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Inference Endpoints
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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'torchvision.transforms.functional_tensor'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[4], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mhandler\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m EndpointHandler\n\u001b[1;32m      3\u001b[0m \u001b[38;5;66;03m# init handler\u001b[39;00m\n\u001b[1;32m      4\u001b[0m my_handler \u001b[38;5;241m=\u001b[39m EndpointHandler(path\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[0;32m~/repos/real-esrgan/handler.py:4\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mPIL\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Image\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mio\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m BytesIO\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mrealesrgan\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m RealESRGANer\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtyping\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Dict, List, Any\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m\n",
      "File \u001b[0;32m~/pkgs/miniconda3/envs/diffusers/lib/python3.10/site-packages/realesrgan/__init__.py:2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# flake8: noqa\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01marchs\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m      4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmodels\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n",
      "File \u001b[0;32m~/pkgs/miniconda3/envs/diffusers/lib/python3.10/site-packages/realesrgan/archs/__init__.py:2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mimportlib\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mbasicsr\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m scandir\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mos\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m path \u001b[38;5;28;01mas\u001b[39;00m osp\n\u001b[1;32m      5\u001b[0m \u001b[38;5;66;03m# automatically scan and import arch modules for registry\u001b[39;00m\n\u001b[1;32m      6\u001b[0m \u001b[38;5;66;03m# scan all the files that end with '_arch.py' under the archs folder\u001b[39;00m\n",
      "File \u001b[0;32m~/pkgs/miniconda3/envs/diffusers/lib/python3.10/site-packages/basicsr/__init__.py:4\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;66;03m# https://github.com/xinntao/BasicSR\u001b[39;00m\n\u001b[1;32m      2\u001b[0m \u001b[38;5;66;03m# flake8: noqa\u001b[39;00m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01marchs\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[0;32m----> 4\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m      5\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mlosses\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mmetrics\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;241m*\u001b[39m\n",
      "File \u001b[0;32m~/pkgs/miniconda3/envs/diffusers/lib/python3.10/site-packages/basicsr/data/__init__.py:22\u001b[0m\n\u001b[1;32m     20\u001b[0m dataset_filenames \u001b[38;5;241m=\u001b[39m [osp\u001b[38;5;241m.\u001b[39msplitext(osp\u001b[38;5;241m.\u001b[39mbasename(v))[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m v \u001b[38;5;129;01min\u001b[39;00m scandir(data_folder) \u001b[38;5;28;01mif\u001b[39;00m v\u001b[38;5;241m.\u001b[39mendswith(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_dataset.py\u001b[39m\u001b[38;5;124m'\u001b[39m)]\n\u001b[1;32m     21\u001b[0m \u001b[38;5;66;03m# import all the dataset modules\u001b[39;00m\n\u001b[0;32m---> 22\u001b[0m _dataset_modules \u001b[38;5;241m=\u001b[39m [importlib\u001b[38;5;241m.\u001b[39mimport_module(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mbasicsr.data.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfile_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m) \u001b[38;5;28;01mfor\u001b[39;00m file_name \u001b[38;5;129;01min\u001b[39;00m dataset_filenames]\n\u001b[1;32m     25\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbuild_dataset\u001b[39m(dataset_opt):\n\u001b[1;32m     26\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Build dataset from options.\u001b[39;00m\n\u001b[1;32m     27\u001b[0m \n\u001b[1;32m     28\u001b[0m \u001b[38;5;124;03m    Args:\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     31\u001b[0m \u001b[38;5;124;03m            type (str): Dataset type.\u001b[39;00m\n\u001b[1;32m     32\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n",
      "File \u001b[0;32m~/pkgs/miniconda3/envs/diffusers/lib/python3.10/site-packages/basicsr/data/__init__.py:22\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m     20\u001b[0m dataset_filenames \u001b[38;5;241m=\u001b[39m [osp\u001b[38;5;241m.\u001b[39msplitext(osp\u001b[38;5;241m.\u001b[39mbasename(v))[\u001b[38;5;241m0\u001b[39m] \u001b[38;5;28;01mfor\u001b[39;00m v \u001b[38;5;129;01min\u001b[39;00m scandir(data_folder) \u001b[38;5;28;01mif\u001b[39;00m v\u001b[38;5;241m.\u001b[39mendswith(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_dataset.py\u001b[39m\u001b[38;5;124m'\u001b[39m)]\n\u001b[1;32m     21\u001b[0m \u001b[38;5;66;03m# import all the dataset modules\u001b[39;00m\n\u001b[0;32m---> 22\u001b[0m _dataset_modules \u001b[38;5;241m=\u001b[39m [\u001b[43mimportlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimport_module\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;124;43mf\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mbasicsr.data.\u001b[39;49m\u001b[38;5;132;43;01m{\u001b[39;49;00m\u001b[43mfile_name\u001b[49m\u001b[38;5;132;43;01m}\u001b[39;49;00m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m file_name \u001b[38;5;129;01min\u001b[39;00m dataset_filenames]\n\u001b[1;32m     25\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mbuild_dataset\u001b[39m(dataset_opt):\n\u001b[1;32m     26\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124;03m\"\"\"Build dataset from options.\u001b[39;00m\n\u001b[1;32m     27\u001b[0m \n\u001b[1;32m     28\u001b[0m \u001b[38;5;124;03m    Args:\u001b[39;00m\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m     31\u001b[0m \u001b[38;5;124;03m            type (str): Dataset type.\u001b[39;00m\n\u001b[1;32m     32\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n",
      "File \u001b[0;32m~/pkgs/miniconda3/envs/diffusers/lib/python3.10/importlib/__init__.py:126\u001b[0m, in \u001b[0;36mimport_module\u001b[0;34m(name, package)\u001b[0m\n\u001b[1;32m    124\u001b[0m             \u001b[38;5;28;01mbreak\u001b[39;00m\n\u001b[1;32m    125\u001b[0m         level \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[0;32m--> 126\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_bootstrap\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_gcd_import\u001b[49m\u001b[43m(\u001b[49m\u001b[43mname\u001b[49m\u001b[43m[\u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m:\u001b[49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpackage\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlevel\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[0;32m~/pkgs/miniconda3/envs/diffusers/lib/python3.10/site-packages/basicsr/data/realesrgan_dataset.py:11\u001b[0m\n\u001b[1;32m      8\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\n\u001b[1;32m      9\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m data \u001b[38;5;28;01mas\u001b[39;00m data\n\u001b[0;32m---> 11\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mbasicsr\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdegradations\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m circular_lowpass_kernel, random_mixed_kernels\n\u001b[1;32m     12\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mbasicsr\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtransforms\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m augment\n\u001b[1;32m     13\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mbasicsr\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m FileClient, get_root_logger, imfrombytes, img2tensor\n",
      "File \u001b[0;32m~/pkgs/miniconda3/envs/diffusers/lib/python3.10/site-packages/basicsr/data/degradations.py:8\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mscipy\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m special\n\u001b[1;32m      7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mscipy\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mstats\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m multivariate_normal\n\u001b[0;32m----> 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorchvision\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtransforms\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mfunctional_tensor\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m rgb_to_grayscale\n\u001b[1;32m     10\u001b[0m \u001b[38;5;66;03m# -------------------------------------------------------------------- #\u001b[39;00m\n\u001b[1;32m     11\u001b[0m \u001b[38;5;66;03m# --------------------------- blur kernels --------------------------- #\u001b[39;00m\n\u001b[1;32m     12\u001b[0m \u001b[38;5;66;03m# -------------------------------------------------------------------- #\u001b[39;00m\n\u001b[1;32m     13\u001b[0m \n\u001b[1;32m     14\u001b[0m \n\u001b[1;32m     15\u001b[0m \u001b[38;5;66;03m# --------------------------- util functions --------------------------- #\u001b[39;00m\n\u001b[1;32m     16\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msigma_matrix2\u001b[39m(sig_x, sig_y, theta):\n",
      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'torchvision.transforms.functional_tensor'"
     ]
    }
   ],
   "source": [
    "from handler import EndpointHandler\n",
    "\n",
    "# init handler\n",
    "my_handler = EndpointHandler(path=\".\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!pip install --no-cache-dir realesrgan"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "diffusers",
   "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": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}