{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distributed rendering with extension\n",
    "\n",
    "This test demonstrates distributed rendering with user-defined component."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import imageio\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import multiprocessing as mp\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "import lmfunctest as ft\n",
    "import lmscene\n",
    "import lightmetrica as lm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "794"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.getpid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext lightmetrica_jupyter"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Worker process\n",
    "\n",
    "To create an process on Jupyter notebook in Windows, we need to separate the function to be processed in a different file and add the invocation of the process must be enclosed by `if __name__ == '__main__'` clause."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing _lm_renderer_ao.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile _lm_renderer_ao.py\n",
    "import lightmetrica as lm\n",
    "import pickle\n",
    "import numpy as np\n",
    "\n",
    "@lm.pylm_component('renderer::ao')\n",
    "class Renderer_AO(lm.Renderer):\n",
    "    \"\"\"Simple ambient occlusion renderer\"\"\"\n",
    "\n",
    "    def construct(self, prop):\n",
    "        self.film = lm.Film.castFrom(lm.comp.get(prop['output']))\n",
    "        if self.film is None:\n",
    "            return False\n",
    "        self.spp = prop['spp']\n",
    "        return True\n",
    "    \n",
    "    def save(self):\n",
    "        return pickle.dumps((self.film.loc(), self.spp))\n",
    "    \n",
    "    def load(self, s):\n",
    "        loc, self.spp = pickle.loads(s)\n",
    "        self.film = lm.Film.castFrom(lm.comp.get(loc))\n",
    "\n",
    "    def render(self, scene):\n",
    "        w = self.film.size().w\n",
    "        h = self.film.size().h\n",
    "        rng = lm.Rng(42)\n",
    "        def process(index, threadid):\n",
    "            x = index % w\n",
    "            y = int(index / w)\n",
    "            rp = np.array([(x+.5)/w, (y+.5)/h])\n",
    "            ray = scene.primaryRay(rp, self.film.aspectRatio())\n",
    "            hit = scene.intersect(ray)\n",
    "            if hit is None:\n",
    "                return\n",
    "            V = 0\n",
    "            for i in range(self.spp):\n",
    "                n, u, v = hit.geom.orthonormalBasis(-ray.d)\n",
    "                d = lm.math.sampleCosineWeighted(rng)\n",
    "                r = lm.Ray(hit.geom.p, np.dot(d, [u,v,n]))\n",
    "                if scene.intersect(r, lm.Eps, .2) is None:\n",
    "                    V += 1\n",
    "            V /= self.spp\n",
    "            self.film.setPixel(x, y, np.full(3, V))\n",
    "        lm.parallel.foreach(w*h, process)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Overwriting _run_worker_process.py\n"
     ]
    }
   ],
   "source": [
    "%%writefile _run_worker_process.py\n",
    "import os\n",
    "import uuid\n",
    "import traceback\n",
    "import lightmetrica as lm\n",
    "import _lm_renderer_ao\n",
    "def run_worker_process():\n",
    "    try:\n",
    "        lm.init('user::default', {})\n",
    "        lm.info()\n",
    "        lm.log.setSeverity(1000)\n",
    "        lm.log.log(lm.log.LogLevel.Err, lm.log.LogLevel.Info, '', 0, 'pid={}'.format(os.getpid()))\n",
    "        lm.dist.worker.init('dist::worker::default', {\n",
    "            'name': uuid.uuid4().hex,\n",
    "            'address': 'localhost',\n",
    "            'port': 5000,\n",
    "            'numThreads': 1\n",
    "        })\n",
    "        lm.dist.worker.run()\n",
    "        lm.dist.shutdown()\n",
    "        lm.shutdown()\n",
    "    except Exception:\n",
    "        tr = traceback.print_exc()\n",
    "        lm.log.log(lm.log.LogLevel.Err, lm.log.LogLevel.Info, '', 0, str(tr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from _run_worker_process import *\n",
    "if __name__ == '__main__':\n",
    "    pool = mp.Pool(4, run_worker_process)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Master process"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import _lm_renderer_ao"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[I|0.000|173@dist  ] Listening [port='5000']\n"
     ]
    }
   ],
   "source": [
    "lm.init()\n",
    "lm.log.init('logger::jupyter', {})\n",
    "lm.progress.init('progress::jupyter', {})\n",
    "lm.dist.init('dist::master::default', {\n",
    "    'port': 5000\n",
    "})\n",
    "lm.dist.printWorkerInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[I|0.021|48@assets ] Loading asset [name='camera_main']\n",
      "[I|0.022|48@assets ] Loading asset [name='model_obj']\n",
      "[I|0.022|29@objload]   Loading OBJ file [path='fireplace_room.obj']\n",
      "[I|0.022|169@objloa]   Loading MTL file [path='fireplace_room.mtl']\n",
      "[I|0.023|44@texture]   Loading texture [path='wood.ppm']\n",
      "[I|0.134|91@dist   ]   Accepted [name='rep', addr='tcp://0.0.0.0:5003']\n",
      "[I|0.135|44@texture]   Loading texture [path='leaf.ppm']\n",
      "[I|0.138|44@texture]   Loading texture [path='picture8.ppm']\n",
      "[I|0.178|263@dist  ]   Connected worker [name='07d2557f31114603b4e4b46bb6cfd839']\n",
      "[I|0.179|44@texture]   Loading texture [path='wood5.ppm']\n",
      "[I|0.935|263@dist  ]   Connected worker [name='820b386cb899418b88b0d4a0f51ef05d']\n",
      "[I|0.935|246@scene ] Building acceleration structure [name='accel::sahbvh'][I|0.935|91@dist   ] Accepted [name='rep', addr='tcp://0.0.0.0:5003']\n",
      "[I|0.936|263@dist  ] Connected worker [name='c4427eda18ef472184e704bd7bc46a2e']\n",
      "[I|0.936|263@dist  ] Connected worker [name='73f9da987bfc4c22a7cb3f56922edd29']\n",
      "[I|0.936|91@dist   ] Accepted [name='rep', addr='tcp://0.0.0.0:5003']\n",
      "[I|0.936|91@dist   ] Accepted [name='rep', addr='tcp://0.0.0.0:5003']\n",
      "\n",
      "[I|0.963|131@accel_]   Flattening scene\n",
      "[I|1.091|261@accel_]   Building\n",
      "[I|4.322|48@assets ] Loading asset [name='film_output']\n"
     ]
    }
   ],
   "source": [
    "lmscene.load(ft.env.scene_path, 'fireplace_room')\n",
    "lm.build('accel::sahbvh', {})\n",
    "lm.asset('film_output', 'film::bitmap', {'w': 1920, 'h': 1080})\n",
    "lm.renderer('renderer::ao', {\n",
    "    'output': lm.asset('film_output'),\n",
    "    'spp': 3\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[I|4.848|179@user  ] Saving state to stream\n",
      "[I|7.560|151@user  ] Starting render [name='renderer::ao']\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ffeab89332b647d1918987988c0b0844",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=2073600), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "c43692730e2e4ea99f01eb5eb89edc1f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(IntProgress(value=0, max=208), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "lm.dist.allowWorkerConnection(False)\n",
    "lm.dist.sync()\n",
    "lm.render()\n",
    "lm.dist.gatherFilm(lm.asset('film_output'))\n",
    "lm.dist.allowWorkerConnection(True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = np.copy(lm.buffer(lm.asset('film_output')))\n",
    "f = plt.figure(figsize=(15,15))\n",
    "ax = f.add_subplot(111)\n",
    "ax.imshow(np.clip(np.power(img,1/2.2),0,1), origin='lower')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[I|122.901|103@dist  ] Disconnected [name='rep', addr='tcp://0.0.0.0:5003']\n",
      "[I|122.903|103@dist  ] Disconnected [name='rep', addr='tcp://0.0.0.0:5003']\n",
      "[I|122.907|103@dist  ] Disconnected [name='rep', addr='tcp://0.0.0.0:5003']\n",
      "[I|122.910|103@dist  ] Disconnected [name='rep', addr='tcp://0.0.0.0:5003']\n"
     ]
    }
   ],
   "source": [
    "# Termination of the worker process is necessary for Windows\n",
    "# because fork() is not supported in Windows.\n",
    "# cf. https://docs.python.org/3/library/multiprocessing.html#contexts-and-start-methods\n",
    "pool.terminate()\n",
    "pool.join()"
   ]
  }
 ],
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