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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7fc1cfd9-803d-4f61-a21c-59033a36278e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "^C\n"
     ]
    }
   ],
   "source": [
    "!pip install --timeout=1000 fastai gradio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "58c07559-6cbd-48d5-9557-aa84e905f924",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'fastai'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m--------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                      Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[12], line 2\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;66;03m#|export\u001b[39;00m\n\u001b[1;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mfastai\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mvision\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mall\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m      3\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mgradio\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mgr\u001b[39;00m\n\u001b[0;32m      5\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mis_cat\u001b[39m(x): \u001b[38;5;28;01mreturn\u001b[39;00m x[\u001b[38;5;241m0\u001b[39m]\u001b[38;5;241m.\u001b[39misupper()\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'fastai'"
     ]
    }
   ],
   "source": [
    "#|export\n",
    "from fastai.vision.all import *\n",
    "import gradio as gr\n",
    "\n",
    "def is_cat(x): return x[0].isupper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ce124f30-6301-4958-be14-a5592a4c4e49",
   "metadata": {},
   "outputs": [],
   "source": [
    "im = PILImage.create('dog.jpg')\n",
    "im.thumbnail(192, 192))\n",
    "im"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b9065f9-ac03-4876-b99f-d556c2b6efb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "learn = load_learn('model.pkl')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "28b729e9-ddfd-469e-8998-50290889417d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "ERROR: Exception:\n",
      "Traceback (most recent call last):\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 438, in _error_catcher\n",
      "    yield\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 561, in read\n",
      "    data = self._fp_read(amt) if not fp_closed else b\"\"\n",
      "           ^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 527, in _fp_read\n",
      "    return self._fp.read(amt) if amt is not None else self._fp.read()\n",
      "           ^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\cachecontrol\\filewrapper.py\", line 90, in read\n",
      "    data = self.__fp.read(amt)\n",
      "           ^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\http\\client.py\", line 466, in read\n",
      "    s = self.fp.read(amt)\n",
      "        ^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\socket.py\", line 706, in readinto\n",
      "    return self._sock.recv_into(b)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\ssl.py\", line 1278, in recv_into\n",
      "    return self.read(nbytes, buffer)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\ssl.py\", line 1134, in read\n",
      "    return self._sslobj.read(len, buffer)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "TimeoutError: The read operation timed out\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\cli\\base_command.py\", line 180, in exc_logging_wrapper\n",
      "    status = run_func(*args)\n",
      "             ^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\cli\\req_command.py\", line 248, in wrapper\n",
      "    return func(self, options, args)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\commands\\install.py\", line 377, in run\n",
      "    requirement_set = resolver.resolve(\n",
      "                      ^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\resolver.py\", line 92, in resolve\n",
      "    result = self._result = resolver.resolve(\n",
      "                            ^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 546, in resolve\n",
      "    state = resolution.resolve(requirements, max_rounds=max_rounds)\n",
      "            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 427, in resolve\n",
      "    failure_causes = self._attempt_to_pin_criterion(name)\n",
      "                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 239, in _attempt_to_pin_criterion\n",
      "    criteria = self._get_updated_criteria(candidate)\n",
      "               ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 230, in _get_updated_criteria\n",
      "    self._add_to_criteria(criteria, requirement, parent=candidate)\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 173, in _add_to_criteria\n",
      "    if not criterion.candidates:\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\structs.py\", line 156, in __bool__\n",
      "    return bool(self._sequence)\n",
      "           ^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\found_candidates.py\", line 155, in __bool__\n",
      "    return any(self)\n",
      "           ^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\found_candidates.py\", line 143, in <genexpr>\n",
      "    return (c for c in iterator if id(c) not in self._incompatible_ids)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\found_candidates.py\", line 47, in _iter_built\n",
      "    candidate = func()\n",
      "                ^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\factory.py\", line 206, in _make_candidate_from_link\n",
      "    self._link_candidate_cache[link] = LinkCandidate(\n",
      "                                       ^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 293, in __init__\n",
      "    super().__init__(\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 156, in __init__\n",
      "    self.dist = self._prepare()\n",
      "                ^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 225, in _prepare\n",
      "    dist = self._prepare_distribution()\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 304, in _prepare_distribution\n",
      "    return preparer.prepare_linked_requirement(self._ireq, parallel_builds=True)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 538, in prepare_linked_requirement\n",
      "    return self._prepare_linked_requirement(req, parallel_builds)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 609, in _prepare_linked_requirement\n",
      "    local_file = unpack_url(\n",
      "                 ^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 166, in unpack_url\n",
      "    file = get_http_url(\n",
      "           ^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 107, in get_http_url\n",
      "    from_path, content_type = download(link, temp_dir.path)\n",
      "                              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\network\\download.py\", line 147, in __call__\n",
      "    for chunk in chunks:\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\network\\utils.py\", line 63, in response_chunks\n",
      "    for chunk in response.raw.stream(\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 622, in stream\n",
      "    data = self.read(amt=amt, decode_content=decode_content)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 560, in read\n",
      "    with self._error_catcher():\n",
      "  File \"C:\\Python311\\Lib\\contextlib.py\", line 155, in __exit__\n",
      "    self.gen.throw(typ, value, traceback)\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 443, in _error_catcher\n",
      "    raise ReadTimeoutError(self._pool, None, \"Read timed out.\")\n",
      "pip._vendor.urllib3.exceptions.ReadTimeoutError: HTTPSConnectionPool(host='files.pythonhosted.org', port=443): Read timed out.\n",
      "ERROR: Exception:\n",
      "Traceback (most recent call last):\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 438, in _error_catcher\n",
      "    yield\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 561, in read\n",
      "    data = self._fp_read(amt) if not fp_closed else b\"\"\n",
      "           ^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 527, in _fp_read\n",
      "    return self._fp.read(amt) if amt is not None else self._fp.read()\n",
      "           ^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\cachecontrol\\filewrapper.py\", line 90, in read\n",
      "    data = self.__fp.read(amt)\n",
      "           ^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\http\\client.py\", line 466, in read\n",
      "    s = self.fp.read(amt)\n",
      "        ^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\socket.py\", line 706, in readinto\n",
      "    return self._sock.recv_into(b)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\ssl.py\", line 1278, in recv_into\n",
      "    return self.read(nbytes, buffer)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\ssl.py\", line 1134, in read\n",
      "    return self._sslobj.read(len, buffer)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "TimeoutError: The read operation timed out\n",
      "\n",
      "During handling of the above exception, another exception occurred:\n",
      "\n",
      "Traceback (most recent call last):\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\cli\\base_command.py\", line 180, in exc_logging_wrapper\n",
      "    status = run_func(*args)\n",
      "             ^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\cli\\req_command.py\", line 248, in wrapper\n",
      "    return func(self, options, args)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\commands\\install.py\", line 377, in run\n",
      "    requirement_set = resolver.resolve(\n",
      "                      ^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\resolver.py\", line 92, in resolve\n",
      "    result = self._result = resolver.resolve(\n",
      "                            ^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 546, in resolve\n",
      "    state = resolution.resolve(requirements, max_rounds=max_rounds)\n",
      "            ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 427, in resolve\n",
      "    failure_causes = self._attempt_to_pin_criterion(name)\n",
      "                     ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\resolvelib\\resolvers.py\", line 237, in _attempt_to_pin_criterion\n",
      "    for candidate in criterion.candidates:\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\found_candidates.py\", line 143, in <genexpr>\n",
      "    return (c for c in iterator if id(c) not in self._incompatible_ids)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\found_candidates.py\", line 47, in _iter_built\n",
      "    candidate = func()\n",
      "                ^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\factory.py\", line 206, in _make_candidate_from_link\n",
      "    self._link_candidate_cache[link] = LinkCandidate(\n",
      "                                       ^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 293, in __init__\n",
      "    super().__init__(\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 156, in __init__\n",
      "    self.dist = self._prepare()\n",
      "                ^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 225, in _prepare\n",
      "    dist = self._prepare_distribution()\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\resolution\\resolvelib\\candidates.py\", line 304, in _prepare_distribution\n",
      "    return preparer.prepare_linked_requirement(self._ireq, parallel_builds=True)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 538, in prepare_linked_requirement\n",
      "    return self._prepare_linked_requirement(req, parallel_builds)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 609, in _prepare_linked_requirement\n",
      "    local_file = unpack_url(\n",
      "                 ^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 166, in unpack_url\n",
      "    file = get_http_url(\n",
      "           ^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\operations\\prepare.py\", line 107, in get_http_url\n",
      "    from_path, content_type = download(link, temp_dir.path)\n",
      "                              ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\network\\download.py\", line 147, in __call__\n",
      "    for chunk in chunks:\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_internal\\network\\utils.py\", line 63, in response_chunks\n",
      "    for chunk in response.raw.stream(\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 622, in stream\n",
      "    data = self.read(amt=amt, decode_content=decode_content)\n",
      "           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 560, in read\n",
      "    with self._error_catcher():\n",
      "  File \"C:\\Python311\\Lib\\contextlib.py\", line 155, in __exit__\n",
      "    self.gen.throw(typ, value, traceback)\n",
      "  File \"C:\\Python311\\Lib\\site-packages\\pip\\_vendor\\urllib3\\response.py\", line 443, in _error_catcher\n",
      "    raise ReadTimeoutError(self._pool, None, \"Read timed out.\")\n",
      "pip._vendor.urllib3.exceptions.ReadTimeoutError: HTTPSConnectionPool(host='files.pythonhosted.org', port=443): Read timed out.\n"
     ]
    }
   ],
   "source": [
    "%time learn.predict(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c3c9a01-fcb7-46c7-9fef-b03bb95c48d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "categories = ('Dog', 'Cat')\n",
    "\n",
    "def classify_image(img):\n",
    "    pred, idx, probs = learn.predict(img)\n",
    "    return dict(zip(categories, map(float, probs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "55dd515e-3648-432c-9d71-e3322fcff7de",
   "metadata": {},
   "outputs": [],
   "source": [
    "classify_image(im)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "23aa42c6-24ce-4b3a-a0c1-24a35f67251e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#|export\n",
    "image = gr.inputs.Image(shape=(192, 192))\n",
    "label = gr.outputs.Label()\n",
    "examples = ['dog.jpg', 'cat.jpg']\n",
    "\n",
    "intf = gr.Interface(fn=classify_image, inputs=image, outputs=label, examples=examples)\n",
    "intf.launch(inline=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3959f648-7188-48cc-ab2a-bf8157c3b80b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: nbdev in c:\\users\\user\\appdata\\roaming\\python\\python311\\site-packages (2.3.12)\n",
      "Requirement already satisfied: fastcore>=1.5.27 in c:\\users\\user\\appdata\\roaming\\python\\python311\\site-packages (from nbdev) (1.5.29)\n",
      "Requirement already satisfied: execnb>=0.1.4 in c:\\users\\user\\appdata\\roaming\\python\\python311\\site-packages (from nbdev) (0.1.5)\n",
      "Requirement already satisfied: astunparse in c:\\users\\user\\appdata\\roaming\\python\\python311\\site-packages (from nbdev) (1.6.3)\n",
      "Requirement already satisfied: ghapi>=1.0.3 in c:\\users\\user\\appdata\\roaming\\python\\python311\\site-packages (from nbdev) (1.0.4)\n",
      "Requirement already satisfied: watchdog in c:\\users\\user\\appdata\\roaming\\python\\python311\\site-packages (from nbdev) (3.0.0)\n",
      "Requirement already satisfied: asttokens in c:\\python311\\lib\\site-packages (from nbdev) (2.2.1)\n",
      "Requirement already satisfied: PyYAML in c:\\python311\\lib\\site-packages (from nbdev) (6.0.1)\n",
      "Requirement already satisfied: ipython in c:\\python311\\lib\\site-packages (from execnb>=0.1.4->nbdev) (8.14.0)\n",
      "Requirement already satisfied: pip in c:\\python311\\lib\\site-packages (from fastcore>=1.5.27->nbdev) (23.2.1)\n",
      "Requirement already satisfied: packaging in c:\\python311\\lib\\site-packages (from fastcore>=1.5.27->nbdev) (23.1)\n",
      "Requirement already satisfied: six in c:\\python311\\lib\\site-packages (from asttokens->nbdev) (1.16.0)\n",
      "Requirement already satisfied: wheel<1.0,>=0.23.0 in c:\\python311\\lib\\site-packages (from astunparse->nbdev) (0.41.2)\n",
      "Requirement already satisfied: backcall in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (0.2.0)\n",
      "Requirement already satisfied: decorator in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (5.1.1)\n",
      "Requirement already satisfied: jedi>=0.16 in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (0.19.0)\n",
      "Requirement already satisfied: matplotlib-inline in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (0.1.6)\n",
      "Requirement already satisfied: pickleshare in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (0.7.5)\n",
      "Requirement already satisfied: prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30 in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (3.0.39)\n",
      "Requirement already satisfied: pygments>=2.4.0 in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (2.16.1)\n",
      "Requirement already satisfied: stack-data in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (0.6.2)\n",
      "Requirement already satisfied: traitlets>=5 in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (5.9.0)\n",
      "Requirement already satisfied: colorama in c:\\python311\\lib\\site-packages (from ipython->execnb>=0.1.4->nbdev) (0.4.6)\n",
      "Requirement already satisfied: parso<0.9.0,>=0.8.3 in c:\\python311\\lib\\site-packages (from jedi>=0.16->ipython->execnb>=0.1.4->nbdev) (0.8.3)\n",
      "Requirement already satisfied: wcwidth in c:\\python311\\lib\\site-packages (from prompt-toolkit!=3.0.37,<3.1.0,>=3.0.30->ipython->execnb>=0.1.4->nbdev) (0.2.6)\n",
      "Requirement already satisfied: executing>=1.2.0 in c:\\python311\\lib\\site-packages (from stack-data->ipython->execnb>=0.1.4->nbdev) (1.2.0)\n",
      "Requirement already satisfied: pure-eval in c:\\python311\\lib\\site-packages (from stack-data->ipython->execnb>=0.1.4->nbdev) (0.2.2)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "DEPRECATION: Loading egg at c:\\python311\\lib\\site-packages\\vboxapi-1.0-py3.11.egg is deprecated. pip 23.3 will enforce this behaviour change. A possible replacement is to use pip for package installation..\n"
     ]
    }
   ],
   "source": [
    "!pip install nbdev --user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "5fd6a6e9-60c1-44f5-99de-03dca35aef62",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'nbdev'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m--------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                      Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[21], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mnbdev\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mexport\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m notebook2script\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'nbdev'"
     ]
    }
   ],
   "source": [
    "from nbdev.export import notebook2script"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d24d921a-f65f-45b2-aa28-fe7035107c86",
   "metadata": {},
   "outputs": [],
   "source": [
    "notebook2script('app.ipynb')"
   ]
  }
 ],
 "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}