gradio) (3.3.2)\n",
      "Requirement already satisfied: mdurl~=0.1 in c:\\users\\samarth srivastava\\appdata\\local\\programs\\python\\python312\\lib\\site-packages (from markdown-it-py>=2.2.0->rich>=10.11.0->typer<1.0,>=0.12->gradio) (0.1.2)\n",
      "Note: you may need to restart the kernel to use updated packages.\n"
     ]
    }
   ],
   "source": [
    "pip install gradio\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "6d7852a7-88e5-4e39-afae-da0bad2f72e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "def my_function(input1, input2):\n",
    "    # Process the inputs and generate the output\n",
    "    output = f\"Processed {input1} and {input2}\"\n",
    "    return output\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c57fb014-6562-4909-b3d2-52a048c9af18",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on local URL:  http://127.0.0.1:7861\n",
      "Running on public URL: https://4e26f42d95143ec249.gradio.live\n",
      "\n",
      "This share link expires in 72 hours. For free permanent hosting and GPU upgrades, run `gradio deploy` from Terminal to deploy to Spaces (https://huggingface.co/spaces)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"https://4e26f42d95143ec249.gradio.live\" width=\"100%\" height=\"500\" allow=\"autoplay; camera; microphone; clipboard-read; clipboard-write;\" frameborder=\"0\" allowfullscreen></iframe></div>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": []
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import gradio as gr\n",
    "\n",
    "# Define the function you want to expose through Gradio\n",
    "def my_function(input1, input2):\n",
    "    output = f\"Processed {input1} and {input2}\"\n",
    "    return output\n",
    "\n",
    "# Create the Gradio interface\n",
    "iface = gr.Interface(\n",
    "    fn=my_function,\n",
    "    inputs=[gr.Textbox(label=\"Input 1\"), gr.Textbox(label=\"Input 2\")],\n",
    "    outputs=gr.Textbox(label=\"Output\")\n",
    ")\n",
    "\n",
    "# Launch the interface with a public link\n",
    "iface.launch(share=True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bc4e1d90-6688-4205-a0d2-7933fcdc5874",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}