{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# |export\n",
    "import gradio as gr\n",
    "from transformers import pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# |export\n",
    "MODEL_ID = \"facebook/galactica-125m\"\n",
    "pipe = pipeline(\"text-generation\", model=MODEL_ID)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'generated_text': 'A force of 0.6N is applied to an object, which accelerates at 3m/s. What is its mass? <work>\\n\\nThe mass of the object is $m = \\\\frac{1}{2} \\\\cdot \\\\frac{1}{2} \\\\cdot \\\\frac{1}{2} \\\\cdot \\\\frac{1}{2} \\\\cdot \\\\frac{1}{2}'}]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe(\n",
    "    \"A force of 0.6N is applied to an object, which accelerates at 3m/s. What is its mass? <work>\",\n",
    "    max_length=100,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# |export\n",
    "def generate(text):\n",
    "    return pipe(text, max_length=100)[0][\"generated_text\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running on local URL:  http://127.0.0.1:7861\n",
      "\n",
      "To create a public link, set `share=True` in `launch()`.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div><iframe src=\"http://127.0.0.1:7861/\" 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": [
       "(<gradio.routes.App at 0x7fc2b040e9d0>, 'http://127.0.0.1:7861/', None)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# |export\n",
    "iface = gr.Interface(\n",
    "    fn=generate,\n",
    "    inputs=\"text\",\n",
    "    outputs=\"text\",\n",
    "    examples=[[\"A force of 0.6N is applied to an object, which accelerates at 3m/s. What is its mass? <work>\"]],\n",
    ")\n",
    "iface.launch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Closing server running on port: 7861\n"
     ]
    }
   ],
   "source": [
    "iface.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nbdev.export import nb_export\n",
    "\n",
    "nb_export(\"app.ipynb\", lib_path=\".\", name=\"app\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "hf",
   "language": "python",
   "name": "hf"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.13"
  },
  "vscode": {
   "interpreter": {
    "hash": "66e5af1d4a3a75efffc7cd5a7f382675fc3ac06b0697676e06fa85c907378a99"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}